Last dimension | Dimension = 2 | Next dimension
| Δ fopt f1, 2-D |
1e1 2.0 |
1e0 6.0 |
1e-1 6.0 |
1e-2 6.0 |
1e-3 6.0 |
1e-5 6.0 |
1e-7 6.0 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 0.93 (0.5) | 2.1 (1) | 3.8 (2) | 6.8 (4) | 26 (43) | 716 (1353) | 3115 (8335) | 12/15 |
| DIRECT-REV Kudela | 1.5 (1) | 2.0 (1) | 3.2 (0.5) | 3.6 (0.6)★ | 3.6 (0.8)★2 | 5.3 (2) | 6.1 (2) | 15/15 |
| E-WOA Espinoza | 1.6 (2) | 6.9 (6) | 49 (48) | 95 (58) | 183 (102) | 388 (147) | 668 (264) | 15/15 |
| I-DBDP-GL Kudela | 0.93 (0.5) | 1.7 (1) | 4.7 (3) | 13 (3) | 22 (10) | 61 (14) | 116 (18) | 15/15 |
| WOA Espinoza | 1.6 (2) | 6.5 (6) | 27 (23) | 50 (32) | 95 (52) | 532 (221) | 985 (687) | 12/15 |
| a-CMA-ES Gissler | 1.3 (1) | 2.3 (2) | 7.0 (3) | 11 (4) | 17 (5) | 27 (6) | 36 (7) | 15/15 |
| ad-CMA-ES Gissler | 1.7 (1) | 2.8 (2) | 6.3 (3) | 11 (6) | 17 (6) | 25 (6) | 38 (4) | 15/15 |
| adm-CMA-ES Gissler | 1.7 (2) | 3.3 (2) | 7.1 (3) | 13 (7) | 17 (5) | 28 (5) | 39 (7) | 15/15 |
| c-CMA-ES Gissler | 1.4 (1) | 2.6 (2) | 7.2 (3) | 13 (3) | 18 (5) | 28 (6) | 37 (11) | 15/15 |
| cd-CMA-ES Gissler | 1.6 (1) | 2.6 (2) | 6.7 (4) | 13 (4) | 16 (5) | 29 (5) | 39 (5) | 15/15 |
| cdm-CMA-ES Gissler | 2.1 (2) | 3.0 (4) | 8.1 (5) | 13 (7) | 19 (8) | 30 (4) | 41 (6) | 15/15 |
| cma-bp-bbob Brockhoff | 1.7 (1) | 3.7 (3) | 8.2 (5) | 12 (6) | 17 (6) | 26 (9) | 36 (6) | 15/15 |
| cma-bt-bbob Brockhoff | 2.7 (2) | 2.9 (1) | 7.2 (4) | 13 (5) | 17 (7) | 27 (6) | 38 (11) | 15/15 |
| d-CMA-ES Gissler | 1.3 (0.8) | 2.9 (3) | 6.4 (4) | 11 (6) | 17 (5) | 29 (6) | 40 (5) | 15/15 |
| default-CMA-ES Gissler | 1.9 (2) | 2.6 (2) | 6.2 (3) | 11 (5) | 16 (4) | 26 (4) | 36 (6) | 15/15 |
| dm-CMA-ES Gissler | 1.8 (2) | 2.6 (2) | 7.7 (5) | 11 (6) | 16 (5) | 27 (6) | 40 (6) | 15/15 |
| m-SDWOA Espinoza | 1.6 (2) | 7.5 (6) | 40 (33) | 120 (37) | 189 (58) | 370 (66) | 607 (72) | 15/15 |
| s-CMA-ES Gissler | 1.6 (1) | 2.4 (2) | 6.3 (5) | 10 (5) | 15 (7) | 25 (7) | 35 (6) | 15/15 |
| sc-CMA-ES Gissler | 1.8 (2) | 2.3 (2) | 6.6 (4) | 11 (5) | 16 (7) | 26 (6) | 37 (9) | 15/15 |
| scd-CMA-ES Gissler | 1.3 (1) | 2.6 (2) | 5.7 (4) | 12 (4) | 16 (4) | 27 (5) | 36 (5) | 15/15 |
| scdm-CMA-ES Gissler | 2.2 (2) | 2.7 (2) | 6.7 (3) | 11 (3) | 16 (5) | 26 (5) | 38 (6) | 15/15 |
| sd-CMA-ES Gissler | 1.7 (2) | 2.7 (3) | 6.5 (4) | 10 (5) | 15 (4) | 27 (4) | 37 (8) | 15/15 |
| sdm-CMA-ES Gissler | 1.8 (2) | 3.3 (2) | 7.9 (4) | 12 (2) | 17 (4) | 25 (6) | 35 (6) | 15/15 |
| Δ fopt f2, 2-D |
1e1 16 |
1e0 19 |
1e-1 25 |
1e-2 25 |
1e-3 26 |
1e-5 28 |
1e-7 29 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 3.1 (2) | 2.8 (2) | 2.6 (1) | 3.1 (1) | 3.3 (1) | 3.5 (1) | 3.8 (1) | 15/15 |
| DIRECT-REV Kudela | 1.5 (0.6)★ | 1.5 (0.6)★ | 1.7 (0.8) | 2.1 (0.7) | 2.4 (0.7) | 2.7 (0.5) | 3.1 (0.7) | 14/15 |
| E-WOA Espinoza | 188 (148) | 195 (143) | 207 (56) | 239 (55) | 258 (78) | 295 (64) | 339 (51) | 15/15 |
| I-DBDP-GL Kudela | 22 (8) | 27 (12) | 28 (14) | 43 (13) | 54 (13) | 68 (16) | 101 (28) | 15/15 |
| WOA Espinoza | 597 (685) | 3096 (1757) | 1.1e4 (1e4) | 1.1e4 (1e4) | 1.1e4 (1e4) | 1.0e4 (1e4) | 1.0e4 (1e4) | 0/15 |
| a-CMA-ES Gissler | 8.8 (4) | 10 (4) | 9.3 (3) | 11 (2) | 11 (2) | 12 (2) | 14 (2) | 15/15 |
| ad-CMA-ES Gissler | 7.9 (6) | 10 (5) | 9.3 (3) | 11 (3) | 12 (3) | 13 (3) | 15 (3) | 15/15 |
| adm-CMA-ES Gissler | 8.0 (6) | 12 (4) | 10 (3) | 11 (2) | 13 (2) | 14 (2) | 16 (2) | 15/15 |
| c-CMA-ES Gissler | 8.9 (7) | 11 (6) | 11 (3) | 12 (3) | 12 (3) | 14 (3) | 15 (3) | 15/15 |
| cd-CMA-ES Gissler | 6.2 (3) | 9.5 (6) | 9.1 (4) | 10 (3) | 11 (4) | 13 (2) | 15 (3) | 15/15 |
| cdm-CMA-ES Gissler | 9.3 (7) | 11 (4) | 10 (3) | 12 (3) | 12 (3) | 15 (3) | 16 (2) | 15/15 |
| cma-bp-bbob Brockhoff | 9.1 (5) | 12 (6) | 11 (4) | 12 (3) | 13 (4) | 14 (3) | 16 (3) | 15/15 |
| cma-bt-bbob Brockhoff | 8.3 (6) | 13 (5) | 11 (3) | 12 (2) | 13 (3) | 14 (2) | 16 (2) | 15/15 |
| d-CMA-ES Gissler | 12 (6) | 13 (3) | 11 (2) | 13 (2) | 13 (3) | 14 (2) | 16 (2) | 15/15 |
| default-CMA-ES Gissler | 7.0 (5) | 10 (5) | 10 (2) | 11 (2) | 12 (2) | 13 (2) | 15 (1) | 15/15 |
| dm-CMA-ES Gissler | 8.3 (5) | 10 (6) | 10 (3) | 11 (4) | 12 (3) | 14 (3) | 15 (3) | 15/15 |
| m-SDWOA Espinoza | 42 (18) | 68 (19) | 76 (25) | 99 (23) | 121 (13) | 153 (28) | 193 (13) | 15/15 |
| s-CMA-ES Gissler | 6.5 (6) | 12 (4) | 11 (3) | 12 (3) | 12 (3) | 13 (3) | 15 (3) | 15/15 |
| sc-CMA-ES Gissler | 8.0 (6) | 13 (6) | 12 (4) | 13 (4) | 14 (3) | 14 (4) | 16 (3) | 15/15 |
| scd-CMA-ES Gissler | 8.9 (4) | 13 (4) | 11 (4) | 13 (3) | 13 (3) | 14 (4) | 16 (4) | 15/15 |
| scdm-CMA-ES Gissler | 8.6 (8) | 13 (6) | 11 (4) | 12 (3) | 13 (3) | 15 (3) | 16 (3) | 15/15 |
| sd-CMA-ES Gissler | 9.5 (6) | 11 (7) | 10 (4) | 11 (3) | 12 (3) | 13 (3) | 15 (3) | 15/15 |
| sdm-CMA-ES Gissler | 9.0 (8) | 14 (5) | 11 (4) | 13 (3) | 13 (2) | 14 (2) | 16 (3) | 15/15 |
| Δ fopt f3, 2-D |
1e1 15 |
1e0 271 |
1e-1 445 |
1e-2 446 |
1e-3 450 |
1e-5 454 |
1e-7 464 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 1.7 (1) | 0.61 (0.5) | 0.82 (0.4) | 0.98 (0.8) | 1.1 (1) | 17 (45) | 79 (216) | 11/15 |
| DIRECT-REV Kudela | 1.7 (2) | 0.85 (0.8) | 1.4 (1.0) | 1.4 (1.0) | 1.4 (1.0) | 1.4 (1.0) | 1.4 (0.9) | 15/15 |
| E-WOA Espinoza | 5.9 (9) | 7.0 (4) | 10 (8) | 13 (8) | 15 (8) | 19 (9) | 22 (10) | 14/15 |
| I-DBDP-GL Kudela | 1.9 (1) | 1.0 (0.6) | 0.87 (0.4) | 1.3 (0.3) | 1.7 (0.2) | 2.8 (0.5) | 4.4 (0.7) | 15/15 |
| WOA Espinoza | 5.1 (7) | 13 (13) | 28 (27) | 31 (27) | 41 (48) | 70 (48) | 145 (125) | 0/15 |
| a-CMA-ES Gissler | 2.5 (2) | 2.9 (3) | 5.8 (4) | 7.3 (7) | 7.9 (8) | 8.2 (9) | 8.4 (9) | 15/15 |
| ad-CMA-ES Gissler | 1.8 (1) | 2.4 (3) | 6.7 (12) | 7.6 (15) | 7.9 (16) | 8.2 (17) | 8.3 (17) | 15/15 |
| adm-CMA-ES Gissler | 2.7 (2) | 2.4 (2) | 4.8 (4) | 5.0 (4) | 5.2 (4) | 5.4 (4) | 5.5 (4) | 15/15 |
| c-CMA-ES Gissler | 2.6 (2) | 2.5 (4) | 6.1 (7) | 7.2 (7) | 7.3 (8) | 8.1 (8) | 8.2 (8) | 15/15 |
| cd-CMA-ES Gissler | 2.1 (2) | 4.1 (4) | 7.5 (6) | 9.1 (8) | 9.3 (9) | 10 (9) | 10 (9) | 15/15 |
| cdm-CMA-ES Gissler | 2.4 (2) | 4.6 (4) | 4.7 (3) | 5.0 (4) | 5.0 (4) | 5.3 (4) | 5.4 (4) | 15/15 |
| cma-bp-bbob Brockhoff | 2.4 (2) | 3.8 (3) | 7.5 (5) | 10 (15) | 10 (16) | 10 (17) | 10 (16) | 14/15 |
| cma-bt-bbob Brockhoff | 5.7 (2) | 4.5 (4) | 6.8 (7) | 8.1 (8) | 9.1 (9) | 10 (9) | 10 (9) | 14/15 |
| d-CMA-ES Gissler | 1.9 (0.9) | 2.0 (2) | 7.7 (7) | 8.1 (8) | 8.1 (8) | 8.7 (8) | 9.1 (8) | 15/15 |
| default-CMA-ES Gissler | 1.9 (1) | 2.4 (3) | 4.9 (4) | 5.7 (5) | 6.2 (5) | 6.5 (5) | 6.6 (5) | 15/15 |
| dm-CMA-ES Gissler | 3.2 (4) | 4.7 (6) | 9.3 (11) | 10 (15) | 11 (15) | 11 (15) | 11 (15) | 15/15 |
| m-SDWOA Espinoza | 5.9 (7) | 5.5 (5) | 8.1 (3) | 12 (4) | 15 (3) | 19 (2) | 21 (2) | 15/15 |
| s-CMA-ES Gissler | 3.1 (3) | 2.3 (2) | 5.6 (6) | 6.0 (7) | 6.1 (7) | 6.4 (7) | 6.5 (7) | 15/15 |
| sc-CMA-ES Gissler | 2.4 (2) | 4.8 (6) | 5.7 (6) | 7.1 (8) | 7.2 (8) | 7.5 (8) | 7.5 (8) | 15/15 |
| scd-CMA-ES Gissler | 3.6 (4) | 5.1 (6) | 6.1 (4) | 8.7 (4) | 9.1 (4) | 9.3 (4) | 10 (4) | 15/15 |
| scdm-CMA-ES Gissler | 2.1 (1) | 2.1 (3) | 4.8 (5) | 5.4 (5) | 5.7 (5) | 6.0 (5) | 6.1 (5) | 15/15 |
| sd-CMA-ES Gissler | 3.5 (2) | 2.1 (3) | 4.0 (3) | 4.2 (3) | 4.7 (4) | 4.9 (4) | 5.1 (4) | 15/15 |
| sdm-CMA-ES Gissler | 2.4 (2) | 2.1 (2) | 7.7 (12) | 9.4 (13) | 10 (13) | 10 (13) | 11 (13) | 15/15 |
| Δ fopt f4, 2-D |
1e1 22 |
1e0 344 |
1e-1 459 |
1e-2 496 |
1e-3 523 |
1e-5 544 |
1e-7 566 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 1.6 (1) | 0.70 (0.8) | 1.3 (1) | 2.2 (4) | 2.2 (4) | 12 (23) | 89 (89) | 10/15 |
| DIRECT-REV Kudela | 1.4 (1) | 0.72 (0.8) | 1.2 (1) | 1.2 (1) | 1.1 (1) | 1.1 (1.0) | 1.1 (1.0) | 15/15 |
| E-WOA Espinoza | 11 (10) | 8.9 (5) | 31 (30) | 32 (22) | 32 (26) | 39 (37) | 46 (53) | 8/15 |
| I-DBDP-GL Kudela | 1.7 (0.8) | 1.1 (0.7) | 1.3 (1.0) | 1.6 (1) | 1.9 (0.8) | 3.0 (1) | 4.2 (0.9) | 15/15 |
| WOA Espinoza | 7.8 (6) | 18 (29) | 58 (56) | 71 (83) | 69 (65) | 97 (95) | 517 (680) | 0/15 |
| a-CMA-ES Gissler | 3.3 (2) | 5.1 (5) | 54 (43) | 81 (105) | 91 (120) | 99 (121) | 101 (125) | 15/15 |
| ad-CMA-ES Gissler | 1.6 (0.9) | 10 (16) | 104 (106) | 247 (302) | 372 (558) | 370 (686) | 360 (392) | 10/15 |
| adm-CMA-ES Gissler | 1.5 (1) | 7.2 (11) | 76 (99) | 179 (278) | 227 (289) | 234 (281) | 242 (338) | 14/15 |
| c-CMA-ES Gissler | 1.8 (1) | 4.4 (5) | 57 (50) | 123 (197) | 129 (211) | 143 (228) | 143 (232) | 15/15 |
| cd-CMA-ES Gissler | 1.8 (1) | 9.0 (10) | 60 (96) | 204 (254) | 351 (669) | 350 (512) | 342 (377) | 10/15 |
| cdm-CMA-ES Gissler | 1.5 (0.9) | 5.8 (11) | 55 (86) | 93 (103) | 101 (106) | 109 (116) | 116 (126) | 15/15 |
| cma-bp-bbob Brockhoff | 1.9 (1) | 3.8 (5) | 105 (98) | 140 (147) | 134 (86) | 175 (195) | 254 (288) | 1/15 |
| cma-bt-bbob Brockhoff | 2.2 (2) | 8.9 (11) | 52 (59) | 77 (75) | 119 (106) | 116 (254) | 112 (93) | 4/15 |
| d-CMA-ES Gissler | 2.3 (1) | 6.1 (6) | 70 (93) | 262 (302) | 294 (462) | 307 (265) | 302 (453) | 12/15 |
| default-CMA-ES Gissler | 1.9 (1) | 6.1 (9) | 34 (30) | 123 (218) | 147 (236) | 157 (250) | 160 (260) | 15/15 |
| dm-CMA-ES Gissler | 2.3 (2) | 6.9 (10) | 32 (36) | 115 (191) | 213 (243) | 235 (278) | 239 (295) | 14/15 |
| m-SDWOA Espinoza | 7.4 (6) | 6.1 (3) | 8.7 (5) | 14 (3) | 16 (2) | 18 (2) | 20 (2) | 15/15 |
| s-CMA-ES Gissler | 1.5 (1) | 6.5 (5) | 61 (76) | 100 (103) | 109 (117) | 121 (115) | 123 (120) | 15/15 |
| sc-CMA-ES Gissler | 2.8 (2) | 8.9 (10) | 54 (48) | 93 (113) | 98 (129) | 106 (126) | 107 (131) | 15/15 |
| scd-CMA-ES Gissler | 1.8 (0.9) | 8.8 (10) | 86 (79) | 179 (265) | 242 (299) | 262 (490) | 256 (263) | 11/15 |
| scdm-CMA-ES Gissler | 2.7 (2) | 5.3 (5) | 45 (57) | 88 (88) | 125 (206) | 138 (237) | 143 (243) | 15/15 |
| sd-CMA-ES Gissler | 1.6 (1) | 5.3 (11) | 77 (98) | 202 (192) | 285 (492) | 337 (325) | 331 (344) | 11/15 |
| sdm-CMA-ES Gissler | 2.4 (1) | 8.3 (10) | 61 (57) | 135 (116) | 167 (228) | 192 (262) | 199 (276) | 15/15 |
| Δ fopt f5, 2-D |
1e1 4.0 |
1e0 4.0 |
1e-1 4.0 |
1e-2 4.0 |
1e-3 4.0 |
1e-5 4.0 |
1e-7 4.0 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 4.6 (1) | 11 (3) | 13 (3) | 16 (4) | 17 (4) | 17 (4) | ∞1e5 | 0/15 |
| DIRECT-REV Kudela | 4.8 (0) | 10 (0) | 10 (0) | 14 (0) | 15 (0) | 16 (0) | ∞1e5 | 0/15 |
| E-WOA Espinoza | 8.1 (9) | 39 (21) | 48 (27) | 48 (27) | 48 (27) | 48 (27) | 48 (27) | 15/15 |
| I-DBDP-GL Kudela | 2.9 (0.1) | 29 (0.4) | 82 (0.6) | 167 (0.9) | 331 (2) | 692 (4) | 1283 (6) | 15/15 |
| WOA Espinoza | 8.1 (9) | 37 (15) | 42 (15) | 42 (15) | 42 (15) | 42 (15) | 42 (15) | 15/15 |
| a-CMA-ES Gissler | 3.1 (1) | 6.9 (4) | 7.1 (4) | 7.3 (4) | 7.3 (4) | 7.3 (4) | 7.3 (4) | 15/15 |
| ad-CMA-ES Gissler | 4.5 (3) | 7.0 (5) | 7.2 (5) | 7.2 (5) | 7.2 (5) | 7.2 (5) | 7.2 (5) | 15/15 |
| adm-CMA-ES Gissler | 3.8 (2) | 7.0 (5) | 7.7 (5) | 7.8 (5) | 7.8 (5) | 7.8 (5) | 7.8 (5) | 15/15 |
| c-CMA-ES Gissler | 3.5 (2) | 6.7 (3) | 7.1 (4) | 7.1 (4) | 7.1 (4) | 7.1 (4) | 7.1 (4) | 15/15 |
| cd-CMA-ES Gissler | 3.0 (1) | 6.3 (4) | 7.3 (5) | 7.3 (5) | 7.3 (5) | 7.3 (5) | 7.3 (5) | 15/15 |
| cdm-CMA-ES Gissler | 3.2 (2) | 6.4 (3) | 6.5 (3) | 6.5 (3) | 6.5 (3) | 6.5 (3) | 6.5 (3) | 15/15 |
| cma-bp-bbob Brockhoff | 3.3 (2) | 10 (13) | 12 (13) | 13 (14) | 13 (14) | 13 (14) | 13 (14) | 15/15 |
| cma-bt-bbob Brockhoff | 3.8 (2) | 15 (9) | 23 (7) | 32 (8) | 39 (8) | 53 (13) | 69 (10) | 15/15 |
| d-CMA-ES Gissler | 3.3 (2) | 6.5 (2) | 7.0 (3) | 7.2 (3) | 7.2 (3) | 7.2 (3) | 7.2 (3) | 15/15 |
| default-CMA-ES Gissler | 3.2 (2) | 6.0 (4) | 6.2 (5) | 6.2 (5) | 6.2 (5) | 6.2 (5) | 6.2 (5) | 15/15 |
| dm-CMA-ES Gissler | 4.0 (3) | 7.2 (4) | 7.7 (4) | 7.8 (4) | 7.8 (4) | 7.8 (4) | 7.8 (4) | 15/15 |
| m-SDWOA Espinoza | 8.1 (9) | 61 (38) | 78 (24) | 78 (24) | 78 (24) | 78 (24) | 78 (24) | 15/15 |
| s-CMA-ES Gissler | 3.9 (1) | 8.1 (5) | 8.7 (5) | 8.8 (4) | 9.0 (6) | 9.0 (6) | 9.0 (6) | 15/15 |
| sc-CMA-ES Gissler | 3.2 (2) | 7.2 (6) | 8.0 (6) | 8.0 (6) | 8.0 (6) | 8.0 (6) | 8.0 (6) | 15/15 |
| scd-CMA-ES Gissler | 3.1 (2) | 6.5 (4) | 7.1 (3) | 7.1 (3) | 7.2 (3) | 7.2 (3) | 7.2 (3) | 15/15 |
| scdm-CMA-ES Gissler | 3.2 (2) | 6.1 (3) | 7.0 (3) | 7.0 (3) | 7.0 (3) | 7.0 (3) | 7.0 (3) | 15/15 |
| sd-CMA-ES Gissler | 3.3 (2) | 7.5 (2) | 7.8 (2) | 7.8 (2) | 7.8 (2) | 7.8 (2) | 7.8 (2) | 15/15 |
| sdm-CMA-ES Gissler | 3.6 (2) | 7.9 (9) | 8.2 (9) | 8.2 (9) | 8.2 (9) | 8.2 (9) | 8.2 (9) | 15/15 |
| Δ fopt f6, 2-D |
1e1 13 |
1e0 23 |
1e-1 41 |
1e-2 54 |
1e-3 67 |
1e-5 95 |
1e-7 124 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 1.6 (2) | 2.3 (1) | 1.7 (0.5) | 1.5 (0.5) | 1.3 (0.4) | 1.2 (0.4) | 1.1 (0.4) | 15/15 |
| DIRECT-REV Kudela | 2.0 (2) | 2.3 (0.8) | 1.5 (0.3) | 1.3 (0.4) | 1.2 (0.4) | 1.2 (0.5) | 1.1 (0.4) | 15/15 |
| E-WOA Espinoza | 3.3 (3) | 12 (17) | 40 (35) | 92 (96) | 269 (305) | 285 (474) | 307 (368) | 6/15 |
| I-DBDP-GL Kudela | 1.3 (1) | 2.7 (1) | 4.0 (2) | 6.0 (3) | 8.0 (3) | 13 (3) | 18 (3) | 15/15 |
| WOA Espinoza | 3.0 (3) | 8.2 (7) | 17 (15) | 39 (50) | 125 (170) | 271 (438) | 690 (801) | 3/15 |
| a-CMA-ES Gissler | 1.7 (2) | 3.0 (1) | 2.8 (2) | 3.5 (2) | 3.6 (1) | 3.8 (0.6) | 3.8 (0.7) | 15/15 |
| ad-CMA-ES Gissler | 2.0 (2) | 3.0 (1) | 3.2 (1) | 3.3 (1) | 3.7 (0.9) | 3.6 (0.6) | 3.7 (0.6) | 15/15 |
| adm-CMA-ES Gissler | 1.6 (2) | 3.3 (2) | 3.6 (1) | 3.7 (1.0) | 3.7 (0.7) | 3.8 (0.6) | 3.7 (0.4) | 15/15 |
| c-CMA-ES Gissler | 1.5 (2) | 3.2 (2) | 3.3 (1) | 3.4 (1) | 3.5 (1) | 3.7 (0.8) | 3.7 (0.6) | 15/15 |
| cd-CMA-ES Gissler | 1.7 (2) | 3.2 (2) | 3.0 (2) | 3.3 (2) | 3.8 (0.9) | 3.9 (1) | 3.8 (0.7) | 15/15 |
| cdm-CMA-ES Gissler | 1.8 (2) | 3.4 (2) | 3.5 (2) | 4.0 (1.0) | 3.9 (0.9) | 4.1 (0.6) | 4.0 (0.7) | 15/15 |
| cma-bp-bbob Brockhoff | 1.4 (2) | 3.3 (2) | 3.0 (1) | 3.3 (2) | 3.6 (1) | 3.8 (0.6) | 3.8 (0.5) | 15/15 |
| cma-bt-bbob Brockhoff | 2.5 (2) | 3.9 (2) | 3.2 (1) | 4.0 (1) | 3.9 (1) | 3.8 (0.7) | 4.0 (0.5) | 15/15 |
| d-CMA-ES Gissler | 1.7 (2) | 2.6 (2) | 3.0 (1) | 3.2 (1) | 3.6 (0.8) | 3.5 (0.6) | 3.7 (0.6) | 15/15 |
| default-CMA-ES Gissler | 1.8 (2) | 4.0 (3) | 3.4 (2) | 3.7 (1) | 3.9 (0.9) | 3.8 (0.7) | 3.9 (0.4) | 15/15 |
| dm-CMA-ES Gissler | 1.3 (1) | 3.2 (2) | 3.5 (1) | 3.7 (0.9) | 4.0 (1) | 3.8 (0.7) | 3.9 (0.6) | 15/15 |
| m-SDWOA Espinoza | 3.3 (3) | 10 (7) | 18 (14) | 31 (14) | 42 (9) | 50 (6) | 55 (9) | 15/15 |
| s-CMA-ES Gissler | 1.7 (2) | 3.2 (2) | 3.2 (1) | 3.3 (0.6) | 3.7 (1) | 3.9 (0.9) | 3.7 (0.9) | 15/15 |
| sc-CMA-ES Gissler | 1.4 (1) | 3.5 (3) | 3.1 (2) | 3.2 (1) | 3.7 (1) | 3.8 (1) | 3.9 (0.8) | 15/15 |
| scd-CMA-ES Gissler | 1.5 (2) | 3.1 (2) | 3.1 (1) | 3.7 (1) | 3.9 (1) | 3.8 (0.8) | 3.7 (0.9) | 15/15 |
| scdm-CMA-ES Gissler | 0.98 (0.8) | 2.2 (1) | 3.0 (2) | 3.1 (1) | 3.7 (1) | 3.6 (0.6) | 3.7 (0.8) | 15/15 |
| sd-CMA-ES Gissler | 1.7 (1) | 3.3 (2) | 3.1 (2) | 3.5 (1) | 3.6 (1) | 3.9 (0.9) | 3.8 (0.6) | 15/15 |
| sdm-CMA-ES Gissler | 2.2 (3) | 3.0 (1) | 3.3 (2) | 3.4 (1.0) | 3.5 (1) | 3.6 (0.8) | 3.7 (0.6) | 15/15 |
| Δ fopt f7, 2-D |
1e1 3.0 |
1e0 21 |
1e-1 60 |
1e-2 193 |
1e-3 217 |
1e-5 217 |
1e-7 241 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 3.2 (2) | 2.0 (2) | 2.3 (2) | 1.4 (1) | 2.1 (3) | 2.1 (3) | 3.1 (3) | 15/15 |
| DIRECT-REV Kudela | 2.2 (2) | 1.6 (1) | 1.5 (0.7) | 0.86 (0.4) | 1.0 (0.4) | 1.0 (0.4) | 1.4 (0.6) | 15/15 |
| E-WOA Espinoza | 6.9 (5) | 8.9 (11) | 53 (113) | 33 (45) | 44 (48) | 44 (48) | 45 (47) | 12/15 |
| I-DBDP-GL Kudela | 2.7 (2) | 1.9 (2) | 2.3 (1) | 1.1 (1) | 1.2 (1) | 1.2 (1) | 1.6 (0.9) | 15/15 |
| WOA Espinoza | 6.9 (5) | 29 (14) | 79 (197) | 47 (104) | 52 (71) | 52 (92) | 49 (83) | 10/15 |
| a-CMA-ES Gissler | 1.5 (2) | 1.4 (2) | 1.1 (1) | 0.59 (0.5) | 0.64 (0.5) | 0.64 (0.5) | 0.81 (0.6) | 15/15 |
| ad-CMA-ES Gissler | 2.7 (5) | 2.8 (5) | 2.1 (2) | 0.96 (0.8) | 0.94 (0.6) | 0.94 (0.6) | 0.92 (0.6) | 15/15 |
| adm-CMA-ES Gissler | 3.1 (4) | 1.7 (1) | 1.7 (2) | 0.67 (0.5) | 0.66 (0.4) | 0.66 (0.4) | 0.71 (0.5) | 15/15 |
| c-CMA-ES Gissler | 2.6 (4) | 2.3 (2) | 2.7 (3) | 0.98 (0.9) | 1.1 (0.7) | 1.1 (0.7) | 1.1 (0.7) | 15/15 |
| cd-CMA-ES Gissler | 2.0 (2) | 1.5 (1) | 2.3 (2) | 0.96 (0.8) | 0.94 (0.6) | 0.94 (0.6) | 1.0 (0.6) | 15/15 |
| cdm-CMA-ES Gissler | 2.0 (2) | 1.6 (1.0) | 2.1 (1) | 0.79 (0.5) | 0.82 (0.6) | 0.82 (0.6) | 0.89 (0.4) | 15/15 |
| cma-bp-bbob Brockhoff | 4.3 (4) | 2.5 (3) | 1.8 (1) | 0.77 (0.4) | 0.83 (0.5) | 0.83 (0.5) | 0.91 (0.8) | 15/15 |
| cma-bt-bbob Brockhoff | 3.0 (3) | 3.1 (3) | 2.7 (3) | 1.1 (1) | 1.1 (1) | 1.1 (1) | 1.1 (1) | 15/15 |
| d-CMA-ES Gissler | 2.9 (3) | 2.2 (2) | 2.0 (1) | 0.81 (0.3) | 0.81 (0.4) | 0.81 (0.4) | 0.87 (0.3) | 15/15 |
| default-CMA-ES Gissler | 3.1 (3) | 2.3 (2) | 2.0 (2) | 0.79 (0.6) | 0.83 (0.6) | 0.83 (0.6) | 0.89 (0.5) | 15/15 |
| dm-CMA-ES Gissler | 3.1 (4) | 2.5 (2) | 2.0 (2) | 0.84 (0.6) | 0.93 (0.8) | 0.93 (0.8) | 0.96 (0.8) | 15/15 |
| m-SDWOA Espinoza | 6.9 (5) | 7.1 (7) | 9.4 (5) | 5.4 (3) | 6.5 (2) | 6.5 (2) | 7.3 (1) | 15/15 |
| s-CMA-ES Gissler | 2.7 (3) | 1.6 (1) | 1.6 (2) | 0.72 (0.5) | 0.81 (0.5) | 0.81 (0.5) | 1.1 (0.9) | 15/15 |
| sc-CMA-ES Gissler | 3.0 (4) | 2.6 (3) | 1.7 (1) | 1.00 (0.6) | 0.98 (0.5) | 0.98 (0.5) | 1.0 (0.6) | 15/15 |
| scd-CMA-ES Gissler | 2.7 (3) | 1.7 (1) | 2.3 (2) | 1.0 (0.6) | 1.1 (0.8) | 1.1 (0.8) | 1.3 (0.8) | 15/15 |
| scdm-CMA-ES Gissler | 2.7 (3) | 1.2 (2) | 1.7 (1) | 0.74 (0.4) | 0.79 (0.3) | 0.79 (0.3) | 0.90 (0.7) | 15/15 |
| sd-CMA-ES Gissler | 2.4 (3) | 2.1 (2) | 1.9 (1) | 0.75 (0.4) | 0.80 (0.5) | 0.80 (0.5) | 0.89 (0.7) | 15/15 |
| sdm-CMA-ES Gissler | 1.8 (3) | 1.3 (1.0) | 1.5 (1) | 0.62 (0.4)↑1 | 0.78 (0.6) | 0.78 (0.6) | 0.85 (0.6) | 15/15 |
| Δ fopt f8, 2-D |
1e1 5.0 |
1e0 12 |
1e-1 37 |
1e-2 46 |
1e-3 86 |
1e-5 94 |
1e-7 112 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 3.9 (4) | 4.0 (4) | 2.0 (2) | 2.0 (1) | 1.1 (0.6) | 1.1 (0.6) | 0.97 (0.5) | 15/15 |
| DIRECT-REV Kudela | 1.4 (1) | 2.7 (3) | 1.9 (0.8) | 1.8 (0.7) | 1.0 (0.3) | 1.0 (0.3) | 0.91 (0.3) | 15/15 |
| E-WOA Espinoza | 7.3 (8) | 29 (32) | 26 (23) | 37 (26) | 26 (17) | 37 (13) | 43 (13) | 15/15 |
| I-DBDP-GL Kudela | 4.7 (5) | 6.6 (5) | 6.8 (5) | 10 (4) | 8.1 (4) | 13 (6) | 20 (4) | 15/15 |
| WOA Espinoza | 7.5 (8) | 16 (22) | 10 (6) | 18 (9) | 26 (9) | 76 (108) | 192 (186) | 5/15 |
| a-CMA-ES Gissler | 3.5 (3) | 4.3 (5) | 6.0 (5) | 6.9 (4) | 4.2 (2) | 4.5 (2) | 4.3 (2) | 15/15 |
| ad-CMA-ES Gissler | 2.6 (3) | 4.5 (3) | 4.7 (3) | 5.4 (2) | 3.4 (1) | 3.9 (1) | 3.9 (0.9) | 15/15 |
| adm-CMA-ES Gissler | 2.3 (2) | 6.1 (9) | 5.5 (4) | 6.8 (3) | 4.2 (2) | 4.5 (2) | 4.4 (1) | 15/15 |
| c-CMA-ES Gissler | 3.3 (3) | 7.2 (7) | 6.1 (4) | 7.0 (4) | 4.2 (2) | 4.5 (2) | 4.2 (2) | 15/15 |
| cd-CMA-ES Gissler | 3.4 (4) | 5.4 (6) | 5.2 (4) | 6.4 (5) | 4.0 (2) | 4.3 (2) | 4.3 (2) | 15/15 |
| cdm-CMA-ES Gissler | 3.7 (4) | 6.5 (6) | 5.2 (4) | 6.1 (4) | 3.7 (3) | 4.2 (2) | 4.1 (2) | 15/15 |
| cma-bp-bbob Brockhoff | 5.3 (10) | 8.2 (17) | 6.6 (8) | 6.7 (6) | 4.0 (3) | 4.4 (3) | 4.3 (2) | 15/15 |
| cma-bt-bbob Brockhoff | 3.2 (3) | 7.9 (12) | 5.9 (6) | 6.8 (5) | 4.4 (3) | 4.8 (2) | 4.6 (2) | 15/15 |
| d-CMA-ES Gissler | 3.3 (3) | 8.4 (12) | 6.0 (6) | 7.3 (4) | 4.4 (2) | 4.8 (2) | 4.7 (1) | 15/15 |
| default-CMA-ES Gissler | 3.5 (5) | 11 (20) | 7.4 (8) | 7.1 (7) | 4.3 (4) | 4.7 (4) | 4.4 (3) | 15/15 |
| dm-CMA-ES Gissler | 3.7 (5) | 9.2 (12) | 7.0 (6) | 7.8 (5) | 4.6 (3) | 4.9 (3) | 4.7 (2) | 15/15 |
| m-SDWOA Espinoza | 9.0 (8) | 21 (19) | 23 (9) | 34 (18) | 34 (10) | 49 (12) | 53 (9) | 15/15 |
| s-CMA-ES Gissler | 4.3 (5) | 9.3 (18) | 7.6 (8) | 8.1 (6) | 4.9 (3) | 5.2 (3) | 4.7 (3) | 15/15 |
| sc-CMA-ES Gissler | 3.2 (4) | 6.3 (8) | 5.7 (6) | 6.1 (4) | 4.1 (2) | 4.3 (2) | 4.2 (2) | 15/15 |
| scd-CMA-ES Gissler | 6.9 (11) | 17 (25) | 10 (10) | 11 (7) | 6.3 (4) | 6.3 (3) | 5.9 (3) | 15/15 |
| scdm-CMA-ES Gissler | 4.0 (4) | 9.0 (14) | 6.5 (6) | 7.1 (6) | 4.5 (3) | 4.7 (3) | 4.4 (2) | 15/15 |
| sd-CMA-ES Gissler | 3.7 (6) | 5.2 (3) | 5.9 (5) | 6.8 (5) | 4.0 (3) | 4.3 (2) | 4.2 (2) | 15/15 |
| sdm-CMA-ES Gissler | 3.1 (4) | 8.7 (13) | 6.6 (7) | 7.9 (5) | 4.6 (3) | 4.8 (2) | 4.6 (2) | 15/15 |
| Δ fopt f9, 2-D |
1e1 1 |
1e0 18 |
1e-1 30 |
1e-2 44 |
1e-3 68 |
1e-5 81 |
1e-7 92 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 17 (16) | 3.6 (2) | 3.4 (1) | 2.7 (0.9) | 1.9 (0.5) | 1.6 (0.5) | 1.5 (0.4) | 15/15 |
| DIRECT-REV Kudela | 1 (0) | 1.6 (1.0) | 1.6 (0.9) | 1.5 (0.5)★ | 1.1 (0.3)★2 | 1.00 (0.3)★2 | 0.91 (0.2)★2 | 15/15 |
| E-WOA Espinoza | 49 (32) | 14 (13) | 44 (65) | 99 (97) | 181 (214) | 359 (501) | 486 (333) | 5/15 |
| I-DBDP-GL Kudela | 22 (18) | 4.6 (2) | 7.1 (2) | 10 (4) | 10 (5) | 21 (9) | 33 (10) | 15/15 |
| WOA Espinoza | 49 (32) | 105 (345) | 473 (678) | 556 (585) | 617 (892) | 1644 (2585) | 3109 (4837) | 0/15 |
| a-CMA-ES Gissler | 1 (0) | 4.5 (6) | 7.8 (6) | 7.0 (5) | 5.1 (3) | 5.1 (2) | 5.2 (2) | 15/15 |
| ad-CMA-ES Gissler | 1 (0) | 2.1 (2) | 5.5 (4) | 5.7 (2) | 4.3 (1) | 4.4 (1) | 4.6 (0.9) | 15/15 |
| adm-CMA-ES Gissler | 1 (0) | 2.5 (2) | 5.2 (5) | 5.3 (3) | 3.9 (2) | 4.2 (2) | 4.4 (1) | 15/15 |
| c-CMA-ES Gissler | 1 (0) | 3.7 (5) | 6.7 (6) | 6.5 (5) | 5.1 (2) | 5.0 (2) | 5.2 (2) | 15/15 |
| cd-CMA-ES Gissler | 1 (0) | 2.4 (2) | 4.9 (5) | 6.2 (4) | 4.5 (2) | 4.5 (2) | 4.8 (2) | 15/15 |
| cdm-CMA-ES Gissler | 1 (0) | 3.4 (2) | 5.0 (4) | 5.5 (3) | 4.3 (2) | 4.6 (2) | 4.6 (1) | 15/15 |
| cma-bp-bbob Brockhoff | 1 (0) | 4.6 (7) | 8.1 (7) | 7.4 (4) | 5.4 (3) | 5.4 (3) | 5.6 (2) | 15/15 |
| cma-bt-bbob Brockhoff | 1 (0) | 2.5 (2) | 7.0 (4) | 6.1 (3) | 4.7 (2) | 4.7 (2) | 4.7 (1) | 15/15 |
| d-CMA-ES Gissler | 1 (0) | 3.8 (5) | 6.3 (5) | 6.5 (3) | 4.9 (2) | 4.8 (2) | 5.0 (1) | 15/15 |
| default-CMA-ES Gissler | 1 (0) | 3.5 (5) | 7.3 (5) | 6.9 (3) | 5.1 (2) | 5.2 (2) | 5.2 (1) | 15/15 |
| dm-CMA-ES Gissler | 1 (0) | 2.1 (2) | 4.7 (3) | 5.0 (2) | 3.9 (1) | 4.1 (0.9) | 4.3 (1) | 15/15 |
| m-SDWOA Espinoza | 43 (32) | 12 (11) | 17 (10) | 36 (13) | 38 (8) | 51 (12) | 60 (6) | 15/15 |
| s-CMA-ES Gissler | 1 (0) | 4.0 (3) | 5.6 (5) | 6.0 (4) | 4.6 (3) | 4.6 (2) | 4.6 (2) | 15/15 |
| sc-CMA-ES Gissler | 1 (0) | 2.4 (1) | 4.3 (4) | 5.9 (4) | 4.5 (3) | 4.5 (2) | 4.6 (2) | 15/15 |
| scd-CMA-ES Gissler | 1 (0) | 3.6 (3) | 5.4 (8) | 5.5 (6) | 4.6 (4) | 4.6 (3) | 4.7 (3) | 15/15 |
| scdm-CMA-ES Gissler | 1 (0) | 4.4 (5) | 6.6 (5) | 6.5 (3) | 4.9 (2) | 4.9 (2) | 4.8 (2) | 15/15 |
| sd-CMA-ES Gissler | 1 (0) | 3.2 (3) | 7.0 (4) | 6.9 (4) | 5.0 (3) | 4.9 (2) | 5.0 (2) | 15/15 |
| sdm-CMA-ES Gissler | 1 (0) | 2.9 (4) | 6.7 (6) | 6.3 (5) | 4.8 (3) | 4.8 (2) | 4.8 (2) | 15/15 |
| Δ fopt f10, 2-D |
1e1 30 |
1e0 46 |
1e-1 54 |
1e-2 61 |
1e-3 68 |
1e-5 82 |
1e-7 98 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 1.2 (0.6) | 1.0 (0.5) | 1.1 (0.5) | 1.1 (0.4) | 1.1 (0.4) | 267 (590) | 7139 (9184) | 1/15 |
| DIRECT-REV Kudela | 0.92 (0.3) | 0.97 (0.4) | 0.93 (0.4) | 0.94 (0.2) | 1.2 (1) | 65 (169) | 1137 (973) | 5/15 |
| E-WOA Espinoza | 118 (201) | 565 (656) | 598 (841) | 534 (747) | 491 (818) | 553 (430) | 483 (778) | 5/15 |
| I-DBDP-GL Kudela | 13 (10) | 24 (19) | 52 (36) | 66 (43) | 85 (47) | 115 (48) | 150 (50) | 15/15 |
| WOA Espinoza | 283 (503) | 730 (763) | 1563 (1944) | 2228 (3780) | 4295 (4485) | ∞ | ∞2e4 | 0/15 |
| a-CMA-ES Gissler | 3.6 (2) | 4.3 (2) | 4.3 (1) | 4.3 (1) | 4.3 (0.9) | 4.3 (0.7) | 4.2 (0.8) | 15/15 |
| ad-CMA-ES Gissler | 3.6 (3) | 4.3 (2) | 4.2 (1) | 4.4 (0.6) | 4.3 (0.7) | 4.5 (0.8) | 4.4 (0.5) | 15/15 |
| adm-CMA-ES Gissler | 5.4 (3) | 5.1 (1) | 4.8 (0.7) | 4.7 (0.7) | 4.7 (0.6) | 4.7 (0.5) | 4.6 (0.4) | 15/15 |
| c-CMA-ES Gissler | 4.7 (2) | 4.7 (0.9) | 4.4 (0.7) | 4.5 (0.8) | 4.6 (0.8) | 4.5 (0.6) | 4.4 (0.6) | 15/15 |
| cd-CMA-ES Gissler | 5.3 (3) | 5.3 (1) | 4.9 (0.8) | 5.0 (1) | 5.0 (1.0) | 4.9 (0.8) | 4.8 (0.6) | 15/15 |
| cdm-CMA-ES Gissler | 3.7 (2) | 4.4 (2) | 4.8 (1.0) | 4.8 (0.6) | 4.8 (0.9) | 4.7 (0.5) | 4.6 (0.3) | 15/15 |
| cma-bp-bbob Brockhoff | 3.9 (3) | 4.1 (2) | 4.5 (2) | 4.5 (2) | 4.5 (1) | 4.4 (0.9) | 4.2 (0.8) | 15/15 |
| cma-bt-bbob Brockhoff | 6.4 (5) | 8.1 (15) | 7.9 (12) | 7.7 (10) | 7.3 (9) | 6.7 (8) | 6.2 (6) | 15/15 |
| d-CMA-ES Gissler | 3.8 (3) | 3.7 (2) | 4.5 (0.9) | 4.4 (0.9) | 4.5 (0.9) | 4.5 (0.6) | 4.5 (0.7) | 15/15 |
| default-CMA-ES Gissler | 4.9 (4) | 4.8 (2) | 4.7 (2) | 4.7 (1) | 4.7 (1) | 4.7 (1.0) | 4.5 (0.7) | 15/15 |
| dm-CMA-ES Gissler | 5.4 (2) | 5.0 (2) | 4.8 (1) | 4.9 (1) | 4.8 (1) | 4.7 (1) | 4.7 (0.9) | 15/15 |
| m-SDWOA Espinoza | 24 (11) | 25 (16) | 41 (11) | 47 (7) | 52 (6) | 58 (4) | 64 (6) | 15/15 |
| s-CMA-ES Gissler | 5.4 (3) | 5.2 (2) | 4.9 (1) | 4.8 (1) | 4.7 (1) | 4.7 (0.9) | 4.5 (0.5) | 15/15 |
| sc-CMA-ES Gissler | 4.6 (3) | 4.7 (3) | 4.8 (2) | 4.8 (1) | 5.0 (1) | 4.9 (1) | 4.5 (0.9) | 15/15 |
| scd-CMA-ES Gissler | 4.7 (4) | 4.5 (2) | 4.9 (1) | 4.8 (2) | 4.7 (1) | 4.6 (1) | 4.4 (1) | 15/15 |
| scdm-CMA-ES Gissler | 5.3 (4) | 5.6 (2) | 5.5 (2) | 5.5 (1) | 5.2 (1) | 5.1 (1.0) | 4.8 (0.9) | 15/15 |
| sd-CMA-ES Gissler | 3.9 (2) | 5.0 (1) | 4.8 (1.0) | 4.8 (1) | 4.8 (1) | 4.7 (0.6) | 4.5 (0.7) | 15/15 |
| sdm-CMA-ES Gissler | 5.6 (3) | 4.7 (2) | 4.6 (2) | 4.9 (1) | 4.7 (0.9) | 4.6 (0.9) | 4.5 (0.9) | 15/15 |
| Δ fopt f11, 2-D |
1e1 35 |
1e0 45 |
1e-1 50 |
1e-2 62 |
1e-3 67 |
1e-5 81 |
1e-7 97 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 1.0 (0.4) | 1.1 (0.5) | 1.1 (0.3) | 1.0 (0.2) | 1.0 (0.2) | 62 (121) | 2837 (3867) | 2/15 |
| DIRECT-REV Kudela | 0.78 (0.4) | 0.96 (0.5) | 1.1 (0.4) | 0.95 (0.3) | 0.96 (0.3) | 95 (261) | 690 (1346) | 3/15 |
| E-WOA Espinoza | 45 (43) | 158 (221) | 288 (357) | 282 (319) | 269 (374) | 236 (249) | 212 (214) | 9/15 |
| I-DBDP-GL Kudela | 11 (16) | 30 (28) | 52 (46) | 73 (58) | 94 (59) | 126 (76) | 171 (122) | 15/15 |
| WOA Espinoza | 109 (289) | 285 (403) | 572 (1032) | 976 (1058) | 4259 (3657) | ∞ | ∞2e4 | 0/15 |
| a-CMA-ES Gissler | 3.3 (2) | 3.9 (2) | 4.8 (1) | 4.2 (0.6) | 4.4 (0.5) | 4.2 (0.7) | 4.3 (0.4) | 15/15 |
| ad-CMA-ES Gissler | 3.4 (2) | 4.3 (1) | 4.3 (1) | 4.2 (0.6) | 4.3 (0.7) | 4.3 (0.6) | 4.3 (0.5) | 15/15 |
| adm-CMA-ES Gissler | 4.0 (3) | 4.3 (2) | 4.8 (1) | 4.5 (0.8) | 4.7 (1.0) | 4.6 (0.6) | 4.6 (0.6) | 15/15 |
| c-CMA-ES Gissler | 4.5 (4) | 5.5 (2) | 5.4 (2) | 4.9 (2) | 4.9 (1) | 4.8 (1) | 4.7 (0.9) | 15/15 |
| cd-CMA-ES Gissler | 4.2 (3) | 4.6 (2) | 5.1 (2) | 4.7 (1) | 4.7 (1) | 4.7 (1) | 4.6 (0.7) | 15/15 |
| cdm-CMA-ES Gissler | 3.5 (2) | 4.9 (2) | 5.0 (1) | 4.6 (0.9) | 4.7 (0.9) | 4.6 (0.8) | 4.6 (0.8) | 15/15 |
| cma-bp-bbob Brockhoff | 5.0 (2) | 5.7 (2) | 5.7 (2) | 5.3 (2) | 5.2 (1) | 5.3 (1) | 5.0 (0.9) | 15/15 |
| cma-bt-bbob Brockhoff | 5.1 (3) | 7.0 (10) | 7.5 (9) | 6.7 (7) | 6.7 (6) | 6.4 (5) | 5.9 (4) | 15/15 |
| d-CMA-ES Gissler | 4.3 (3) | 5.0 (2) | 5.1 (2) | 4.5 (2) | 4.8 (1) | 4.7 (1) | 4.7 (0.8) | 15/15 |
| default-CMA-ES Gissler | 3.1 (2) | 3.7 (1) | 4.4 (2) | 4.5 (1) | 4.8 (0.8) | 4.6 (0.7) | 4.5 (0.7) | 15/15 |
| dm-CMA-ES Gissler | 3.0 (3) | 4.3 (2) | 5.0 (0.8) | 4.6 (0.9) | 4.7 (0.7) | 4.6 (0.7) | 4.6 (0.6) | 15/15 |
| m-SDWOA Espinoza | 19 (12) | 28 (17) | 41 (10) | 45 (9) | 51 (7) | 59 (7) | 64 (4) | 15/15 |
| s-CMA-ES Gissler | 3.8 (3) | 4.7 (2) | 5.1 (1) | 4.6 (1) | 4.7 (1) | 4.6 (1) | 4.4 (0.9) | 15/15 |
| sc-CMA-ES Gissler | 5.5 (3) | 5.9 (2) | 5.8 (2) | 5.1 (1) | 5.3 (0.8) | 5.0 (0.9) | 4.8 (0.8) | 15/15 |
| scd-CMA-ES Gissler | 3.1 (2) | 4.7 (2) | 5.3 (2) | 4.9 (2) | 4.9 (1) | 4.9 (1) | 4.7 (0.8) | 15/15 |
| scdm-CMA-ES Gissler | 3.6 (2) | 4.5 (2) | 5.1 (2) | 4.6 (1) | 5.1 (0.8) | 4.7 (0.7) | 4.7 (0.6) | 15/15 |
| sd-CMA-ES Gissler | 3.2 (3) | 4.2 (2) | 4.9 (2) | 4.6 (1) | 4.6 (1) | 4.4 (0.6) | 4.4 (0.5) | 15/15 |
| sdm-CMA-ES Gissler | 3.3 (2) | 4.4 (2) | 5.0 (1) | 4.5 (0.9) | 4.4 (1) | 4.3 (1) | 4.4 (0.6) | 15/15 |
| Δ fopt f12, 2-D |
1e1 35 |
1e0 46 |
1e-1 75 |
1e-2 94 |
1e-3 105 |
1e-5 153 |
1e-7 195 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 2.1 (1) | 2.9 (4) | 2.5 (4) | 2.4 (4) | 2.3 (3) | 223 (446) | 771 (769) | 5/15 |
| DIRECT-REV Kudela | 1.3 (0.7) | 1.6 (1) | 1.5 (1) | 1.4 (2) | 1.4 (2) | 66 (108) | 294 (431) | 6/15 |
| E-WOA Espinoza | 137 (287) | 281 (306) | 355 (348) | 485 (584) | 449 (443) | 323 (262) | 331 (494) | 4/15 |
| I-DBDP-GL Kudela | 14 (8) | 36 (12) | 30 (12) | 37 (27) | 57 (25) | 67 (28) | 103 (51) | 15/15 |
| WOA Espinoza | 221 (574) | 438 (654) | 3788 (3933) | 3032 (3351) | 2714 (1905) | 1869 (1601) | ∞2e4 | 0/15 |
| a-CMA-ES Gissler | 6.1 (3) | 7.2 (2) | 7.8 (6) | 8.2 (8) | 8.2 (8) | 7.2 (8) | 6.7 (7) | 15/15 |
| ad-CMA-ES Gissler | 3.7 (2) | 7.7 (11) | 8.7 (12) | 9.1 (12) | 8.9 (12) | 7.7 (10) | 7.2 (9) | 15/15 |
| adm-CMA-ES Gissler | 4.5 (3) | 7.2 (6) | 5.8 (4) | 5.4 (4) | 5.7 (4) | 4.9 (3) | 4.6 (3) | 15/15 |
| c-CMA-ES Gissler | 5.8 (3) | 8.1 (2) | 8.1 (8) | 8.3 (10) | 8.2 (10) | 7.4 (9) | 6.9 (9) | 15/15 |
| cd-CMA-ES Gissler | 6.0 (4) | 7.5 (5) | 5.7 (3) | 5.2 (3) | 5.1 (3) | 4.2 (3) | 3.8 (2) | 15/15 |
| cdm-CMA-ES Gissler | 3.6 (3) | 6.9 (7) | 8.7 (11) | 8.8 (13) | 8.7 (12) | 8.8 (10) | 13 (18) | 15/15 |
| cma-bp-bbob Brockhoff | 5.3 (3) | 10 (20) | 12 (18) | 14 (16) | 14 (15) | 12 (12) | 12 (11) | 15/15 |
| cma-bt-bbob Brockhoff | 4.1 (2) | 6.8 (9) | 7.7 (9) | 8.9 (8) | 9.0 (8) | 8.4 (7) | 8.0 (7) | 15/15 |
| d-CMA-ES Gissler | 3.9 (3) | 4.1 (3) | 4.8 (4) | 5.6 (5) | 6.0 (5) | 5.9 (6) | 5.8 (6) | 15/15 |
| default-CMA-ES Gissler | 4.5 (3) | 6.5 (2) | 6.1 (4) | 6.6 (4) | 6.9 (4) | 6.7 (4) | 6.1 (4) | 15/15 |
| dm-CMA-ES Gissler | 4.6 (3) | 6.8 (3) | 6.9 (5) | 7.0 (6) | 7.2 (5) | 6.5 (6) | 7.5 (5) | 15/15 |
| m-SDWOA Espinoza | 19 (10) | 32 (10) | 35 (19) | 46 (16) | 48 (12) | 46 (13) | 44 (9) | 15/15 |
| s-CMA-ES Gissler | 4.4 (3) | 6.6 (3) | 6.5 (3) | 6.7 (6) | 6.9 (6) | 6.3 (6) | 6.0 (6) | 15/15 |
| sc-CMA-ES Gissler | 5.9 (6) | 10 (15) | 10 (13) | 10 (12) | 10 (12) | 8.2 (11) | 7.4 (10) | 15/15 |
| scd-CMA-ES Gissler | 6.8 (3) | 12 (17) | 12 (19) | 13 (19) | 12 (18) | 11 (15) | 10 (12) | 15/15 |
| scdm-CMA-ES Gissler | 8.0 (7) | 12 (11) | 12 (12) | 14 (13) | 13 (12) | 14 (11) | 13 (10) | 15/15 |
| sd-CMA-ES Gissler | 10 (20) | 16 (29) | 15 (25) | 15 (23) | 14 (21) | 12 (17) | 11 (14) | 15/15 |
| sdm-CMA-ES Gissler | 3.4 (3) | 6.9 (5) | 6.3 (4) | 6.5 (6) | 6.7 (5) | 6.2 (6) | 5.8 (6) | 15/15 |
| Δ fopt f13, 2-D |
1e1 23 |
1e0 35 |
1e-1 46 |
1e-2 60 |
1e-3 71 |
1e-5 95 |
1e-7 122 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 1.7 (0.8) | 1.7 (0.7) | 1.5 (0.5) | 1.3 (0.4) | 1.2 (0.4) | 2266 (3621) | ∞1e5 | 0/15 |
| DIRECT-REV Kudela | 1.2 (0.7) | 1.3 (0.3) | 1.2 (0.3) | 1.7 (0.2) | 1.6 (0.3) | 794 (1053) | ∞1e5 | 0/15 |
| E-WOA Espinoza | 8.8 (4) | 60 (52) | 314 (652) | 342 (419) | 647 (670) | 670 (541) | 741 (659) | 3/15 |
| I-DBDP-GL Kudela | 3.3 (2) | 11 (10) | 21 (9) | 39 (17) | 58 (35) | 157 (62) | 282 (182) | 15/15 |
| WOA Espinoza | 7.8 (3) | 396 (293) | 525 (653) | 1030 (863) | 1973 (1408) | ∞ | ∞2e4 | 0/15 |
| a-CMA-ES Gissler | 2.4 (2) | 3.4 (2) | 3.5 (1) | 4.0 (0.8) | 4.3 (0.8) | 4.3 (0.6) | 4.2 (0.6) | 15/15 |
| ad-CMA-ES Gissler | 2.4 (2) | 3.7 (2) | 3.9 (0.8) | 4.0 (0.7) | 4.2 (0.8) | 4.3 (0.6) | 4.4 (0.4) | 15/15 |
| adm-CMA-ES Gissler | 2.7 (2) | 3.6 (1) | 3.8 (0.9) | 3.8 (0.7) | 4.1 (0.5) | 4.3 (0.4) | 4.3 (0.5) | 15/15 |
| c-CMA-ES Gissler | 2.7 (3) | 3.5 (1) | 3.8 (0.7) | 3.9 (0.9) | 4.0 (0.6) | 4.4 (0.6) | 4.3 (0.5) | 15/15 |
| cd-CMA-ES Gissler | 2.3 (1) | 3.6 (1) | 4.4 (0.9) | 4.4 (0.9) | 4.6 (1) | 4.6 (0.9) | 4.6 (0.7) | 15/15 |
| cdm-CMA-ES Gissler | 2.7 (2) | 3.7 (1) | 4.3 (2) | 4.2 (1) | 4.7 (0.7) | 4.7 (0.8) | 4.5 (0.6) | 15/15 |
| cma-bp-bbob Brockhoff | 2.7 (1) | 3.3 (0.7) | 3.6 (1) | 4.0 (0.7) | 4.0 (0.8) | 4.2 (0.5) | 4.4 (0.4) | 15/15 |
| cma-bt-bbob Brockhoff | 3.2 (2) | 4.6 (1) | 4.8 (0.7) | 4.7 (1.0) | 4.5 (0.6) | 4.5 (0.9) | 4.6 (0.6) | 15/15 |
| d-CMA-ES Gissler | 2.6 (1) | 3.7 (2) | 4.0 (1) | 4.0 (0.8) | 4.3 (0.9) | 4.3 (0.6) | 4.4 (0.4) | 15/15 |
| default-CMA-ES Gissler | 2.8 (1) | 4.3 (2) | 4.3 (2) | 4.5 (1) | 4.6 (1) | 4.4 (0.7) | 4.4 (0.9) | 15/15 |
| dm-CMA-ES Gissler | 2.8 (2) | 3.7 (1) | 4.0 (1) | 4.2 (0.8) | 4.3 (0.5) | 4.4 (0.6) | 4.4 (0.3) | 15/15 |
| m-SDWOA Espinoza | 11 (7) | 24 (11) | 40 (10) | 47 (11) | 56 (7) | 64 (6) | 67 (6) | 15/15 |
| s-CMA-ES Gissler | 2.7 (2) | 3.8 (2) | 3.8 (2) | 3.5 (1) | 3.9 (1) | 4.2 (0.7) | 4.0 (0.6) | 15/15 |
| sc-CMA-ES Gissler | 2.4 (2) | 3.8 (2) | 4.3 (0.9) | 4.4 (0.7) | 4.4 (1.0) | 4.3 (0.6) | 4.5 (0.7) | 15/15 |
| scd-CMA-ES Gissler | 2.0 (2) | 3.9 (2) | 4.3 (1) | 4.1 (1) | 4.3 (1) | 4.4 (0.7) | 4.3 (0.7) | 15/15 |
| scdm-CMA-ES Gissler | 2.2 (2) | 4.2 (2) | 4.4 (2) | 4.3 (1) | 4.7 (0.8) | 4.6 (0.8) | 4.6 (0.7) | 15/15 |
| sd-CMA-ES Gissler | 3.5 (3) | 4.2 (2) | 4.4 (1) | 4.3 (1) | 4.5 (0.8) | 4.5 (0.5) | 4.3 (0.6) | 15/15 |
| sdm-CMA-ES Gissler | 1.7 (2) | 3.4 (1) | 4.0 (2) | 3.9 (1) | 4.1 (1) | 4.3 (0.8) | 4.2 (0.8) | 15/15 |
| Δ fopt f14, 2-D |
1e1 1 |
1e0 7.0 |
1e-1 16 |
1e-2 24 |
1e-3 38 |
1e-5 67 |
1e-7 90 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 1.6 (0.5) | 1.9 (1) | 1.9 (0.8) | 7.2 (8) | 9.0 (9) | 420 (746) | 7224 (1e4) | 1/15 |
| DIRECT-REV Kudela | 2.2 (1) | 2.1 (2) | 2.0 (1) | 2.0 (0.9) | 1.6 (0.6) | 1.2 (0.2) | 3156 (3334) | 2/15 |
| E-WOA Espinoza | 1.9 (1) | 3.1 (2) | 11 (8) | 65 (93) | 336 (277) | 314 (304) | 262 (292) | 8/15 |
| I-DBDP-GL Kudela | 1.6 (0.5) | 1.6 (1) | 2.5 (2) | 6.6 (3) | 11 (5) | 31 (11) | 85 (54) | 15/15 |
| WOA Espinoza | 1.9 (1) | 3.1 (2) | 12 (10) | 45 (13) | 378 (528) | 939 (1224) | 3230 (2778) | 0/15 |
| a-CMA-ES Gissler | 1.9 (2) | 2.1 (2) | 3.4 (2) | 3.8 (1) | 4.2 (1) | 4.0 (2) | 4.2 (0.8) | 15/15 |
| ad-CMA-ES Gissler | 1.9 (2) | 1.9 (1) | 2.9 (2) | 4.2 (2) | 3.7 (1) | 3.9 (0.9) | 4.7 (1) | 15/15 |
| adm-CMA-ES Gissler | 2.0 (2) | 1.9 (3) | 3.5 (2) | 4.0 (1) | 4.4 (2) | 4.4 (0.7) | 4.7 (0.9) | 15/15 |
| c-CMA-ES Gissler | 1.6 (1) | 1.5 (2) | 2.3 (2) | 3.9 (2) | 4.1 (1) | 4.4 (2) | 5.0 (0.9) | 15/15 |
| cd-CMA-ES Gissler | 1.9 (2) | 2.2 (3) | 3.5 (2) | 4.7 (2) | 4.2 (1) | 4.7 (1) | 5.1 (1.0) | 15/15 |
| cdm-CMA-ES Gissler | 1.9 (2) | 1.5 (1) | 3.3 (2) | 4.3 (2) | 4.5 (2) | 4.4 (1) | 4.8 (0.9) | 15/15 |
| cma-bp-bbob Brockhoff | 2.4 (3) | 1.9 (2) | 2.7 (2) | 3.7 (2) | 4.0 (1) | 4.1 (0.9) | 4.5 (0.6) | 15/15 |
| cma-bt-bbob Brockhoff | 3.2 (3) | 2.2 (2) | 3.6 (2) | 4.0 (3) | 4.3 (2) | 4.6 (0.9) | 4.6 (0.7) | 15/15 |
| d-CMA-ES Gissler | 1.9 (2) | 2.0 (2) | 3.6 (2) | 4.2 (2) | 3.8 (1) | 4.4 (0.9) | 4.5 (0.6) | 15/15 |
| default-CMA-ES Gissler | 1.7 (2) | 1.5 (2) | 2.8 (2) | 3.8 (2) | 4.4 (2) | 4.4 (1) | 4.7 (0.8) | 15/15 |
| dm-CMA-ES Gissler | 1.8 (2) | 2.2 (2) | 3.4 (1) | 4.6 (1) | 4.4 (1) | 4.7 (0.8) | 4.7 (0.6) | 15/15 |
| m-SDWOA Espinoza | 1.9 (1) | 3.1 (2) | 21 (17) | 37 (12) | 43 (11) | 55 (7) | 62 (5) | 15/15 |
| s-CMA-ES Gissler | 2.2 (2) | 1.9 (2) | 2.9 (2) | 3.7 (2) | 4.0 (1) | 4.3 (1) | 4.5 (1) | 15/15 |
| sc-CMA-ES Gissler | 1.9 (2) | 1.6 (1) | 2.3 (2) | 3.9 (2) | 4.2 (1) | 4.5 (1) | 5.1 (1) | 15/15 |
| scd-CMA-ES Gissler | 2.4 (3) | 2.5 (3) | 3.2 (2) | 4.4 (2) | 4.1 (1) | 4.4 (1.0) | 4.9 (0.8) | 15/15 |
| scdm-CMA-ES Gissler | 1.7 (1) | 1.8 (3) | 3.5 (1) | 4.1 (1) | 4.2 (1) | 4.5 (1) | 4.8 (1) | 15/15 |
| sd-CMA-ES Gissler | 2.1 (2) | 2.1 (2) | 2.5 (1) | 4.1 (0.9) | 3.8 (0.9) | 3.8 (1) | 4.7 (1.0) | 15/15 |
| sdm-CMA-ES Gissler | 2.7 (3) | 1.9 (2) | 3.4 (1) | 4.2 (1) | 4.0 (1) | 4.2 (0.8) | 4.5 (0.6) | 15/15 |
| Δ fopt f15, 2-D |
1e1 37 |
1e0 291 |
1e-1 1033 |
1e-2 1066 |
1e-3 1113 |
1e-5 1231 |
1e-7 1412 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 0.76 (0.7) | 1.3 (1) | 0.75 (0.6) | 0.76 (0.6) | 0.81 (0.7) | 7.9 (15) | 18 (36) | 12/15 |
| DIRECT-REV Kudela | 1.1 (0.9) | 0.67 (0.4) | 0.47 (0.3)↑1 | 0.46 (0.3)↑1 | 0.44 (0.3)↑1 | 0.41 (0.3)↑1 | 0.36 (0.2)↑0 | 15/15 |
| E-WOA Espinoza | 3.5 (6) | 14 (13) | 33 (33) | 33 (55) | 33 (48) | 33 (26) | 46 (50) | 4/15 |
| I-DBDP-GL Kudela | 1.2 (1) | 1.8 (1) | 0.76 (0.4) | 0.91 (0.4) | 1.1 (0.4) | 1.5 (0.5) | 1.7 (0.5) | 15/15 |
| WOA Espinoza | 3.0 (2) | 30 (38) | 25 (35) | 25 (45) | 26 (23) | 36 (53) | 63 (79) | 2/15 |
| a-CMA-ES Gissler | 3.1 (8) | 3.7 (3) | 2.0 (1) | 2.0 (1) | 2.0 (1) | 1.9 (1) | 1.8 (1) | 15/15 |
| ad-CMA-ES Gissler | 1.2 (0.9) | 1.7 (2) | 1.9 (2) | 1.9 (2) | 1.9 (2) | 1.9 (2) | 1.7 (1) | 15/15 |
| adm-CMA-ES Gissler | 0.87 (0.9) | 1.9 (2) | 1.3 (1.0) | 1.6 (2) | 1.6 (2) | 1.5 (2) | 1.4 (1) | 15/15 |
| c-CMA-ES Gissler | 0.84 (0.6) | 4.0 (3) | 1.8 (1) | 2.0 (2) | 2.0 (2) | 1.9 (1) | 1.7 (1) | 15/15 |
| cd-CMA-ES Gissler | 1.0 (0.8) | 2.9 (3) | 1.8 (2) | 1.9 (2) | 1.9 (2) | 1.8 (2) | 1.7 (1) | 15/15 |
| cdm-CMA-ES Gissler | 1.1 (1) | 2.2 (2) | 1.9 (2) | 1.9 (2) | 1.9 (2) | 1.8 (2) | 1.7 (2) | 15/15 |
| cma-bp-bbob Brockhoff | 0.85 (0.7) | 2.4 (3) | 3.5 (6) | 3.7 (6) | 3.7 (6) | 4.5 (7) | 4.0 (7) | 14/15 |
| cma-bt-bbob Brockhoff | 1.0 (0.7) | 3.1 (3) | 2.7 (2) | 2.9 (2) | 2.9 (2) | 2.7 (2) | 2.5 (2) | 15/15 |
| d-CMA-ES Gissler | 1.0 (0.9) | 1.8 (3) | 2.1 (2) | 2.1 (2) | 2.1 (2) | 2.0 (2) | 1.9 (2) | 15/15 |
| default-CMA-ES Gissler | 0.99 (0.7) | 2.4 (3) | 2.4 (3) | 2.7 (3) | 2.7 (3) | 2.6 (3) | 2.4 (3) | 15/15 |
| dm-CMA-ES Gissler | 1.1 (0.8) | 2.3 (2) | 1.9 (2) | 2.2 (1) | 2.2 (1) | 2.1 (2) | 2.0 (1) | 15/15 |
| m-SDWOA Espinoza | 3.4 (4) | 5.0 (3) | 3.6 (3) | 6.0 (2) | 7.2 (1) | 7.9 (1) | 7.8 (0.8) | 15/15 |
| s-CMA-ES Gissler | 0.95 (0.8) | 2.0 (1) | 2.2 (2) | 2.3 (2) | 2.3 (2) | 2.1 (1) | 2.0 (1) | 15/15 |
| sc-CMA-ES Gissler | 2.0 (0.6) | 2.1 (2) | 2.1 (1) | 2.9 (3) | 2.9 (3) | 2.7 (2) | 2.5 (2) | 15/15 |
| scd-CMA-ES Gissler | 0.74 (0.6) | 3.7 (4) | 3.7 (3) | 3.8 (3) | 3.8 (3) | 3.5 (3) | 3.2 (2) | 15/15 |
| scdm-CMA-ES Gissler | 1.0 (1) | 3.4 (3) | 3.1 (3) | 3.5 (3) | 3.4 (3) | 3.2 (3) | 2.9 (2) | 15/15 |
| sd-CMA-ES Gissler | 0.99 (0.9) | 1.6 (2) | 2.0 (2) | 1.9 (2) | 2.0 (2) | 1.9 (2) | 1.7 (2) | 15/15 |
| sdm-CMA-ES Gissler | 1.3 (1.0) | 3.5 (3) | 1.6 (0.6) | 1.7 (0.8) | 1.7 (0.7) | 1.6 (0.7) | 1.5 (0.6) | 15/15 |
| Δ fopt f16, 2-D |
1e1 9.0 |
1e0 50 |
1e-1 174 |
1e-2 326 |
1e-3 358 |
1e-5 409 |
1e-7 538 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 7.4 (10) | 3.3 (2) | 2.2 (2) | 2.2 (2) | 6.0 (5) | 76 (92) | 884 (965) | 1/15 |
| DIRECT-REV Kudela | 6.6 (6) | 3.6 (3) | 2.1 (1) | 1.4 (0.8) | 2.0 (1) | 40 (70) | 437 (567) | 1/15 |
| E-WOA Espinoza | 2.2 (2) | 5.3 (8) | 26 (45) | 37 (67) | 48 (45) | 46 (52) | 39 (50) | 9/15 |
| I-DBDP-GL Kudela | 2.3 (2) | 1.7 (1) | 1.5 (0.6) | 1.3 (0.4) | 1.8 (0.5) | 2.7 (0.7) | 3.6 (0.7) | 15/15 |
| WOA Espinoza | 2.2 (2) | 5.5 (2) | 14 (12) | 35 (62) | 44 (31) | 58 (59) | 120 (114) | 3/15 |
| a-CMA-ES Gissler | 3.5 (3) | 7.6 (10) | 3.8 (7) | 2.3 (4) | 2.4 (3) | 2.3 (3) | 1.9 (2) | 15/15 |
| ad-CMA-ES Gissler | 3.1 (2) | 6.0 (8) | 2.5 (3) | 1.8 (2) | 1.9 (1) | 1.9 (1) | 1.6 (1) | 15/15 |
| adm-CMA-ES Gissler | 2.9 (3) | 2.3 (2) | 3.2 (4) | 2.1 (3) | 2.6 (4) | 2.5 (3) | 2.0 (3) | 15/15 |
| c-CMA-ES Gissler | 3.3 (3) | 5.1 (11) | 1.9 (3) | 1.7 (3) | 1.7 (2) | 1.7 (2) | 1.4 (2) | 15/15 |
| cd-CMA-ES Gissler | 2.2 (2) | 2.8 (2) | 1.5 (3) | 1.3 (2) | 1.4 (1) | 1.4 (1) | 1.2 (1.0) | 15/15 |
| cdm-CMA-ES Gissler | 3.1 (3) | 8.0 (10) | 3.0 (3) | 1.8 (2) | 2.4 (4) | 2.3 (3) | 1.9 (3) | 15/15 |
| cma-bp-bbob Brockhoff | 2.7 (3) | 8.9 (9) | 3.3 (2) | 2.1 (2) | 2.1 (1) | 2.0 (1) | 1.8 (1) | 15/15 |
| cma-bt-bbob Brockhoff | 3.1 (2) | 3.3 (3) | 1.7 (2) | 1.5 (2) | 1.5 (1) | 1.4 (1) | 1.2 (1) | 15/15 |
| d-CMA-ES Gissler | 2.6 (2) | 2.9 (2) | 1.2 (0.4) | 1.3 (0.2) | 1.7 (1) | 1.7 (1) | 1.4 (1.0) | 15/15 |
| default-CMA-ES Gissler | 2.8 (2) | 11 (26) | 4.4 (7) | 2.6 (4) | 2.4 (4) | 2.4 (3) | 1.9 (3) | 15/15 |
| dm-CMA-ES Gissler | 3.0 (3) | 7.7 (13) | 3.4 (4) | 2.1 (2) | 2.0 (2) | 2.5 (4) | 2.1 (3) | 15/15 |
| m-SDWOA Espinoza | 2.2 (2) | 3.5 (4) | 10 (12) | 15 (10) | 26 (15) | 57 (27) | 88 (75) | 6/15 |
| s-CMA-ES Gissler | 4.3 (5) | 6.2 (10) | 4.8 (4) | 2.7 (2) | 2.6 (2) | 2.5 (2) | 2.1 (1) | 15/15 |
| sc-CMA-ES Gissler | 4.7 (8) | 5.7 (9) | 5.2 (7) | 3.0 (4) | 3.2 (4) | 3.0 (3) | 2.4 (3) | 15/15 |
| scd-CMA-ES Gissler | 3.2 (3) | 4.2 (3) | 2.8 (3) | 2.3 (2) | 2.3 (2) | 2.2 (2) | 1.8 (1) | 15/15 |
| scdm-CMA-ES Gissler | 2.4 (2) | 7.0 (10) | 5.3 (7) | 3.8 (5) | 3.6 (4) | 3.4 (4) | 2.8 (3) | 15/15 |
| sd-CMA-ES Gissler | 4.4 (7) | 6.2 (11) | 2.8 (4) | 2.1 (2) | 2.3 (3) | 2.2 (3) | 1.8 (2) | 15/15 |
| sdm-CMA-ES Gissler | 7.8 (3) | 3.9 (7) | 1.8 (2) | 1.8 (2) | 2.0 (2) | 1.9 (2) | 1.6 (1) | 15/15 |
| Δ fopt f17, 2-D |
1e1 3.0 |
1e0 61 |
1e-1 133 |
1e-2 275 |
1e-3 396 |
1e-5 1086 |
1e-7 1657 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 1.3 (0.8) | 0.73 (0.4) | 1.6 (1.0) | 3.1 (4) | 72 (126) | ∞ | ∞1e5 | 0/15 |
| DIRECT-REV Kudela | 1.2 (1) | 1.1 (0.8) | 1.9 (0.9) | 3.7 (3) | 7.2 (7) | 624 (729) | 409 (417) | 0/15 |
| E-WOA Espinoza | 2.2 (1) | 5.0 (8) | 16 (16) | 42 (55) | 72 (126) | 59 (60) | 41 (51) | 4/15 |
| I-DBDP-GL Kudela | 1.1 (0.8) | 0.72 (0.4) | 1.3 (0.6) | 1.9 (0.8) | 3.0 (0.9) | 2.9 (0.5) | 3.5 (0.6) | 15/15 |
| WOA Espinoza | 2.2 (1) | 2.9 (3) | 46 (75) | 48 (80) | 119 (138) | ∞ | ∞2e4 | 0/15 |
| a-CMA-ES Gissler | 0.93 (0.8) | 1.4 (0.9) | 1.3 (0.8) | 1.1 (1) | 1.3 (1) | 1.4 (1) | 1.2 (0.8) | 15/15 |
| ad-CMA-ES Gissler | 1.0 (0.7) | 1.1 (1) | 1.8 (3) | 1.1 (1) | 1.3 (1.0) | 1.5 (1) | 1.2 (0.8) | 15/15 |
| adm-CMA-ES Gissler | 1.2 (1) | 1.5 (0.7) | 1.7 (3) | 1.2 (1) | 1.6 (1) | 1.4 (0.6) | 1.2 (0.5) | 15/15 |
| c-CMA-ES Gissler | 1.2 (1) | 0.84 (0.7) | 1.3 (0.6) | 1.3 (1) | 1.8 (1) | 1.6 (1) | 1.3 (0.6) | 15/15 |
| cd-CMA-ES Gissler | 1.3 (2) | 3.5 (5) | 2.3 (3) | 1.4 (1) | 1.5 (1) | 1.5 (1) | 1.2 (0.8) | 15/15 |
| cdm-CMA-ES Gissler | 1.0 (1) | 1.5 (0.9) | 1.4 (0.3) | 1.1 (1) | 1.0 (1.0) | 1.0 (0.5) | 1.1 (0.8) | 15/15 |
| cma-bp-bbob Brockhoff | 1.4 (2) | 0.84 (0.8) | 1.5 (2) | 1.0 (1.0) | 1.4 (1) | 1.1 (1.0) | 1.1 (0.5) | 15/15 |
| cma-bt-bbob Brockhoff | 1.7 (2) | 0.66 (0.5) | 0.98 (0.4) | 1.3 (1) | 1.4 (1) | 1.2 (0.2) | 1.0 (0.1) | 15/15 |
| d-CMA-ES Gissler | 0.98 (1) | 2.0 (5) | 1.6 (2) | 1.3 (1) | 1.2 (0.9) | 1.2 (1.0) | 1.1 (0.7) | 15/15 |
| default-CMA-ES Gissler | 1.3 (1) | 1.2 (0.7) | 1.1 (0.4) | 0.82 (0.2)↑1 | 0.88 (0.9) | 1.5 (1) | 1.2 (0.5) | 15/15 |
| dm-CMA-ES Gissler | 0.71 (0.5) | 1.6 (2) | 1.3 (0.6) | 1.3 (1) | 1.7 (1) | 1.4 (1.0) | 1.2 (0.5) | 15/15 |
| m-SDWOA Espinoza | 2.2 (1) | 2.9 (3) | 10 (4) | 12 (2) | 14 (2) | 10 (0.7) | 9.2 (0.4) | 15/15 |
| s-CMA-ES Gissler | 1.4 (2) | 3.1 (4) | 2.5 (2) | 1.8 (1) | 1.6 (1) | 1.5 (1) | 1.2 (0.5) | 15/15 |
| sc-CMA-ES Gissler | 1.4 (2) | 2.4 (4) | 1.9 (2) | 1.8 (2) | 1.8 (1) | 1.5 (1) | 1.1 (0.8) | 15/15 |
| scd-CMA-ES Gissler | 0.93 (1) | 0.56 (0.5) | 0.90 (0.6) | 1.1 (1) | 1.4 (1) | 1.6 (1) | 1.5 (0.9) | 15/15 |
| scdm-CMA-ES Gissler | 1.6 (0.8) | 1.4 (0.8) | 1.5 (2) | 1.1 (1) | 1.5 (1) | 1.5 (1) | 1.4 (0.5) | 15/15 |
| sd-CMA-ES Gissler | 1.1 (2) | 0.69 (0.5) | 0.90 (0.3) | 0.90 (0.2)↑1 | 1.0 (0.9) | 1.4 (1) | 1.2 (0.8) | 15/15 |
| sdm-CMA-ES Gissler | 1.9 (2) | 1.8 (0.8) | 1.8 (2) | 1.3 (1) | 1.3 (0.9) | 1.4 (1.0) | 1.2 (0.5) | 15/15 |
| Δ fopt f18, 2-D |
1e1 19 |
1e0 134 |
1e-1 666 |
1e-2 1249 |
1e-3 1708 |
1e-5 2438 |
1e-7 2858 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 20 (55) | 8.0 (13) | 3.0 (3) | 5.0 (4) | 34 (59) | ∞ | ∞1e5 | 0/15 |
| DIRECT-REV Kudela | 2.8 (4) | 8.9 (11) | 3.9 (5) | 3.9 (4) | 4.6 (4) | ∞ | ∞1e5 | 0/15 |
| E-WOA Espinoza | 2.3 (3) | 19 (41) | 28 (30) | 21 (28) | 21 (33) | 18 (15) | 16 (10) | 5/15 |
| I-DBDP-GL Kudela | 0.94 (0.8) | 1.1 (0.8) | 0.86 (0.5) | 1.1 (0.4) | 1.4 (0.5) | 2.8 (0.7) | 4.0 (0.9) | 15/15 |
| WOA Espinoza | 2.4 (3) | 61 (83) | 36 (38) | 35 (65) | 54 (57) | ∞ | ∞2e4 | 0/15 |
| a-CMA-ES Gissler | 1.2 (1) | 2.6 (3) | 0.96 (0.7) | 0.65 (0.7) | 0.67 (0.6) | 0.83 (0.4) | 0.80 (0.3) | 15/15 |
| ad-CMA-ES Gissler | 1.4 (1) | 2.7 (3) | 1.2 (1) | 0.80 (0.8) | 0.76 (0.6) | 1.1 (0.4) | 1.2 (0.7) | 15/15 |
| adm-CMA-ES Gissler | 1.5 (2) | 4.3 (6) | 1.1 (1) | 0.76 (0.7) | 0.75 (0.6) | 0.87 (0.5) | 0.88 (0.5) | 15/15 |
| c-CMA-ES Gissler | 1.5 (1) | 3.6 (6) | 1.1 (1) | 0.90 (0.8) | 0.94 (0.5) | 0.95 (0.4) | 1.1 (0.4) | 15/15 |
| cd-CMA-ES Gissler | 1.2 (1) | 2.3 (4) | 0.89 (0.8) | 0.62 (0.4) | 0.52 (0.3)↑0 | 0.78 (0.3) | 1.0 (0.4) | 15/15 |
| cdm-CMA-ES Gissler | 1.6 (1) | 2.7 (3) | 1.1 (0.7) | 0.88 (0.5) | 0.72 (0.3)↑1 | 0.82 (0.4) | 0.80 (0.3) | 15/15 |
| cma-bp-bbob Brockhoff | 1.2 (1) | 3.7 (7) | 0.98 (1) | 0.65 (0.8) | 0.77 (0.6) | 1.0 (0.4) | 1.1 (0.7) | 15/15 |
| cma-bt-bbob Brockhoff | 1.0 (0.8) | 3.2 (6) | 1.2 (1) | 0.87 (0.7) | 0.83 (0.8) | 0.87 (0.5) | 0.89 (0.4) | 15/15 |
| d-CMA-ES Gissler | 1.7 (2) | 3.6 (3) | 1.5 (1) | 1.0 (0.8) | 0.95 (0.7) | 0.97 (0.6) | 1.1 (0.8) | 15/15 |
| default-CMA-ES Gissler | 1.6 (1) | 1.9 (2) | 0.86 (0.6) | 0.68 (0.4)↑1 | 0.68 (0.6) | 0.87 (0.6) | 1.0 (0.4) | 15/15 |
| dm-CMA-ES Gissler | 1.2 (1) | 2.8 (3) | 1.1 (1) | 0.83 (0.8) | 0.85 (0.7) | 0.95 (0.4) | 0.93 (0.3) | 15/15 |
| m-SDWOA Espinoza | 2.2 (3) | 5.1 (3) | 3.4 (1) | 3.8 (0.8) | 4.2 (0.7) | 5.1 (0.4) | 6.2 (0.5) | 13/15 |
| s-CMA-ES Gissler | 0.89 (0.6) | 3.7 (3) | 1.1 (1) | 0.79 (0.7) | 0.74 (0.6) | 0.88 (0.5) | 0.85 (0.5) | 15/15 |
| sc-CMA-ES Gissler | 1.3 (1) | 3.3 (2) | 1.1 (1) | 0.76 (0.7) | 0.74 (0.6) | 0.98 (0.4) | 0.98 (0.4) | 15/15 |
| scd-CMA-ES Gissler | 1.1 (1) | 2.3 (3) | 0.79 (0.6) | 0.60 (0.4)↑1 | 0.68 (0.6) | 0.99 (0.4) | 0.97 (0.4) | 15/15 |
| scdm-CMA-ES Gissler | 1.6 (1) | 4.0 (3) | 1.2 (1) | 0.85 (0.7) | 0.71 (0.5) | 0.88 (0.4) | 0.85 (0.3) | 15/15 |
| sd-CMA-ES Gissler | 0.97 (0.8) | 2.9 (3) | 0.99 (0.6) | 0.71 (0.6) | 0.86 (0.6) | 0.89 (0.3) | 1.1 (0.4) | 15/15 |
| sdm-CMA-ES Gissler | 1.5 (1) | 3.1 (4) | 1.4 (1) | 0.83 (0.7) | 0.76 (0.5) | 1.2 (0.5) | 1.2 (0.5) | 15/15 |
| Δ fopt f19, 2-D |
1e1 1 |
1e0 1 |
1e-1 26 |
1e-2 216 |
1e-3 227 |
1e-5 252 |
1e-7 276 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 3.9 (2) | 868 (1514) | 58 (59) | 15 (14) | 17 (13) | 26 (16) | 146 (173) | 8/15 |
| DIRECT-REV Kudela | 1 (0) | 1 (0) | 12 (9) | 7.0 (8) | 6.7 (8) | 6.1 (7) | 5.7 (7) | 15/15 |
| E-WOA Espinoza | 4.9 (4) | 71 (75) | 22 (15) | 49 (50) | 69 (45) | 84 (82) | 172 (241) | 5/15 |
| I-DBDP-GL Kudela | 3.9 (2) | 21 (22) | 6.0 (6) | 6.1 (7) | 6.4 (7) | 7.0 (6) | 8.4 (6) | 15/15 |
| WOA Espinoza | 4.9 (4) | 60 (52) | 10 (7) | 60 (105) | 88 (96) | 137 (146) | 220 (272) | 2/15 |
| a-CMA-ES Gissler | 1 (0) | 1 (0) | 13 (19) | 8.7 (11) | 8.8 (11) | 12 (17) | 11 (16) | 15/15 |
| ad-CMA-ES Gissler | 1 (0) | 1 (0) | 8.1 (19) | 12 (13) | 11 (13) | 15 (21) | 14 (19) | 15/15 |
| adm-CMA-ES Gissler | 1 (0) | 1 (0) | 8.2 (19) | 15 (18) | 15 (18) | 19 (25) | 18 (24) | 15/15 |
| c-CMA-ES Gissler | 1 (0) | 1 (0) | 6.6 (7) | 14 (21) | 14 (21) | 14 (20) | 13 (19) | 15/15 |
| cd-CMA-ES Gissler | 1 (0) | 1 (0) | 12 (21) | 9.0 (10) | 12 (15) | 12 (14) | 11 (13) | 15/15 |
| cdm-CMA-ES Gissler | 1 (0) | 1 (0) | 4.8 (4) | 10 (13) | 10 (13) | 10 (12) | 12 (12) | 15/15 |
| cma-bp-bbob Brockhoff | 1 (0) | 1 (0) | 10 (22) | 12 (13) | 13 (12) | 15 (19) | 14 (17) | 15/15 |
| cma-bt-bbob Brockhoff | 1 (0) | 1 (0) | 10 (23) | 11 (13) | 16 (14) | 15 (14) | 15 (13) | 15/15 |
| d-CMA-ES Gissler | 1 (0) | 1 (0) | 14 (22) | 11 (18) | 11 (17) | 11 (15) | 11 (14) | 15/15 |
| default-CMA-ES Gissler | 1 (0) | 1 (0) | 16 (20) | 9.1 (8) | 10 (8) | 10 (8) | 10 (7) | 15/15 |
| dm-CMA-ES Gissler | 1 (0) | 1 (0) | 6.7 (9) | 4.7 (6) | 5.1 (6) | 5.3 (5) | 5.1 (5) | 15/15 |
| m-SDWOA Espinoza | 4.9 (4) | 66 (62) | 13 (12) | 7.5 (6) | 13 (9) | 23 (17) | 34 (9) | 15/15 |
| s-CMA-ES Gissler | 1 (0) | 1 (0) | 13 (21) | 8.7 (8) | 21 (19) | 20 (20) | 19 (19) | 15/15 |
| sc-CMA-ES Gissler | 1 (0) | 1 (0) | 10 (19) | 11 (11) | 10 (11) | 11 (10) | 11 (9) | 15/15 |
| scd-CMA-ES Gissler | 1 (0) | 1 (0) | 9.4 (13) | 16 (20) | 22 (40) | 21 (37) | 20 (37) | 15/15 |
| scdm-CMA-ES Gissler | 1 (0) | 1 (0) | 13 (22) | 14 (19) | 17 (22) | 20 (24) | 19 (23) | 15/15 |
| sd-CMA-ES Gissler | 1 (0) | 1 (0) | 9.4 (21) | 15 (27) | 16 (29) | 17 (26) | 16 (24) | 15/15 |
| sdm-CMA-ES Gissler | 1 (0) | 1 (0) | 7.2 (8) | 6.7 (7) | 8.0 (7) | 8.4 (8) | 8.1 (8) | 15/15 |
| Δ fopt f20, 2-D |
1e1 4.0 |
1e0 61 |
1e-1 365 |
1e-2 366 |
1e-3 366 |
1e-5 370 |
1e-7 375 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 0.40 (0.1)↑0 | 0.97 (0.3) | 0.27 (0.1)★↑0 | 0.44 (0.5) | 0.84 (1) | 36 (72) | 97 (133) | 11/15 |
| DIRECT-REV Kudela | 3.0 (0) | 3.2 (0.1) | 0.57 (0.0)↑0 | 0.58 (0.0)↑0 | 0.59 (0.0)↑0 | 0.59 (0.0)↑0 | 0.58 (0.0)↑0 | 15/15 |
| E-WOA Espinoza | 1.9 (0.6) | 26 (42) | 10 (22) | 13 (26) | 16 (26) | 22 (27) | 26 (37) | 12/15 |
| I-DBDP-GL Kudela | 0.40 (0.1)↑0 | 0.66 (0.1)↑0 | 0.38 (0.0)↑0 | 0.93 (0.0)↑0 | 1.3 (0.1) | 2.7 (0.2) | 4.3 (0.2) | 15/15 |
| WOA Espinoza | 1.9 (0.6) | 176 (249) | 30 (55) | 40 (55) | 41 (41) | 50 (59) | 56 (71) | 9/15 |
| a-CMA-ES Gissler | 1.6 (1) | 12 (14) | 11 (17) | 13 (17) | 14 (22) | 14 (22) | 15 (22) | 15/15 |
| ad-CMA-ES Gissler | 1.7 (2) | 13 (15) | 12 (14) | 13 (16) | 14 (17) | 14 (18) | 15 (19) | 15/15 |
| adm-CMA-ES Gissler | 1.7 (1) | 13 (16) | 7.9 (5) | 10 (6) | 11 (6) | 12 (6) | 12 (6) | 15/15 |
| c-CMA-ES Gissler | 1.8 (0.9) | 8.1 (14) | 8.8 (10) | 10 (10) | 10 (10) | 10 (10) | 11 (10) | 15/15 |
| cd-CMA-ES Gissler | 1.7 (1) | 8.9 (8) | 11 (8) | 12 (9) | 12 (9) | 13 (9) | 13 (10) | 15/15 |
| cdm-CMA-ES Gissler | 2.4 (2) | 17 (13) | 7.7 (9) | 8.2 (9) | 8.5 (10) | 8.8 (10) | 9.1 (10) | 15/15 |
| cma-bp-bbob Brockhoff | 1.7 (2) | 14 (13) | 9.1 (8) | 12 (10) | 13 (10) | 13 (11) | 14 (11) | 15/15 |
| cma-bt-bbob Brockhoff | 2.3 (2) | 10 (12) | 8.4 (8) | 11 (19) | 12 (19) | 13 (20) | 13 (21) | 15/15 |
| d-CMA-ES Gissler | 1.5 (1) | 10 (12) | 9.0 (8) | 10 (9) | 11 (9) | 11 (9) | 12 (9) | 15/15 |
| default-CMA-ES Gissler | 2.3 (2) | 12 (14) | 8.4 (13) | 10 (13) | 11 (17) | 11 (18) | 11 (18) | 15/15 |
| dm-CMA-ES Gissler | 1.7 (1) | 8.8 (12) | 9.4 (9) | 12 (10) | 12 (11) | 13 (11) | 13 (11) | 15/15 |
| m-SDWOA Espinoza | 1.9 (0.6) | 6.6 (3) | 7.2 (2) | 16 (3) | 20 (1) | 24 (2) | 27 (3) | 15/15 |
| s-CMA-ES Gissler | 0.98 (0.5) | 11 (11) | 7.6 (8) | 11 (10) | 11 (10) | 12 (11) | 12 (11) | 15/15 |
| sc-CMA-ES Gissler | 1.2 (0.8) | 10 (13) | 8.4 (9) | 9.3 (10) | 10 (10) | 10 (11) | 11 (11) | 15/15 |
| scd-CMA-ES Gissler | 1.5 (1) | 6.5 (6) | 14 (16) | 15 (17) | 16 (18) | 17 (18) | 17 (19) | 15/15 |
| scdm-CMA-ES Gissler | 1.9 (1) | 7.4 (12) | 7.9 (9) | 10 (9) | 11 (9) | 11 (10) | 11 (9) | 15/15 |
| sd-CMA-ES Gissler | 1.4 (1) | 12 (14) | 9.1 (8) | 11 (8) | 11 (8) | 12 (9) | 12 (9) | 15/15 |
| sdm-CMA-ES Gissler | 1.7 (1) | 14 (16) | 13 (15) | 15 (17) | 16 (19) | 17 (20) | 17 (20) | 15/15 |
| Δ fopt f21, 2-D |
1e1 2.0 |
1e0 51 |
1e-1 174 |
1e-2 276 |
1e-3 290 |
1e-5 324 |
1e-7 330 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 1.4 (1) | 1.1 (1) | 0.64 (0.6) | 0.48 (0.6) | 0.53 (0.7) | 1.1 (1) | 6.5 (11) | 15/15 |
| DIRECT-REV Kudela | 2.4 (2) | 1.9 (2) | 0.92 (0.8) | 0.61 (0.5) | 0.63 (0.5) | 0.61 (0.4) | 0.75 (0.4) | 15/15 |
| E-WOA Espinoza | 1.3 (2) | 2.0 (2) | 1.6 (2) | 1.4 (2) | 2.5 (2) | 6.5 (12) | 12 (26) | 13/15 |
| I-DBDP-GL Kudela | 1.4 (1) | 0.75 (0.7) | 0.45 (0.5) | 0.36 (0.2)↑1 | 0.50 (0.4)↑1 | 0.75 (0.3)↑1 | 1.2 (0.4) | 15/15 |
| WOA Espinoza | 1.3 (2) | 1.4 (1) | 0.86 (0.6) | 0.83 (0.9) | 1.4 (2) | 5.0 (9) | 12 (31) | 13/15 |
| a-CMA-ES Gissler | 0.87 (0.2) | 3.6 (7) | 5.0 (7) | 4.6 (9) | 4.6 (8) | 4.5 (8) | 4.6 (8) | 15/15 |
| ad-CMA-ES Gissler | 1.0 (0.5) | 2.5 (5) | 1.9 (2) | 1.5 (1) | 1.5 (1) | 1.5 (1) | 1.6 (1) | 15/15 |
| adm-CMA-ES Gissler | 0.87 (0.8) | 8.9 (14) | 8.3 (13) | 5.6 (8) | 5.6 (8) | 15 (8) | 51 (7) | 14/15 |
| c-CMA-ES Gissler | 0.87 (0.5) | 3.8 (6) | 3.4 (4) | 14 (9) | 17 (24) | 16 (28) | 89 (29) | 14/15 |
| cd-CMA-ES Gissler | 0.80 (0.5) | 6.6 (7) | 6.8 (14) | 6.8 (10) | 6.9 (10) | 6.9 (10) | 7.1 (10) | 15/15 |
| cdm-CMA-ES Gissler | 0.73 (0.5) | 5.0 (7) | 8.5 (13) | 6.9 (11) | 6.9 (10) | 6.7 (10) | 6.9 (11) | 15/15 |
| cma-bp-bbob Brockhoff | 1.2 (1) | 11 (6) | 12 (13) | 10 (8) | 10 (7) | 9.5 (8) | 10 (8) | 14/15 |
| cma-bt-bbob Brockhoff | 1.1 (0.8) | 6.1 (11) | 11 (15) | 12 (18) | 11 (17) | 15 (31) | 17 (32) | 13/15 |
| d-CMA-ES Gissler | 0.93 (0.8) | 8.8 (16) | 8.9 (8) | 11 (5) | 15 (29) | 15 (29) | 16 (29) | 15/15 |
| default-CMA-ES Gissler | 0.90 (0.8) | 6.2 (12) | 4.2 (6) | 11 (5) | 11 (5) | 20 (33) | 20 (32) | 15/15 |
| dm-CMA-ES Gissler | 0.73 (0.5) | 6.8 (14) | 6.5 (7) | 5.0 (6) | 5.3 (6) | 12 (6) | 17 (6) | 14/15 |
| m-SDWOA Espinoza | 1.3 (2) | 1.2 (1) | 1.5 (2) | 1.9 (1) | 3.0 (2) | 6.4 (4) | 10 (2) | 15/15 |
| s-CMA-ES Gissler | 0.77 (0.5) | 5.1 (11) | 5.1 (7) | 3.4 (5) | 3.4 (5) | 3.5 (4) | 3.6 (4) | 15/15 |
| sc-CMA-ES Gissler | 0.83 (0.5) | 5.2 (7) | 5.5 (13) | 3.8 (8) | 4.1 (8) | 4.0 (8) | 4.2 (8) | 15/15 |
| scd-CMA-ES Gissler | 0.90 (1) | 5.1 (6) | 7.7 (8) | 5.7 (6) | 5.8 (5) | 7.0 (11) | 7.1 (12) | 15/15 |
| scdm-CMA-ES Gissler | 1.1 (2) | 6.1 (14) | 4.3 (4) | 3.1 (3) | 4.6 (5) | 4.5 (5) | 4.6 (5) | 15/15 |
| sd-CMA-ES Gissler | 0.87 (0.8) | 4.0 (6) | 6.5 (13) | 4.2 (8) | 5.1 (9) | 6.5 (10) | 6.6 (10) | 15/15 |
| sdm-CMA-ES Gissler | 0.77 (0.5) | 7.6 (15) | 5.3 (7) | 4.5 (7) | 4.5 (7) | 4.3 (6) | 4.5 (7) | 15/15 |
| Δ fopt f22, 2-D |
1e1 5.0 |
1e0 27 |
1e-1 168 |
1e-2 218 |
1e-3 249 |
1e-5 289 |
1e-7 306 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 1.9 (2) | 1.9 (2) | 0.92 (0.7) | 0.88 (0.6) | 1.3 (2) | 5.1 (7) | 35 (22) | 13/15 |
| DIRECT-REV Kudela | 1.9 (3) | 2.2 (2) | 1.2 (2) | 0.99 (2) | 0.90 (1) | 0.82 (1) | 2.8 (2) | 15/15 |
| E-WOA Espinoza | 0.95 (0.8) | 3.4 (3) | 2.4 (3) | 4.3 (7) | 11 (18) | 24 (27) | 40 (46) | 10/15 |
| I-DBDP-GL Kudela | 1.5 (1) | 1.7 (0.9) | 0.69 (0.5) | 0.75 (0.4) | 0.93 (0.5) | 1.6 (0.5) | 2.4 (0.9) | 15/15 |
| WOA Espinoza | 0.95 (0.8) | 3.2 (4) | 3.2 (4) | 11 (10) | 19 (41) | 42 (73) | 67 (82) | 7/15 |
| a-CMA-ES Gissler | 1.0 (1) | 1.3 (2) | 3.4 (7) | 2.7 (5) | 2.7 (5) | 2.7 (5) | 2.9 (5) | 15/15 |
| ad-CMA-ES Gissler | 1.7 (0.9) | 5.6 (12) | 11 (24) | 11 (20) | 13 (17) | 21 (32) | 54 (34) | 14/15 |
| adm-CMA-ES Gissler | 1 (0.9) | 4.2 (11) | 7.1 (13) | 13 (10) | 20 (59) | 89 (108) | 90 (140) | 14/15 |
| c-CMA-ES Gissler | 1.4 (2) | 3.5 (2) | 1.7 (4) | 2.7 (3) | 2.6 (3) | 2.5 (3) | 2.6 (3) | 15/15 |
| cd-CMA-ES Gissler | 9.4 (2) | 16 (14) | 6.1 (8) | 6.4 (9) | 6.3 (8) | 7.3 (9) | 7.1 (9) | 15/15 |
| cdm-CMA-ES Gissler | 0.85 (0.6) | 13 (13) | 7.9 (13) | 6.7 (10) | 6.0 (9) | 36 (24) | 34 (24) | 15/15 |
| cma-bp-bbob Brockhoff | 0.93 (0.8) | 2.3 (3) | 3.3 (4) | 3.2 (3) | 2.8 (3) | 2.6 (3) | 2.6 (2) | 15/15 |
| cma-bt-bbob Brockhoff | 1.2 (1) | 4.8 (10) | 4.3 (8) | 4.6 (7) | 4.2 (6) | 10 (10) | 10 (10) | 14/15 |
| d-CMA-ES Gissler | 2.6 (4) | 8.8 (12) | 25 (18) | 22 (17) | 20 (15) | 41 (101) | 78 (113) | 14/15 |
| default-CMA-ES Gissler | 1.2 (2) | 7.3 (2) | 14 (12) | 14 (10) | 24 (36) | 39 (33) | 47 (57) | 15/15 |
| dm-CMA-ES Gissler | 1.5 (2) | 3.5 (9) | 7.0 (13) | 7.2 (10) | 8.0 (11) | 29 (10) | 53 (9) | 14/15 |
| m-SDWOA Espinoza | 0.95 (0.8) | 2.9 (3) | 0.97 (1) | 2.9 (3) | 3.4 (3) | 9.0 (3) | 11 (2) | 15/15 |
| s-CMA-ES Gissler | 0.95 (0.7) | 7.2 (11) | 3.6 (7) | 7.7 (8) | 18 (9) | 28 (8) | 43 (9) | 15/15 |
| sc-CMA-ES Gissler | 0.91 (0.7) | 13 (24) | 6.5 (11) | 6.1 (9) | 5.4 (7) | 7.1 (12) | 7.1 (11) | 15/15 |
| scd-CMA-ES Gissler | 1.1 (1) | 1.2 (0.9) | 3.7 (5) | 4.0 (4) | 13 (27) | 12 (27) | 20 (27) | 15/15 |
| scdm-CMA-ES Gissler | 1.1 (1) | 10 (14) | 3.3 (7) | 8.9 (6) | 17 (15) | 60 (98) | 102 (295) | 13/15 |
| sd-CMA-ES Gissler | 0.68 (0.7) | 5.4 (11) | 5.0 (8) | 12 (29) | 11 (28) | 10 (25) | 10 (26) | 15/15 |
| sdm-CMA-ES Gissler | 0.88 (1) | 6.9 (11) | 3.8 (5) | 3.2 (4) | 32 (19) | 51 (17) | 115 (308) | 13/15 |
| Δ fopt f23, 2-D |
1e1 8.0 |
1e0 193 |
1e-1 234 |
1e-2 263 |
1e-3 299 |
1e-5 348 |
1e-7 379 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 2.7 (4) | 4.1 (9) | 48 (61) | 427 (396) | 922 (1421) | ∞ | ∞1e5 | 0/15 |
| DIRECT-REV Kudela | 4.0 (4) | 2.3 (3) | 26 (33) | 86 (193) | 253 (427) | ∞ | ∞1e5 | 0/15 |
| E-WOA Espinoza | 1.9 (2) | 21 (11) | 159 (236) | 200 (288) | 187 (154) | 426 (372) | ∞2e4 | 0/15 |
| I-DBDP-GL Kudela | 1.6 (2) | 3.3 (2) | 6.2 (2) | 9.2 (2) | 12 (5) | 20 (7) | 30 (8) | 15/15 |
| WOA Espinoza | 1.9 (2) | 4.2 (5) | 114 (106) | 354 (404) | ∞ | ∞ | ∞2e4 | 0/15 |
| a-CMA-ES Gissler | 2.9 (3) | 4.3 (4) | 5.4 (4) | 8.2 (10) | 7.5 (9) | 6.9 (8) | 6.7 (8) | 15/15 |
| ad-CMA-ES Gissler | 2.0 (2) | 8.6 (11) | 12 (11) | 12 (10) | 11 (9) | 10 (8) | 10 (7) | 15/15 |
| adm-CMA-ES Gissler | 1.9 (1) | 7.5 (7) | 8.0 (5) | 7.5 (5) | 6.9 (4) | 6.4 (4) | 6.4 (3) | 15/15 |
| c-CMA-ES Gissler | 1.8 (2) | 9.5 (10) | 12 (12) | 11 (11) | 10 (10) | 9.2 (8) | 9.0 (8) | 15/15 |
| cd-CMA-ES Gissler | 1.7 (2) | 3.9 (3) | 9.2 (14) | 12 (20) | 11 (18) | 10 (16) | 10 (15) | 15/15 |
| cdm-CMA-ES Gissler | 2.9 (3) | 8.5 (11) | 14 (18) | 13 (16) | 13 (24) | 12 (21) | 11 (19) | 15/15 |
| cma-bp-bbob Brockhoff | 1.2 (2) | 6.4 (8) | 13 (14) | 12 (13) | 11 (12) | 10 (10) | 10 (9) | 15/15 |
| cma-bt-bbob Brockhoff | 2.2 (3) | 6.3 (8) | 12 (15) | 11 (13) | 10 (12) | 9.2 (10) | 8.9 (10) | 15/15 |
| d-CMA-ES Gissler | 2.5 (3) | 5.4 (6) | 7.8 (7) | 10 (11) | 8.9 (10) | 8.1 (8) | 7.9 (8) | 15/15 |
| default-CMA-ES Gissler | 1.7 (1) | 4.4 (5) | 6.8 (6) | 6.4 (5) | 7.7 (6) | 7.0 (6) | 6.9 (5) | 15/15 |
| dm-CMA-ES Gissler | 2.6 (3) | 4.5 (4) | 12 (12) | 11 (11) | 10 (9) | 9.3 (8) | 9.0 (8) | 15/15 |
| m-SDWOA Espinoza | 1.9 (2) | 6.3 (7) | 58 (24) | 560 (667) | ∞ | ∞ | ∞2e4 | 0/15 |
| s-CMA-ES Gissler | 2.4 (2) | 7.2 (12) | 10 (10) | 12 (11) | 11 (10) | 10 (9) | 9.3 (8) | 15/15 |
| sc-CMA-ES Gissler | 2.4 (5) | 6.9 (7) | 14 (15) | 14 (14) | 19 (14) | 17 (12) | 16 (11) | 15/15 |
| scd-CMA-ES Gissler | 1.6 (2) | 5.1 (5) | 8.0 (11) | 7.4 (10) | 6.9 (9) | 6.4 (8) | 6.3 (8) | 15/15 |
| scdm-CMA-ES Gissler | 2.0 (2) | 5.3 (5) | 8.3 (6) | 7.8 (5) | 7.1 (5) | 6.6 (4) | 6.5 (4) | 15/15 |
| sd-CMA-ES Gissler | 1.7 (1) | 5.1 (6) | 7.7 (9) | 7.2 (9) | 6.6 (8) | 6.2 (7) | 6.2 (7) | 15/15 |
| sdm-CMA-ES Gissler | 2.3 (2) | 10 (10) | 14 (15) | 14 (13) | 12 (11) | 11 (10) | 11 (9) | 15/15 |
| Δ fopt f24, 2-D |
1e1 18 |
1e0 857 |
1e-1 8515 |
1e-2 23399 |
1e-3 24113 |
1e-5 24721 |
1e-7 24721 |
#succ 5/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 1.6 (2) | 3.8 (4) | 3.7 (4) | 1.5 (2) | 1.5 (1) | 3.2 (5) | 12 (16) | 3/15 |
| DIRECT-REV Kudela | 1.6 (2) | 1.8 (1) | 1.9 (1) | 2.0 (2) | 2.0 (2) | 1.9 (3) | 1.9 (2) | 13/15 |
| E-WOA Espinoza | 2.3 (2) | 22 (50) | 5.9 (8) | 12 (13) | 12 (21) | 12 (15) | 12 (13) | 1/15 |
| I-DBDP-GL Kudela | 1.3 (1) | 6.9 (6) | 1.4 (2) | 0.58 (0.6) | 0.57 (0.6) | 0.58 (0.6) | 0.62 (0.6) | 15/15 |
| WOA Espinoza | 2.3 (2) | 11 (13) | 16 (16) | ∞ | ∞ | ∞ | ∞2e4 | 0/15 |
| a-CMA-ES Gissler | 1.7 (2) | 42 (25) | 130 (177) | 111 (154) | 108 (108) | 105 (146) | 105 (154) | 2/15 |
| ad-CMA-ES Gissler | 0.98 (1) | 16 (22) | 42 (59) | 21 (26) | 48 (47) | 47 (45) | 47 (50) | 4/15 |
| adm-CMA-ES Gissler | 1.1 (1) | 42 (40) | 73 (74) | 70 (87) | 68 (79) | 66 (65) | 66 (72) | 3/15 |
| c-CMA-ES Gissler | 1.1 (1) | 38 (97) | 72 (94) | 49 (53) | 47 (51) | 46 (57) | 46 (49) | 4/15 |
| cd-CMA-ES Gissler | 1.3 (1) | 80 (201) | 62 (56) | 51 (79) | 71 (67) | 70 (106) | 70 (88) | 3/15 |
| cdm-CMA-ES Gissler | 5.5 (2) | 59 (182) | 139 (174) | 112 (137) | 108 (116) | 106 (158) | 106 (126) | 2/15 |
| cma-bp-bbob Brockhoff | 0.98 (0.8) | 21 (25) | 10 (12) | 5.9 (7) | 5.8 (7) | 5.7 (6) | 5.7 (4) | 2/15 |
| cma-bt-bbob Brockhoff | 1.0 (0.9) | 16 (27) | 34 (75) | 12 (11) | 12 (15) | ∞ | ∞2e4 | 0/15 |
| d-CMA-ES Gissler | 1.1 (1) | 56 (165) | 37 (49) | 30 (34) | 30 (44) | 36 (32) | 36 (57) | 5/15 |
| default-CMA-ES Gissler | 1.8 (2) | 78 (182) | 307 (341) | 113 (150) | 109 (141) | 107 (158) | 107 (182) | 2/15 |
| dm-CMA-ES Gissler | 1.8 (2) | 70 (177) | 71 (94) | 112 (154) | 233 (274) | 227 (336) | 227 (211) | 1/15 |
| m-SDWOA Espinoza | 2.6 (2) | 5.4 (6) | 2.1 (1) | 3.1 (4) | ∞ | ∞ | ∞2e4 | 0/15 |
| s-CMA-ES Gissler | 1.4 (1) | 118 (235) | 95 (165) | 47 (73) | 46 (87) | 65 (69) | 65 (69) | 3/15 |
| sc-CMA-ES Gissler | 1.6 (2) | 76 (165) | 73 (70) | 35 (56) | 34 (50) | 34 (37) | 34 (29) | 5/15 |
| scd-CMA-ES Gissler | 1.1 (0.9) | 19 (43) | 24 (36) | 24 (38) | 28 (34) | 27 (34) | 27 (26) | 6/15 |
| scdm-CMA-ES Gissler | 1.8 (2) | 31 (21) | 95 (224) | 112 (111) | 109 (121) | 106 (109) | 106 (114) | 2/15 |
| sd-CMA-ES Gissler | 0.99 (0.6) | 43 (20) | 11 (24) | 29 (52) | 28 (43) | 27 (35) | 27 (49) | 6/15 |
| sdm-CMA-ES Gissler | 1.6 (2) | 118 (236) | 95 (142) | 241 (326) | 234 (349) | 228 (325) | 228 (260) | 1/15 |
Previous dimension | Dimension = 3 | Next dimension
| Δ fopt f1, 3-D |
1e1 4.0 |
1e0 8.0 |
1e-1 8.0 |
1e-2 8.0 |
1e-3 8.0 |
1e-5 8.0 |
1e-7 8.0 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 1 (0.9) | 3.6 (2) | 4.6 (2) | 12 (20) | 24 (47) | 2892 (9377) | 2893 (9376) | 13/15 |
| DIRECT-REV Kudela | 1.7 (2) | 2.7 (0.4) | 3.3 (0.8)★ | 3.4 (0.8)★2 | 3.4 (0.8)★2 | 6.0 (1) | 6.5 (1)★2 | 15/15 |
| E-WOA Espinoza | 2.7 (3) | 32 (40) | 161 (135) | 339 (201) | 579 (243) | 1005 (277) | 1509 (300) | 15/15 |
| I-DBDP-GL Kudela | 0.93 (0.6) | 3.8 (3) | 13 (7) | 32 (10) | 59 (18) | 154 (38) | 301 (56) | 15/15 |
| WOA Espinoza | 2.7 (3) | 15 (13) | 51 (43) | 106 (65) | 473 (198) | 3497 (4047) | 1.6e4 (2e4) | 1/15 |
| a-CMA-ES Gissler | 2.0 (2) | 4.1 (3) | 10 (4) | 16 (4) | 21 (6) | 32 (7) | 44 (7) | 15/15 |
| ad-CMA-ES Gissler | 1.5 (1) | 4.9 (2) | 10 (5) | 17 (4) | 22 (4) | 35 (4) | 48 (4) | 15/15 |
| adm-CMA-ES Gissler | 1.6 (2) | 4.6 (3) | 11 (5) | 16 (5) | 23 (4) | 36 (3) | 48 (3) | 15/15 |
| c-CMA-ES Gissler | 1.6 (1) | 4.4 (2) | 11 (3) | 16 (5) | 23 (6) | 34 (8) | 46 (8) | 15/15 |
| cd-CMA-ES Gissler | 1.1 (1) | 3.4 (3) | 10 (4) | 17 (7) | 24 (6) | 36 (4) | 49 (5) | 15/15 |
| cdm-CMA-ES Gissler | 2.0 (2) | 5.2 (2) | 10 (5) | 17 (4) | 23 (3) | 36 (5) | 49 (6) | 15/15 |
| cma-bp-bbob Brockhoff | 1.7 (2) | 3.3 (2) | 8.4 (4) | 15 (5) | 20 (6) | 30 (4) | 42 (7) | 15/15 |
| cma-bt-bbob Brockhoff | 1.5 (1) | 4.8 (5) | 10 (6) | 16 (5) | 22 (8) | 33 (8) | 45 (9) | 15/15 |
| d-CMA-ES Gissler | 1.7 (1) | 4.5 (2) | 10 (3) | 15 (3) | 22 (4) | 34 (4) | 47 (5) | 15/15 |
| default-CMA-ES Gissler | 1.7 (3) | 4.0 (3) | 8.3 (3) | 15 (5) | 20 (3) | 32 (7) | 44 (7) | 15/15 |
| dm-CMA-ES Gissler | 1.7 (1) | 4.2 (2) | 10 (4) | 17 (3) | 23 (5) | 35 (5) | 47 (5) | 15/15 |
| m-SDWOA Espinoza | 2.7 (3) | 23 (23) | 90 (45) | 184 (52) | 286 (53) | 502 (50) | 718 (45) | 15/15 |
| s-CMA-ES Gissler | 2.1 (2) | 3.9 (4) | 8.8 (4) | 15 (4) | 19 (6) | 31 (6) | 42 (7) | 15/15 |
| sc-CMA-ES Gissler | 1.6 (2) | 4.4 (2) | 9.4 (5) | 15 (6) | 21 (6) | 33 (6) | 44 (8) | 15/15 |
| scd-CMA-ES Gissler | 1.8 (2) | 4.1 (3) | 10 (5) | 16 (6) | 20 (7) | 34 (6) | 47 (7) | 15/15 |
| scdm-CMA-ES Gissler | 2.1 (3) | 5.4 (3) | 11 (6) | 18 (6) | 25 (6) | 36 (8) | 48 (7) | 15/15 |
| sd-CMA-ES Gissler | 1.8 (2) | 4.6 (2) | 9.1 (5) | 15 (5) | 19 (4) | 31 (7) | 44 (5) | 15/15 |
| sdm-CMA-ES Gissler | 1.5 (2) | 3.7 (2) | 10 (3) | 16 (4) | 22 (6) | 33 (4) | 45 (6) | 15/15 |
| Δ fopt f2, 3-D |
1e1 38 |
1e0 42 |
1e-1 43 |
1e-2 44 |
1e-3 45 |
1e-5 47 |
1e-7 48 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 1.7 (0.5) | 1.8 (0.4) | 2.2 (0.5) | 2.4 (0.5) | 2.7 (0.9) | 3.1 (0.9) | 3.4 (0.8) | 14/15 |
| DIRECT-REV Kudela | 1.0 (0.5) | 1.3 (0.5) | 1.7 (0.7) | 2.1 (0.6) | 2.3 (0.6) | 2.6 (0.8) | 2.9 (0.8) | 15/15 |
| E-WOA Espinoza | 195 (122) | 357 (177) | 405 (140) | 446 (150) | 499 (121) | 598 (319) | 858 (649) | 8/15 |
| I-DBDP-GL Kudela | 27 (7) | 39 (15) | 52 (15) | 64 (14) | 73 (20) | 114 (30) | 163 (19) | 15/15 |
| WOA Espinoza | 961 (1586) | 2113 (2878) | ∞ | ∞ | ∞ | ∞ | ∞3e4 | 0/15 |
| a-CMA-ES Gissler | 7.6 (4) | 9.3 (2) | 10 (1) | 11 (2) | 12 (1) | 13 (1) | 15 (1) | 15/15 |
| ad-CMA-ES Gissler | 7.0 (2) | 7.8 (2) | 8.9 (2) | 10 (1) | 11 (1) | 12 (2) | 15 (1) | 15/15 |
| adm-CMA-ES Gissler | 6.6 (3) | 8.2 (3) | 10 (2) | 11 (2) | 12 (2) | 13 (2) | 15 (2) | 15/15 |
| c-CMA-ES Gissler | 6.7 (3) | 8.8 (4) | 10 (2) | 11 (2) | 12 (2) | 14 (2) | 15 (2) | 15/15 |
| cd-CMA-ES Gissler | 6.9 (4) | 7.9 (3) | 10 (2) | 11 (3) | 12 (3) | 13 (3) | 15 (3) | 15/15 |
| cdm-CMA-ES Gissler | 6.7 (3) | 8.9 (3) | 10 (2) | 11 (2) | 12 (2) | 14 (2) | 16 (2) | 15/15 |
| cma-bp-bbob Brockhoff | 7.2 (3) | 8.7 (2) | 10 (2) | 11 (2) | 12 (2) | 13 (2) | 15 (2) | 15/15 |
| cma-bt-bbob Brockhoff | 5.3 (2) | 8.3 (2) | 10 (2) | 11 (2) | 11 (2) | 13 (2) | 15 (2) | 15/15 |
| d-CMA-ES Gissler | 7.0 (3) | 8.5 (2) | 10 (2) | 11 (3) | 11 (3) | 13 (2) | 15 (2) | 15/15 |
| default-CMA-ES Gissler | 6.6 (3) | 8.0 (2) | 10 (2) | 11 (1) | 12 (1) | 13 (1) | 15 (1) | 15/15 |
| dm-CMA-ES Gissler | 7.4 (3) | 8.4 (3) | 9.3 (3) | 10 (3) | 11 (3) | 13 (3) | 15 (3) | 15/15 |
| m-SDWOA Espinoza | 46 (13) | 67 (11) | 83 (10) | 97 (10) | 117 (11) | 147 (11) | 180 (7) | 15/15 |
| s-CMA-ES Gissler | 7.1 (4) | 8.1 (4) | 10 (4) | 11 (3) | 12 (3) | 13 (2) | 15 (3) | 15/15 |
| sc-CMA-ES Gissler | 7.4 (3) | 9.0 (4) | 11 (2) | 11 (2) | 12 (2) | 14 (3) | 16 (3) | 15/15 |
| scd-CMA-ES Gissler | 7.4 (5) | 10 (4) | 11 (3) | 12 (3) | 12 (3) | 14 (3) | 16 (3) | 15/15 |
| scdm-CMA-ES Gissler | 6.7 (4) | 8.8 (4) | 10 (4) | 11 (3) | 12 (3) | 14 (3) | 15 (3) | 15/15 |
| sd-CMA-ES Gissler | 6.4 (3) | 8.0 (2) | 9.2 (2) | 10 (2) | 11 (2) | 12 (1) | 14 (2) | 15/15 |
| sdm-CMA-ES Gissler | 6.7 (3) | 9.3 (3) | 11 (3) | 11 (3) | 12 (2) | 14 (3) | 16 (3) | 15/15 |
| Δ fopt f3, 3-D |
1e1 38 |
1e0 822 |
1e-1 830 |
1e-2 835 |
1e-3 842 |
1e-5 847 |
1e-7 853 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 1.4 (1) | 1.9 (2) | 4.4 (4) | 4.5 (4) | 4.8 (4) | 31 (89) | 31 (88) | 13/15 |
| DIRECT-REV Kudela | 5.1 (5) | 2.2 (3) | 8.8 (7) | 8.8 (7) | 8.7 (7) | 8.7 (7) | 8.6 (7) | 15/15 |
| E-WOA Espinoza | 44 (68) | 55 (57) | 515 (434) | 516 (485) | 516 (632) | 519 (629) | 521 (580) | 1/15 |
| I-DBDP-GL Kudela | 5.0 (4) | 1.9 (1.0) | 2.6 (2) | 3.2 (2) | 3.9 (2) | 5.4 (2) | 7.3 (1) | 15/15 |
| WOA Espinoza | 16 (14) | 251 (309) | ∞ | ∞ | ∞ | ∞ | ∞3e4 | 0/15 |
| a-CMA-ES Gissler | 4.9 (3) | 3.4 (5) | 15 (11) | 27 (11) | 28 (11) | 29 (11) | 30 (12) | 15/15 |
| ad-CMA-ES Gissler | 2.4 (2) | 2.6 (2) | 27 (45) | 78 (192) | 83 (191) | 94 (258) | 95 (260) | 15/15 |
| adm-CMA-ES Gissler | 3.5 (3) | 2.8 (2) | 21 (20) | 78 (65) | 78 (66) | 79 (69) | 79 (70) | 14/15 |
| c-CMA-ES Gissler | 5.4 (3) | 2.5 (2) | 27 (46) | 29 (53) | 51 (59) | 52 (60) | 53 (61) | 15/15 |
| cd-CMA-ES Gissler | 3.0 (2) | 2.3 (2) | 20 (24) | 21 (24) | 22 (25) | 22 (25) | 23 (26) | 15/15 |
| cdm-CMA-ES Gissler | 2.7 (2) | 3.8 (4) | 22 (21) | 23 (23) | 24 (24) | 25 (24) | 26 (25) | 15/15 |
| cma-bp-bbob Brockhoff | 4.3 (2) | 2.3 (3) | 10 (11) | 14 (20) | 14 (19) | 14 (20) | 15 (19) | 13/15 |
| cma-bt-bbob Brockhoff | 3.1 (2) | 6.2 (6) | 21 (36) | 21 (22) | 21 (29) | 22 (27) | 24 (27) | 11/15 |
| d-CMA-ES Gissler | 4.6 (2) | 3.3 (4) | 10 (15) | 11 (15) | 11 (15) | 11 (15) | 12 (16) | 15/15 |
| default-CMA-ES Gissler | 5.3 (3) | 4.3 (4) | 14 (11) | 15 (12) | 15 (12) | 16 (13) | 16 (13) | 15/15 |
| dm-CMA-ES Gissler | 2.8 (2) | 3.3 (3) | 17 (23) | 20 (33) | 20 (33) | 21 (34) | 22 (35) | 15/15 |
| m-SDWOA Espinoza | 18 (11) | 7.8 (3) | 15 (3) | 18 (3) | 19 (2) | 21 (2) | 23 (2) | 15/15 |
| s-CMA-ES Gissler | 2.8 (2) | 3.6 (3) | 22 (23) | 49 (130) | 51 (137) | 53 (141) | 54 (143) | 15/15 |
| sc-CMA-ES Gissler | 2.7 (2) | 3.2 (3) | 10 (10) | 11 (10) | 11 (10) | 11 (10) | 11 (11) | 15/15 |
| scd-CMA-ES Gissler | 4.7 (2) | 3.5 (3) | 23 (19) | 27 (21) | 34 (54) | 34 (55) | 35 (57) | 15/15 |
| scdm-CMA-ES Gissler | 3.6 (4) | 4.1 (3) | 19 (24) | 20 (28) | 21 (28) | 22 (29) | 22 (29) | 15/15 |
| sd-CMA-ES Gissler | 2.6 (1) | 4.6 (6) | 12 (11) | 19 (12) | 20 (13) | 20 (13) | 21 (13) | 15/15 |
| sdm-CMA-ES Gissler | 3.5 (2) | 3.4 (3) | 24 (22) | 35 (23) | 36 (24) | 37 (25) | 38 (25) | 15/15 |
| Δ fopt f4, 3-D |
1e1 40 |
1e0 808 |
1e-1 866 |
1e-2 921 |
1e-3 952 |
1e-5 1015 |
1e-7 1044 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 4.2 (3) | 3.3 (4) | 24 (20) | 34 (63) | 34 (64) | 64 (85) | 62 (76) | 11/15 |
| DIRECT-REV Kudela | 6.7 (9) | 2.9 (3) | 19 (32) | 18 (30) | 17 (29) | 16 (27) | 16 (26) | 15/15 |
| E-WOA Espinoza | 146 (161) | 74 (93) | 504 (771) | 478 (594) | 471 (473) | ∞ | ∞3e4 | 0/15 |
| I-DBDP-GL Kudela | 10 (9) | 2.7 (2) | 4.3 (3) | 4.7 (3) | 5.2 (3) | 6.8 (2) | 9.0 (2) | 15/15 |
| WOA Espinoza | 141 (378) | 109 (123) | 235 (201) | 223 (320) | ∞ | ∞ | ∞3e4 | 0/15 |
| a-CMA-ES Gissler | 10 (12) | 520 (857) | ∞ | ∞ | ∞ | ∞ | ∞6e5 | 0/15 |
| ad-CMA-ES Gissler | 7.1 (12) | 475 (624) | 2359 (2434) | 7366 (6794) | 7126 (7355) | 6684 (9151) | 6499 (7302) | 1/15 |
| adm-CMA-ES Gissler | 4.7 (2) | 188 (381) | 9699 (1e4) | 9120 (7157) | 8823 (1e4) | 8275 (1e4) | 8046 (1e4) | 1/15 |
| c-CMA-ES Gissler | 8.2 (13) | 441 (676) | ∞ | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| cd-CMA-ES Gissler | 5.0 (3) | 482 (615) | ∞ | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| cdm-CMA-ES Gissler | 3.8 (3) | 368 (453) | ∞ | ∞ | ∞ | ∞ | ∞6e5 | 0/15 |
| cma-bp-bbob Brockhoff | 6.6 (12) | 162 (156) | ∞ | ∞ | ∞ | ∞ | ∞3e4 | 0/15 |
| cma-bt-bbob Brockhoff | 5.9 (3) | 166 (187) | ∞ | ∞ | ∞ | ∞ | ∞3e4 | 0/15 |
| d-CMA-ES Gissler | 9.3 (16) | 395 (452) | ∞ | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| default-CMA-ES Gissler | 4.2 (2) | 491 (843) | ∞ | ∞ | ∞ | ∞ | ∞6e5 | 0/15 |
| dm-CMA-ES Gissler | 3.8 (3) | 788 (1162) | ∞ | ∞ | ∞ | ∞ | ∞6e5 | 0/15 |
| m-SDWOA Espinoza | 23 (20) | 14 (4) | 20 (3) | 21 (2) | 22 (2) | 23 (3) | 24 (2) | 15/15 |
| s-CMA-ES Gissler | 7.4 (12) | 285 (368) | 4206 (3584) | 3955 (6711) | 3827 (3967) | 3590 (3992) | 3490 (3260) | 2/15 |
| sc-CMA-ES Gissler | 13 (15) | 1206 (1323) | ∞ | ∞ | ∞ | ∞ | ∞6e5 | 0/15 |
| scd-CMA-ES Gissler | 3.6 (2) | 264 (335) | 7595 (1e4) | 7142 (8440) | 6909 (1e4) | 6480 (5300) | 6301 (4650) | 1/15 |
| scdm-CMA-ES Gissler | 8.8 (14) | 713 (590) | ∞ | ∞ | ∞ | ∞ | ∞6e5 | 0/15 |
| sd-CMA-ES Gissler | 5.6 (2) | 1233 (1771) | 7873 (1e4) | 7403 (1e4) | 7162 (5099) | 6718 (7835) | 6531 (1e4) | 1/15 |
| sdm-CMA-ES Gissler | 5.5 (3) | 494 (748) | ∞ | ∞ | ∞ | ∞ | ∞6e5 | 0/15 |
| Δ fopt f5, 3-D |
1e1 7.0 |
1e0 7.0 |
1e-1 7.0 |
1e-2 7.0 |
1e-3 7.0 |
1e-5 7.0 |
1e-7 7.0 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 5.1 (2) | 10 (2) | 13 (0.9) | 15 (2) | 15 (2) | 15 (2) | 3.0e5 (3e5) | 0/15 |
| DIRECT-REV Kudela | 6.7 (0) | 7.3 (0) | 11 (0) | 12 (0) | 12 (0) | 13 (0) | ∞2e5 | 0/15 |
| E-WOA Espinoza | 13 (10) | 33 (22) | 41 (31) | 41 (31) | 41 (31) | 41 (31) | 41 (31) | 15/15 |
| I-DBDP-GL Kudela | 8.4 (0.4) | 47 (0.4) | 136 (13) | 298 (10) | 480 (5) | 1063 (14) | 1817 (55) | 15/15 |
| WOA Espinoza | 12 (10) | 29 (14) | 30 (14) | 30 (14) | 30 (14) | 30 (14) | 30 (14) | 15/15 |
| a-CMA-ES Gissler | 3.7 (2) | 6.2 (3) | 6.4 (3) | 6.4 (3) | 6.5 (3) | 6.5 (3) | 6.5 (3) | 15/15 |
| ad-CMA-ES Gissler | 3.4 (1) | 5.6 (2) | 5.9 (2) | 5.9 (2) | 5.9 (2) | 5.9 (2) | 5.9 (2) | 15/15 |
| adm-CMA-ES Gissler | 3.3 (1) | 5.3 (2) | 5.6 (2) | 5.6 (2) | 5.7 (2) | 5.7 (2) | 5.7 (2) | 15/15 |
| c-CMA-ES Gissler | 3.4 (2) | 5.6 (1) | 5.9 (2) | 6.0 (2) | 6.0 (2) | 6.0 (2) | 6.0 (2) | 15/15 |
| cd-CMA-ES Gissler | 3.0 (1) | 4.5 (2) | 4.7 (2) | 4.7 (2) | 4.7 (2) | 4.7 (2) | 4.7 (2) | 15/15 |
| cdm-CMA-ES Gissler | 4.2 (2) | 5.7 (2) | 6.1 (2) | 6.2 (2) | 6.2 (2) | 6.2 (2) | 6.2 (2) | 15/15 |
| cma-bp-bbob Brockhoff | 5.2 (3) | 11 (8) | 12 (8) | 12 (8) | 12 (8) | 12 (8) | 12 (8) | 15/15 |
| cma-bt-bbob Brockhoff | 4.9 (3) | 15 (5) | 21 (5) | 29 (5) | 35 (7) | 48 (6) | 61 (8) | 15/15 |
| d-CMA-ES Gissler | 3.2 (1) | 4.6 (2) | 4.7 (2) | 4.8 (2) | 4.8 (2) | 4.8 (2) | 4.8 (2) | 15/15 |
| default-CMA-ES Gissler | 3.9 (3) | 5.6 (4) | 6.1 (3) | 6.1 (3) | 6.1 (3) | 6.1 (3) | 6.1 (3) | 15/15 |
| dm-CMA-ES Gissler | 3.2 (2) | 5.0 (2) | 5.1 (2) | 5.1 (2) | 5.1 (2) | 5.1 (2) | 5.1 (2) | 15/15 |
| m-SDWOA Espinoza | 15 (12) | 86 (50) | 104 (61) | 107 (64) | 107 (64) | 107 (64) | 107 (64) | 15/15 |
| s-CMA-ES Gissler | 2.8 (1) | 5.0 (4) | 5.3 (4) | 5.4 (4) | 5.4 (4) | 5.4 (4) | 5.4 (4) | 15/15 |
| sc-CMA-ES Gissler | 3.7 (3) | 5.9 (3) | 6.3 (3) | 6.4 (3) | 6.4 (3) | 6.4 (3) | 6.4 (3) | 15/15 |
| scd-CMA-ES Gissler | 3.2 (2) | 5.9 (4) | 6.1 (5) | 6.1 (5) | 6.1 (5) | 6.1 (5) | 6.1 (5) | 15/15 |
| scdm-CMA-ES Gissler | 3.1 (2) | 5.2 (3) | 5.6 (3) | 5.6 (3) | 5.6 (3) | 5.6 (3) | 5.6 (3) | 15/15 |
| sd-CMA-ES Gissler | 3.7 (2) | 5.2 (2) | 5.3 (2) | 5.3 (2) | 5.3 (2) | 5.3 (2) | 5.3 (2) | 15/15 |
| sdm-CMA-ES Gissler | 4.0 (2) | 6.5 (3) | 6.7 (3) | 6.7 (3) | 6.7 (3) | 6.7 (3) | 6.7 (3) | 15/15 |
| Δ fopt f6, 3-D |
1e1 34 |
1e0 56 |
1e-1 90 |
1e-2 117 |
1e-3 149 |
1e-5 215 |
1e-7 265 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 1.8 (1) | 1.9 (0.9) | 1.6 (0.4) | 1.5 (0.4) | 1.4 (0.5) | 1.2 (0.4) | 1.2 (0.4) | 13/15 |
| DIRECT-REV Kudela | 2.2 (2) | 2.1 (0.9) | 1.5 (0.7) | 1.4 (0.6) | 1.3 (0.4) | 1.1 (0.4) | 1.1 (0.5) | 14/15 |
| E-WOA Espinoza | 8.7 (8) | 75 (66) | 211 (199) | 352 (418) | 515 (604) | 1007 (931) | ∞3e4 | 0/15 |
| I-DBDP-GL Kudela | 1.1 (0.9) | 3.4 (2) | 5.9 (3) | 9.1 (2) | 12 (3) | 17 (3) | 24 (5) | 15/15 |
| WOA Espinoza | 3.4 (2) | 60 (30) | 115 (185) | 327 (735) | 878 (1023) | ∞ | ∞3e4 | 0/15 |
| a-CMA-ES Gissler | 1.8 (1) | 3.1 (1) | 3.0 (0.9) | 3.0 (0.8) | 3.0 (0.6) | 2.8 (0.3) | 3.0 (0.3) | 15/15 |
| ad-CMA-ES Gissler | 1.5 (0.8) | 2.9 (0.9) | 2.7 (0.7) | 2.8 (0.4) | 2.8 (0.5) | 2.7 (0.2) | 2.9 (0.4) | 15/15 |
| adm-CMA-ES Gissler | 1.8 (2) | 2.6 (0.9) | 2.8 (0.5) | 2.9 (0.5) | 3.0 (0.4) | 2.8 (0.3) | 3.0 (0.3) | 15/15 |
| c-CMA-ES Gissler | 1.7 (1) | 2.7 (1) | 2.8 (1) | 2.8 (0.9) | 2.8 (0.7) | 2.7 (0.6) | 2.9 (0.5) | 15/15 |
| cd-CMA-ES Gissler | 1.8 (1.0) | 2.8 (0.9) | 2.7 (0.7) | 2.8 (0.6) | 2.9 (0.9) | 2.9 (0.7) | 3.1 (0.6) | 15/15 |
| cdm-CMA-ES Gissler | 2.1 (2) | 2.8 (1) | 2.9 (0.5) | 3.0 (0.6) | 3.1 (0.7) | 2.9 (0.4) | 3.1 (0.5) | 15/15 |
| cma-bp-bbob Brockhoff | 2.4 (2) | 3.5 (1) | 3.5 (1) | 3.7 (1) | 3.5 (2) | 3.4 (1) | 3.4 (0.9) | 15/15 |
| cma-bt-bbob Brockhoff | 1.3 (1.0) | 2.8 (1) | 3.0 (0.8) | 3.0 (1) | 3.1 (0.7) | 2.9 (0.4) | 3.1 (0.5) | 15/15 |
| d-CMA-ES Gissler | 2.4 (1) | 3.1 (1) | 3.1 (0.8) | 3.2 (0.7) | 3.0 (0.7) | 3.0 (0.6) | 3.1 (0.4) | 15/15 |
| default-CMA-ES Gissler | 1.7 (1) | 2.8 (1) | 2.7 (0.7) | 2.9 (0.7) | 2.9 (0.5) | 2.8 (0.5) | 3.0 (0.4) | 15/15 |
| dm-CMA-ES Gissler | 2.0 (0.8) | 2.9 (1) | 2.8 (0.8) | 2.9 (0.5) | 2.9 (0.3) | 2.9 (0.4) | 3.0 (0.3) | 15/15 |
| m-SDWOA Espinoza | 5.4 (6) | 23 (15) | 32 (10) | 38 (6) | 41 (5) | 41 (4) | 46 (4) | 15/15 |
| s-CMA-ES Gissler | 1.7 (1.0) | 3.0 (0.8) | 2.7 (0.9) | 2.9 (0.6) | 2.7 (0.4) | 2.7 (0.4) | 3.0 (0.4) | 15/15 |
| sc-CMA-ES Gissler | 2.3 (1) | 2.7 (0.8) | 2.8 (0.9) | 2.9 (0.7) | 2.9 (0.6) | 2.7 (0.4) | 2.9 (0.6) | 15/15 |
| scd-CMA-ES Gissler | 1.9 (2) | 2.5 (1) | 2.6 (0.6) | 2.6 (0.9) | 2.9 (0.7) | 2.7 (0.5) | 2.9 (0.5) | 15/15 |
| scdm-CMA-ES Gissler | 1.4 (1) | 2.5 (1) | 2.9 (0.6) | 3.0 (0.6) | 3.1 (0.8) | 3.0 (0.6) | 3.0 (0.6) | 15/15 |
| sd-CMA-ES Gissler | 2.0 (1) | 2.6 (1) | 2.6 (1.0) | 2.6 (0.5) | 2.6 (0.4) | 2.6 (0.5) | 2.9 (0.4) | 15/15 |
| sdm-CMA-ES Gissler | 1.6 (2) | 2.8 (0.8) | 2.9 (0.8) | 3.0 (0.9) | 2.9 (0.7) | 2.8 (0.4) | 3.1 (0.3) | 15/15 |
| Δ fopt f7, 3-D |
1e1 11 |
1e0 65 |
1e-1 342 |
1e-2 464 |
1e-3 482 |
1e-5 482 |
1e-7 535 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 1.9 (2) | 1.5 (0.9) | 1.1 (1) | 2.9 (2) | 5.0 (5) | 5.0 (5) | 5.6 (6) | 15/15 |
| DIRECT-REV Kudela | 2.3 (2) | 1.9 (1) | 1.5 (1) | 2.0 (2) | 2.8 (3) | 2.8 (3) | 3.2 (3) | 15/15 |
| E-WOA Espinoza | 6.9 (6) | 43 (42) | 80 (90) | 121 (163) | 148 (169) | 148 (130) | 136 (212) | 4/15 |
| I-DBDP-GL Kudela | 1.7 (1) | 1.7 (0.8) | 1.1 (0.5) | 1.7 (1) | 2.5 (2) | 2.5 (2) | 2.6 (1) | 15/15 |
| WOA Espinoza | 5.5 (4) | 92 (231) | 106 (88) | 135 (194) | 175 (218) | 175 (142) | 158 (170) | 3/15 |
| a-CMA-ES Gissler | 1.8 (2) | 1.7 (0.9) | 0.64 (0.8) | 0.63 (0.6) | 0.66 (0.5) | 0.66 (0.5) | 0.66 (0.5) | 15/15 |
| ad-CMA-ES Gissler | 2.1 (2) | 1.3 (0.8) | 0.47 (0.3)↑1 | 0.51 (0.2)↑0 | 0.53 (0.2)↑0 | 0.53 (0.2)↑0 | 0.53 (0.2)↑0 | 15/15 |
| adm-CMA-ES Gissler | 1.9 (2) | 1.1 (0.6) | 0.70 (0.5) | 0.68 (0.4) | 0.72 (0.4) | 0.72 (0.4) | 0.78 (0.5) | 15/15 |
| c-CMA-ES Gissler | 2.1 (2) | 1.1 (0.7) | 0.63 (0.5) | 0.64 (0.4) | 0.65 (0.4) | 0.65 (0.4) | 0.62 (0.4) | 15/15 |
| cd-CMA-ES Gissler | 2.1 (2) | 1.8 (0.8) | 0.63 (0.6) | 0.72 (0.6) | 0.80 (0.6) | 0.80 (0.6) | 0.85 (0.6) | 15/15 |
| cdm-CMA-ES Gissler | 2.4 (2) | 2.6 (3) | 0.90 (0.8) | 0.86 (0.5) | 0.86 (0.5) | 0.86 (0.5) | 0.89 (0.5) | 15/15 |
| cma-bp-bbob Brockhoff | 3.1 (4) | 2.5 (2) | 0.88 (0.5) | 0.82 (0.5) | 0.88 (0.5) | 0.88 (0.5) | 0.87 (0.5) | 15/15 |
| cma-bt-bbob Brockhoff | 2.2 (1) | 1.8 (1) | 0.95 (0.9) | 0.84 (0.6) | 0.85 (0.6) | 0.85 (0.6) | 0.84 (0.6) | 15/15 |
| d-CMA-ES Gissler | 1.8 (2) | 1.4 (0.9) | 0.74 (0.6) | 0.77 (0.5) | 0.78 (0.5) | 0.78 (0.5) | 0.75 (0.5) | 15/15 |
| default-CMA-ES Gissler | 1.8 (2) | 2.2 (2) | 0.88 (0.6) | 0.80 (0.5) | 0.81 (0.5) | 0.81 (0.5) | 0.87 (0.5) | 15/15 |
| dm-CMA-ES Gissler | 2.3 (2) | 1.7 (1) | 0.60 (0.5) | 0.57 (0.4) | 0.66 (0.4) | 0.66 (0.4) | 0.72 (0.5) | 15/15 |
| m-SDWOA Espinoza | 5.4 (6) | 7.8 (4) | 3.4 (1) | 5.0 (2) | 5.8 (2) | 5.8 (2) | 6.7 (1) | 15/15 |
| s-CMA-ES Gissler | 2.2 (3) | 1.5 (0.9) | 0.70 (0.6) | 0.80 (0.5) | 0.81 (0.5) | 0.81 (0.5) | 0.80 (0.4) | 15/15 |
| sc-CMA-ES Gissler | 1.2 (0.9) | 0.88 (0.7) | 0.68 (0.5) | 0.67 (0.4) | 0.74 (0.5) | 0.74 (0.5) | 0.74 (0.4) | 15/15 |
| scd-CMA-ES Gissler | 1.9 (2) | 1.6 (1) | 0.56 (0.3)↑1 | 0.51 (0.4) | 0.58 (0.6) | 0.58 (0.6) | 0.59 (0.5) | 15/15 |
| scdm-CMA-ES Gissler | 2.7 (3) | 1.7 (1) | 0.71 (0.7) | 0.67 (0.5) | 0.68 (0.5) | 0.68 (0.5) | 0.74 (0.4) | 15/15 |
| sd-CMA-ES Gissler | 2.7 (2) | 1.6 (2) | 0.69 (0.7) | 0.65 (0.5) | 0.69 (0.5) | 0.69 (0.5) | 0.77 (0.4) | 15/15 |
| sdm-CMA-ES Gissler | 2.3 (3) | 1.6 (0.9) | 0.55 (0.5) | 0.58 (0.3) | 0.60 (0.3)↑1 | 0.60 (0.3)↑1 | 0.78 (0.6) | 15/15 |
| Δ fopt f8, 3-D |
1e1 27 |
1e0 45 |
1e-1 152 |
1e-2 179 |
1e-3 188 |
1e-5 198 |
1e-7 208 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 1.5 (0.8) | 2.0 (2) | 0.80 (0.5) | 0.80 (0.4) | 0.81 (0.4) | 0.81 (0.3) | 0.80 (0.3) | 15/15 |
| DIRECT-REV Kudela | 0.81 (0.5) | 1.5 (1) | 0.69 (0.3) | 0.68 (0.3) | 0.70 (0.3) | 0.72 (0.3) | 0.71 (0.2) | 15/15 |
| E-WOA Espinoza | 27 (24) | 140 (228) | 85 (66) | 99 (95) | 105 (94) | 129 (94) | 138 (94) | 11/15 |
| I-DBDP-GL Kudela | 3.6 (2) | 8.1 (4) | 7.5 (2) | 12 (4) | 16 (4) | 25 (7) | 38 (8) | 15/15 |
| WOA Espinoza | 10 (5) | 64 (27) | 190 (395) | 358 (635) | 666 (838) | ∞ | ∞3e4 | 0/15 |
| a-CMA-ES Gissler | 2.1 (2) | 5.2 (6) | 2.9 (2) | 3.0 (2) | 3.2 (2) | 3.5 (2) | 3.7 (2) | 15/15 |
| ad-CMA-ES Gissler | 2.2 (2) | 5.8 (5) | 3.0 (2) | 3.4 (2) | 3.6 (2) | 3.9 (1) | 4.1 (1) | 15/15 |
| adm-CMA-ES Gissler | 2.5 (1) | 6.6 (4) | 3.3 (2) | 3.4 (2) | 3.5 (1) | 3.9 (1) | 4.1 (1) | 15/15 |
| c-CMA-ES Gissler | 2.1 (2) | 8.1 (4) | 4.0 (2) | 3.9 (2) | 4.1 (1) | 4.4 (1) | 4.7 (1) | 15/15 |
| cd-CMA-ES Gissler | 1.7 (1) | 8.7 (9) | 4.0 (3) | 4.0 (3) | 4.2 (3) | 4.5 (3) | 4.8 (3) | 15/15 |
| cdm-CMA-ES Gissler | 2.1 (1) | 5.3 (4) | 3.6 (1) | 3.8 (1) | 4.0 (1) | 4.4 (0.9) | 4.7 (1) | 15/15 |
| cma-bp-bbob Brockhoff | 2.1 (2) | 5.9 (5) | 3.2 (2) | 3.3 (1) | 3.5 (2) | 3.9 (1) | 4.1 (1) | 15/15 |
| cma-bt-bbob Brockhoff | 2.7 (1) | 4.6 (2) | 2.6 (1) | 3.0 (0.9) | 3.1 (0.9) | 3.5 (0.7) | 3.7 (0.8) | 15/15 |
| d-CMA-ES Gissler | 2.5 (1.0) | 5.7 (4) | 3.2 (2) | 3.4 (1) | 3.6 (1) | 3.9 (1) | 4.2 (1) | 15/15 |
| default-CMA-ES Gissler | 2.1 (1) | 5.2 (4) | 3.1 (2) | 3.3 (2) | 3.5 (2) | 3.8 (2) | 4.0 (2) | 15/15 |
| dm-CMA-ES Gissler | 1.9 (1) | 5.4 (8) | 3.0 (2) | 3.1 (2) | 3.3 (2) | 3.7 (2) | 4.0 (2) | 15/15 |
| m-SDWOA Espinoza | 15 (12) | 33 (8) | 36 (9) | 39 (11) | 43 (9) | 52 (5) | 57 (6) | 14/15 |
| s-CMA-ES Gissler | 2.1 (1) | 5.0 (3) | 3.0 (1) | 3.2 (1.0) | 3.4 (0.9) | 3.7 (0.8) | 3.9 (0.9) | 15/15 |
| sc-CMA-ES Gissler | 1.9 (2) | 7.6 (11) | 4.1 (3) | 4.2 (3) | 4.4 (3) | 4.6 (3) | 4.8 (3) | 15/15 |
| scd-CMA-ES Gissler | 2.2 (2) | 6.0 (5) | 3.4 (2) | 3.7 (2) | 3.9 (2) | 4.2 (1) | 4.5 (1) | 15/15 |
| scdm-CMA-ES Gissler | 2.9 (2) | 8.3 (5) | 4.2 (2) | 4.3 (1) | 4.5 (1) | 4.7 (1) | 4.9 (1) | 15/15 |
| sd-CMA-ES Gissler | 2.6 (2) | 10 (10) | 4.5 (3) | 4.5 (3) | 4.5 (3) | 4.8 (3) | 5.0 (3) | 15/15 |
| sdm-CMA-ES Gissler | 3.1 (2) | 8.6 (7) | 4.2 (2) | 4.1 (2) | 4.3 (2) | 4.5 (2) | 4.8 (2) | 15/15 |
| Δ fopt f9, 3-D |
1e1 21 |
1e0 65 |
1e-1 127 |
1e-2 149 |
1e-3 159 |
1e-5 169 |
1e-7 178 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 1.8 (0.8) | 1.6 (1.0) | 1.1 (0.5) | 1.1 (0.4) | 1.0 (0.4) | 1.0 (0.4) | 1.0 (0.4) | 15/15 |
| DIRECT-REV Kudela | 1.7 (0.6) | 0.91 (0.5)★ | 0.73 (0.3)★ | 0.76 (0.2)★ | 0.77 (0.2)★ | 0.78 (0.2) | 0.77 (0.2) | 15/15 |
| E-WOA Espinoza | 20 (20) | 53 (88) | 305 (420) | 1399 (2105) | 2725 (2830) | 2580 (2973) | 2468 (3287) | 1/15 |
| I-DBDP-GL Kudela | 6.1 (4) | 6.5 (2) | 10 (4) | 14 (6) | 20 (5) | 35 (13) | 54 (19) | 15/15 |
| WOA Espinoza | 13 (8) | 92 (244) | 172 (298) | 572 (718) | 1259 (1637) | ∞ | ∞3e4 | 0/15 |
| a-CMA-ES Gissler | 2.1 (2) | 3.4 (2) | 3.4 (2) | 3.5 (1) | 3.7 (1) | 4.1 (1) | 4.3 (1) | 15/15 |
| ad-CMA-ES Gissler | 2.5 (1) | 2.6 (3) | 3.1 (1) | 3.4 (1) | 3.6 (1) | 3.9 (0.9) | 4.3 (0.8) | 15/15 |
| adm-CMA-ES Gissler | 2.2 (2) | 3.3 (2) | 3.2 (2) | 3.4 (2) | 3.6 (1) | 4.0 (1) | 4.3 (1) | 15/15 |
| c-CMA-ES Gissler | 2.5 (2) | 3.9 (3) | 3.9 (2) | 4.1 (2) | 4.3 (2) | 4.6 (2) | 5.0 (2) | 15/15 |
| cd-CMA-ES Gissler | 2.5 (2) | 4.7 (3) | 4.4 (2) | 4.6 (2) | 4.8 (2) | 5.1 (2) | 5.4 (2) | 15/15 |
| cdm-CMA-ES Gissler | 2.9 (1) | 4.6 (3) | 4.3 (2) | 4.6 (2) | 4.7 (2) | 5.0 (2) | 5.3 (2) | 15/15 |
| cma-bp-bbob Brockhoff | 1.9 (1) | 3.3 (3) | 3.5 (2) | 3.7 (2) | 3.9 (2) | 4.3 (1) | 4.6 (1) | 15/15 |
| cma-bt-bbob Brockhoff | 2.7 (2) | 5.0 (4) | 4.6 (2) | 4.6 (2) | 4.7 (1) | 5.0 (2) | 5.2 (1) | 15/15 |
| d-CMA-ES Gissler | 2.4 (2) | 3.2 (2) | 3.5 (1) | 3.7 (1.0) | 3.8 (0.8) | 4.2 (0.9) | 4.6 (0.8) | 15/15 |
| default-CMA-ES Gissler | 2.6 (2) | 5.1 (5) | 4.2 (3) | 4.3 (2) | 4.3 (2) | 4.7 (2) | 4.9 (2) | 15/15 |
| dm-CMA-ES Gissler | 2.4 (2) | 4.0 (3) | 3.6 (2) | 3.9 (1) | 4.0 (1) | 4.3 (1) | 4.7 (1) | 15/15 |
| m-SDWOA Espinoza | 21 (8) | 17 (5) | 19 (5) | 26 (5) | 31 (4) | 40 (4) | 47 (4) | 15/15 |
| s-CMA-ES Gissler | 2.0 (1) | 4.6 (5) | 4.1 (3) | 4.2 (3) | 4.3 (2) | 4.7 (2) | 4.9 (2) | 15/15 |
| sc-CMA-ES Gissler | 2.4 (2) | 5.1 (4) | 4.7 (2) | 5.2 (2) | 5.3 (2) | 5.5 (2) | 5.7 (2) | 15/15 |
| scd-CMA-ES Gissler | 2.6 (1) | 4.3 (4) | 4.4 (3) | 4.5 (3) | 4.7 (3) | 5.0 (2) | 5.3 (2) | 15/15 |
| scdm-CMA-ES Gissler | 2.8 (2) | 5.1 (5) | 4.3 (3) | 4.5 (2) | 4.5 (2) | 4.9 (2) | 5.1 (2) | 15/15 |
| sd-CMA-ES Gissler | 2.2 (2) | 4.0 (3) | 4.4 (2) | 4.6 (2) | 4.6 (2) | 4.9 (2) | 5.1 (1) | 15/15 |
| sdm-CMA-ES Gissler | 2.7 (1) | 3.1 (2) | 3.6 (1) | 3.8 (1) | 3.9 (1) | 4.2 (1) | 4.5 (1) | 15/15 |
| Δ fopt f10, 3-D |
1e1 114 |
1e0 152 |
1e-1 168 |
1e-2 180 |
1e-3 194 |
1e-5 218 |
1e-7 242 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 0.51 (0.4) | 0.55 (0.3)↑1 | 0.60 (0.2)↑1 | 0.61 (0.3)↑1 | 0.62 (0.3) | 345 (688) | 4030 (6199) | 2/15 |
| DIRECT-REV Kudela | 0.47 (0.4)↑1 | 0.47 (0.3)↑0 | 0.52 (0.2)↑1 | 0.53 (0.2)↑1 | 0.55 (0.3)↑1 | 510 (688) | 2482 (3409) | 1/15 |
| E-WOA Espinoza | 353 (467) | 1348 (1183) | 1226 (1518) | 1156 (1083) | 1083 (924) | 972 (1131) | 895 (646) | 2/15 |
| I-DBDP-GL Kudela | 16 (12) | 73 (79) | 132 (106) | 172 (104) | 211 (122) | 305 (139) | 433 (221) | 9/15 |
| WOA Espinoza | 752 (1256) | 2771 (4293) | ∞ | ∞ | ∞ | ∞ | ∞3e4 | 0/15 |
| a-CMA-ES Gissler | 2.6 (2) | 2.6 (1) | 2.8 (0.9) | 2.9 (0.7) | 2.9 (0.7) | 3.0 (0.6) | 3.1 (0.6) | 15/15 |
| ad-CMA-ES Gissler | 1.9 (1) | 2.1 (0.8) | 2.4 (0.6) | 2.5 (0.5) | 2.6 (0.4) | 2.7 (0.4) | 2.9 (0.5) | 15/15 |
| adm-CMA-ES Gissler | 2.4 (1) | 2.2 (0.6) | 2.4 (0.5) | 2.5 (0.5) | 2.6 (0.5) | 2.8 (0.4) | 3.0 (0.4) | 15/15 |
| c-CMA-ES Gissler | 2.3 (1) | 2.6 (0.8) | 2.7 (0.7) | 2.8 (0.6) | 2.9 (0.4) | 2.9 (0.5) | 3.0 (0.5) | 15/15 |
| cd-CMA-ES Gissler | 2.3 (0.9) | 2.3 (0.8) | 2.4 (0.6) | 2.6 (0.5) | 2.7 (0.4) | 2.9 (0.4) | 3.0 (0.3) | 15/15 |
| cdm-CMA-ES Gissler | 2.3 (1) | 2.3 (0.7) | 2.6 (0.6) | 2.8 (0.5) | 2.8 (0.4) | 2.9 (0.6) | 3.1 (0.5) | 15/15 |
| cma-bp-bbob Brockhoff | 2.2 (0.8) | 2.5 (0.8) | 2.6 (0.7) | 2.7 (0.8) | 2.8 (0.6) | 3.0 (0.7) | 3.0 (0.5) | 15/15 |
| cma-bt-bbob Brockhoff | 2.2 (1) | 2.3 (0.8) | 2.5 (0.7) | 2.6 (0.8) | 2.7 (0.6) | 2.9 (0.7) | 3.0 (0.7) | 15/15 |
| d-CMA-ES Gissler | 2.4 (1) | 2.4 (0.7) | 2.6 (0.4) | 2.6 (0.4) | 2.7 (0.4) | 2.9 (0.3) | 3.0 (0.2) | 15/15 |
| default-CMA-ES Gissler | 2.5 (1) | 2.5 (0.5) | 2.6 (0.7) | 2.7 (0.4) | 2.7 (0.5) | 2.8 (0.4) | 2.9 (0.4) | 15/15 |
| dm-CMA-ES Gissler | 2.3 (0.8) | 2.3 (0.8) | 2.4 (0.6) | 2.5 (0.6) | 2.6 (0.6) | 2.8 (0.6) | 3.0 (0.4) | 15/15 |
| m-SDWOA Espinoza | 18 (4) | 20 (4) | 23 (4) | 28 (3) | 31 (3) | 36 (2) | 41 (3) | 15/15 |
| s-CMA-ES Gissler | 2.2 (1) | 2.4 (1) | 2.6 (1.0) | 2.6 (0.9) | 2.6 (1.0) | 2.7 (0.9) | 2.9 (0.9) | 15/15 |
| sc-CMA-ES Gissler | 2.3 (1) | 2.3 (1) | 2.5 (0.7) | 2.7 (0.6) | 2.8 (0.5) | 2.9 (0.5) | 2.9 (0.4) | 15/15 |
| scd-CMA-ES Gissler | 2.4 (0.8) | 2.6 (0.7) | 2.7 (0.6) | 2.7 (0.5) | 2.8 (0.3) | 2.9 (0.5) | 3.1 (0.4) | 15/15 |
| scdm-CMA-ES Gissler | 2.6 (1) | 2.6 (0.6) | 2.7 (0.6) | 2.8 (0.6) | 2.9 (0.5) | 3.1 (0.3) | 3.2 (0.4) | 15/15 |
| sd-CMA-ES Gissler | 2.4 (1) | 2.4 (0.9) | 2.6 (0.5) | 2.7 (0.6) | 2.8 (0.5) | 2.9 (0.5) | 3.0 (0.4) | 15/15 |
| sdm-CMA-ES Gissler | 2.5 (1) | 2.4 (0.8) | 2.4 (0.4) | 2.6 (0.4) | 2.6 (0.4) | 2.8 (0.3) | 2.9 (0.3) | 15/15 |
| Δ fopt f11, 3-D |
1e1 67 |
1e0 105 |
1e-1 227 |
1e-2 263 |
1e-3 277 |
1e-5 302 |
1e-7 327 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 0.76 (0.4) | 0.64 (0.3)↑0 | 0.41 (0.2)↑0 | 0.46 (0.2)↑0 | 0.61 (0.2)↑1 | 333 (497) | 6423 (5849) | 0/15 |
| DIRECT-REV Kudela | 0.55 (0.2)↑0 | 0.62 (0.2)↑1 | 0.43 (0.2)↑0 | 0.40 (0.2)↑0 | 0.97 (0.8) | 746 (1242) | ∞2e5 | 0/15 |
| E-WOA Espinoza | 165 (238) | 573 (449) | 902 (1421) | 1668 (1454) | 1603 (1056) | ∞ | ∞3e4 | 0/15 |
| I-DBDP-GL Kudela | 21 (14) | 65 (51) | 58 (50) | 76 (50) | 100 (62) | 134 (67) | 199 (90) | 14/15 |
| WOA Espinoza | 268 (449) | 1212 (1509) | 1928 (1850) | ∞ | ∞ | ∞ | ∞3e4 | 0/15 |
| a-CMA-ES Gissler | 3.7 (2) | 3.3 (0.8) | 1.8 (0.4) | 1.7 (0.3) | 1.8 (0.3) | 2.0 (0.3) | 2.1 (0.3) | 15/15 |
| ad-CMA-ES Gissler | 2.8 (2) | 2.9 (0.7) | 1.6 (0.2) | 1.6 (0.2) | 1.7 (0.2) | 1.9 (0.2) | 2.0 (0.2) | 15/15 |
| adm-CMA-ES Gissler | 3.9 (2) | 3.5 (0.8) | 1.8 (0.4) | 1.8 (0.4) | 1.8 (0.4) | 2.0 (0.3) | 2.2 (0.3) | 15/15 |
| c-CMA-ES Gissler | 3.8 (2) | 3.5 (0.7) | 1.8 (0.4) | 1.7 (0.3) | 1.8 (0.2) | 2.1 (0.3) | 2.2 (0.2) | 15/15 |
| cd-CMA-ES Gissler | 4.0 (1) | 3.5 (0.5) | 1.8 (0.2) | 1.7 (0.2) | 1.9 (0.3) | 2.0 (0.3) | 2.2 (0.3) | 15/15 |
| cdm-CMA-ES Gissler | 4.2 (2) | 3.4 (0.9) | 1.8 (0.3) | 1.7 (0.4) | 1.8 (0.3) | 2.0 (0.3) | 2.2 (0.3) | 15/15 |
| cma-bp-bbob Brockhoff | 3.8 (2) | 3.2 (1) | 1.9 (0.4) | 1.8 (0.4) | 1.9 (0.4) | 2.0 (0.3) | 2.2 (0.4) | 15/15 |
| cma-bt-bbob Brockhoff | 4.4 (4) | 4.0 (3) | 2.2 (1) | 2.0 (0.9) | 2.1 (0.8) | 2.2 (0.9) | 2.3 (0.8) | 15/15 |
| d-CMA-ES Gissler | 3.5 (2) | 3.0 (0.9) | 1.7 (0.4) | 1.6 (0.4) | 1.8 (0.2) | 1.9 (0.2) | 2.1 (0.2) | 15/15 |
| default-CMA-ES Gissler | 4.1 (2) | 3.8 (0.5) | 2.0 (0.4) | 1.8 (0.2) | 1.9 (0.2) | 2.1 (0.2) | 2.2 (0.2) | 15/15 |
| dm-CMA-ES Gissler | 3.1 (2) | 2.8 (0.9) | 1.6 (0.3) | 1.7 (0.3) | 1.7 (0.2) | 1.9 (0.2) | 2.1 (0.2) | 15/15 |
| m-SDWOA Espinoza | 14 (6) | 18 (5) | 14 (2) | 15 (2) | 18 (2) | 22 (2) | 26 (2) | 15/15 |
| s-CMA-ES Gissler | 3.8 (2) | 3.6 (1.0) | 1.8 (0.5) | 1.8 (0.4) | 1.9 (0.3) | 2.0 (0.3) | 2.1 (0.3) | 15/15 |
| sc-CMA-ES Gissler | 4.2 (2) | 3.9 (1) | 2.0 (0.5) | 1.9 (0.4) | 1.9 (0.4) | 2.1 (0.4) | 2.2 (0.4) | 15/15 |
| scd-CMA-ES Gissler | 4.3 (3) | 3.6 (1) | 1.9 (0.5) | 1.8 (0.5) | 1.9 (0.4) | 2.1 (0.4) | 2.2 (0.4) | 15/15 |
| scdm-CMA-ES Gissler | 3.8 (1) | 3.3 (1) | 1.8 (0.6) | 1.7 (0.4) | 1.8 (0.4) | 2.0 (0.4) | 2.1 (0.4) | 15/15 |
| sd-CMA-ES Gissler | 4.1 (3) | 3.7 (0.9) | 2.0 (0.4) | 1.9 (0.4) | 2.0 (0.2) | 2.1 (0.3) | 2.3 (0.3) | 15/15 |
| sdm-CMA-ES Gissler | 3.7 (2) | 3.2 (0.7) | 1.7 (0.3) | 1.6 (0.4) | 1.7 (0.4) | 1.9 (0.3) | 2.0 (0.3) | 15/15 |
| Δ fopt f12, 3-D |
1e1 65 |
1e0 168 |
1e-1 338 |
1e-2 401 |
1e-3 445 |
1e-5 696 |
1e-7 790 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 1.3 (0.8) | 0.86 (1) | 0.68 (0.9) | 0.68 (0.9) | 0.70 (0.9) | 108 (162) | 380 (380) | 4/15 |
| DIRECT-REV Kudela | 1.4 (0.9) | 1.3 (0.9) | 0.96 (0.7) | 0.94 (0.7) | 0.92 (0.7) | 161 (198) | 286 (380) | 5/15 |
| E-WOA Espinoza | 386 (258) | 340 (433) | 302 (252) | 348 (261) | 327 (284) | 645 (776) | ∞3e4 | 0/15 |
| I-DBDP-GL Kudela | 22 (8) | 18 (15) | 24 (13) | 36 (31) | 58 (33) | 66 (36) | 88 (28) | 15/15 |
| WOA Espinoza | 455 (594) | 1182 (1019) | ∞ | ∞ | ∞ | ∞ | ∞3e4 | 0/15 |
| a-CMA-ES Gissler | 3.5 (0.9) | 2.6 (2) | 2.6 (2) | 3.0 (3) | 3.2 (3) | 2.7 (2) | 2.8 (2) | 15/15 |
| ad-CMA-ES Gissler | 8.3 (10) | 5.2 (6) | 3.2 (3) | 3.0 (3) | 2.9 (3) | 2.2 (2) | 2.2 (2) | 15/15 |
| adm-CMA-ES Gissler | 6.4 (5) | 5.2 (5) | 3.5 (3) | 3.3 (3) | 3.2 (3) | 2.5 (2) | 2.6 (2) | 15/15 |
| c-CMA-ES Gissler | 5.9 (3) | 4.2 (3) | 3.3 (3) | 3.3 (3) | 3.4 (2) | 2.8 (2) | 2.9 (2) | 15/15 |
| cd-CMA-ES Gissler | 5.0 (3) | 4.4 (5) | 3.5 (4) | 3.8 (4) | 3.9 (3) | 3.3 (2) | 3.5 (2) | 15/15 |
| cdm-CMA-ES Gissler | 4.6 (2) | 4.2 (3) | 3.4 (2) | 3.4 (3) | 3.4 (2) | 2.8 (2) | 2.9 (2) | 15/15 |
| cma-bp-bbob Brockhoff | 4.1 (2) | 3.6 (3) | 3.3 (2) | 3.5 (3) | 3.6 (2) | 3.0 (2) | 3.2 (2) | 15/15 |
| cma-bt-bbob Brockhoff | 9.0 (11) | 6.6 (7) | 4.6 (4) | 4.5 (4) | 4.6 (3) | 3.7 (3) | 3.8 (2) | 15/15 |
| d-CMA-ES Gissler | 6.3 (2) | 4.7 (5) | 3.7 (4) | 3.9 (5) | 3.9 (4) | 3.1 (3) | 3.4 (3) | 15/15 |
| default-CMA-ES Gissler | 6.3 (4) | 4.4 (5) | 3.6 (3) | 3.8 (4) | 3.8 (4) | 3.1 (3) | 3.5 (3) | 15/15 |
| dm-CMA-ES Gissler | 6.8 (9) | 4.1 (7) | 2.8 (4) | 2.9 (3) | 3.0 (3) | 2.4 (2) | 2.5 (2) | 15/15 |
| m-SDWOA Espinoza | 51 (14) | 33 (10) | 27 (7) | 28 (12) | 30 (13) | 44 (54) | 41 (49) | 9/15 |
| s-CMA-ES Gissler | 4.9 (3) | 3.6 (4) | 2.6 (2) | 2.5 (2) | 2.6 (2) | 2.1 (2) | 2.2 (2) | 15/15 |
| sc-CMA-ES Gissler | 7.9 (7) | 5.0 (5) | 3.7 (3) | 3.7 (3) | 3.7 (3) | 2.9 (3) | 3.0 (3) | 15/15 |
| scd-CMA-ES Gissler | 5.7 (4) | 6.1 (5) | 4.8 (5) | 4.9 (4) | 4.9 (4) | 3.8 (3) | 3.8 (3) | 15/15 |
| scdm-CMA-ES Gissler | 5.1 (4) | 3.3 (3) | 2.3 (3) | 2.6 (2) | 2.7 (2) | 2.4 (2) | 2.6 (2) | 15/15 |
| sd-CMA-ES Gissler | 7.4 (7) | 5.3 (6) | 3.7 (4) | 3.5 (3) | 3.6 (3) | 2.8 (2) | 2.9 (2) | 15/15 |
| sdm-CMA-ES Gissler | 6.9 (3) | 4.5 (4) | 3.3 (3) | 3.4 (3) | 3.3 (2) | 2.7 (2) | 2.8 (2) | 15/15 |
| Δ fopt f13, 3-D |
1e1 49 |
1e0 85 |
1e-1 108 |
1e-2 136 |
1e-3 215 |
1e-5 281 |
1e-7 365 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 1.2 (0.5) | 1.0 (0.2) | 0.96 (0.2) | 0.94 (0.2) | 466 (1221) | 1469 (1868) | ∞2e5 | 0/15 |
| DIRECT-REV Kudela | 1.1 (0.4) | 0.93 (0.2) | 0.90 (0.2) | 0.86 (0.1)↑1 | 80 (60) | 3492 (5462) | ∞2e5 | 0/15 |
| E-WOA Espinoza | 227 (305) | 846 (1089) | 1919 (2219) | 3255 (4853) | 2086 (1570) | ∞ | ∞3e4 | 0/15 |
| I-DBDP-GL Kudela | 7.5 (3) | 15 (5) | 31 (16) | 52 (23) | 66 (28) | 159 (98) | 279 (110) | 12/15 |
| WOA Espinoza | 235 (328) | 441 (706) | 1204 (1764) | ∞ | ∞ | ∞ | ∞3e4 | 0/15 |
| a-CMA-ES Gissler | 3.0 (1) | 3.1 (1.0) | 3.5 (0.9) | 3.3 (0.9) | 2.5 (0.5) | 2.7 (0.4) | 2.7 (0.5) | 15/15 |
| ad-CMA-ES Gissler | 2.9 (0.7) | 2.9 (0.6) | 3.3 (0.4) | 3.4 (0.4) | 2.6 (0.4) | 2.7 (0.4) | 2.7 (0.4) | 15/15 |
| adm-CMA-ES Gissler | 2.7 (1) | 2.9 (0.8) | 3.3 (0.6) | 3.4 (0.4) | 2.6 (0.2) | 2.7 (0.3) | 2.6 (0.2) | 15/15 |
| c-CMA-ES Gissler | 3.3 (2) | 3.2 (2) | 3.9 (1) | 3.9 (0.8) | 2.9 (0.5) | 3.0 (0.4) | 2.9 (0.5) | 15/15 |
| cd-CMA-ES Gissler | 3.3 (2) | 3.1 (1) | 3.4 (0.8) | 3.6 (0.6) | 2.8 (0.3) | 2.9 (0.3) | 2.8 (0.2) | 15/15 |
| cdm-CMA-ES Gissler | 3.2 (2) | 3.5 (1) | 3.8 (0.6) | 3.8 (0.6) | 2.9 (0.4) | 3.0 (0.3) | 2.9 (0.2) | 15/15 |
| cma-bp-bbob Brockhoff | 3.2 (1) | 3.3 (1) | 3.4 (1) | 3.5 (0.8) | 2.9 (0.4) | 2.9 (0.5) | 2.7 (0.3) | 15/15 |
| cma-bt-bbob Brockhoff | 3.3 (1) | 3.5 (0.8) | 3.8 (0.9) | 3.6 (0.6) | 2.7 (0.4) | 2.7 (0.3) | 2.7 (0.3) | 15/15 |
| d-CMA-ES Gissler | 3.2 (1) | 3.1 (1) | 3.3 (0.8) | 3.2 (0.7) | 2.6 (0.4) | 2.8 (0.3) | 2.7 (0.3) | 15/15 |
| default-CMA-ES Gissler | 2.9 (1) | 3.2 (0.9) | 3.4 (0.9) | 3.4 (0.8) | 2.7 (0.6) | 2.8 (0.5) | 2.6 (0.3) | 15/15 |
| dm-CMA-ES Gissler | 2.8 (1.0) | 2.9 (1) | 3.4 (0.9) | 3.6 (0.7) | 2.8 (0.4) | 2.8 (0.4) | 2.7 (0.4) | 15/15 |
| m-SDWOA Espinoza | 23 (10) | 30 (6) | 40 (4) | 45 (3) | 36 (2) | 39 (2) | 39 (1) | 15/15 |
| s-CMA-ES Gissler | 2.9 (2) | 3.8 (2) | 4.0 (1) | 3.9 (1) | 2.9 (0.5) | 2.9 (0.4) | 2.8 (0.5) | 15/15 |
| sc-CMA-ES Gissler | 3.1 (2) | 4.3 (1) | 4.4 (1) | 4.2 (0.9) | 3.1 (0.6) | 3.1 (0.6) | 3.0 (0.5) | 15/15 |
| scd-CMA-ES Gissler | 2.9 (0.9) | 3.4 (0.8) | 3.7 (0.9) | 3.7 (0.5) | 2.8 (0.5) | 3.0 (0.4) | 2.8 (0.4) | 15/15 |
| scdm-CMA-ES Gissler | 2.9 (1) | 3.0 (2) | 3.2 (1) | 3.4 (0.9) | 2.7 (0.7) | 2.8 (0.5) | 3.0 (0.4) | 15/15 |
| sd-CMA-ES Gissler | 2.5 (2) | 3.2 (1) | 3.6 (1) | 3.4 (1.0) | 2.6 (0.7) | 2.8 (0.5) | 2.7 (0.4) | 15/15 |
| sdm-CMA-ES Gissler | 3.0 (2) | 3.2 (1) | 3.4 (0.7) | 3.5 (0.5) | 2.7 (0.3) | 2.6 (0.3) | 2.7 (0.3) | 15/15 |
| Δ fopt f14, 3-D |
1e1 2.0 |
1e0 17 |
1e-1 28 |
1e-2 43 |
1e-3 71 |
1e-5 110 |
1e-7 194 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 0.97 (0.8) | 2.3 (2) | 2.5 (0.9) | 4.7 (8) | 50 (62) | 497 (1023) | 3094 (3286) | 0/15 |
| DIRECT-REV Kudela | 3.4 (5) | 3.1 (2) | 2.6 (1) | 2.4 (0.9) | 1.7 (0.4) | 1.4 (0.3) | 5027 (4833) | 2/15 |
| E-WOA Espinoza | 2.1 (2) | 7.4 (9) | 46 (35) | 136 (103) | 287 (316) | 718 (677) | 2296 (2088) | 1/15 |
| I-DBDP-GL Kudela | 0.97 (0.8) | 1.9 (1) | 5.5 (2) | 11 (6) | 17 (9) | 70 (41) | 311 (244) | 10/15 |
| WOA Espinoza | 2.1 (2) | 4.6 (4) | 17 (11) | 229 (490) | 574 (675) | 3982 (3341) | ∞3e4 | 0/15 |
| a-CMA-ES Gissler | 1.7 (2) | 1.8 (0.8) | 3.0 (0.9) | 3.8 (1) | 3.6 (0.7) | 3.9 (0.6) | 3.1 (0.4) | 15/15 |
| ad-CMA-ES Gissler | 2.5 (2) | 2.5 (3) | 3.3 (2) | 4.2 (1) | 3.7 (0.6) | 4.0 (0.9) | 3.4 (0.5) | 15/15 |
| adm-CMA-ES Gissler | 1.9 (3) | 1.4 (1) | 3.1 (0.9) | 4.0 (1) | 3.6 (1) | 3.9 (0.7) | 3.2 (0.5) | 15/15 |
| c-CMA-ES Gissler | 1.3 (1) | 1.7 (2) | 2.8 (1.0) | 3.5 (1) | 3.7 (1) | 4.4 (0.8) | 3.5 (0.6) | 15/15 |
| cd-CMA-ES Gissler | 1.7 (2) | 1.8 (2) | 3.5 (0.7) | 4.0 (0.8) | 3.7 (0.8) | 4.4 (0.7) | 3.5 (0.4) | 15/15 |
| cdm-CMA-ES Gissler | 1.7 (2) | 1.5 (0.9) | 3.4 (1) | 3.8 (0.8) | 3.6 (0.9) | 4.2 (0.5) | 3.3 (0.3) | 15/15 |
| cma-bp-bbob Brockhoff | 1.3 (1) | 2.2 (1) | 3.5 (0.9) | 4.4 (2) | 3.9 (0.9) | 4.2 (0.7) | 3.3 (0.3) | 15/15 |
| cma-bt-bbob Brockhoff | 1.1 (0.8) | 1.8 (0.9) | 3.8 (1) | 3.9 (0.9) | 3.5 (0.7) | 3.9 (0.6) | 3.1 (0.5) | 15/15 |
| d-CMA-ES Gissler | 2.1 (3) | 2.3 (2) | 3.4 (1) | 4.1 (1) | 3.6 (0.9) | 4.1 (0.8) | 3.2 (0.5) | 15/15 |
| default-CMA-ES Gissler | 1.6 (2) | 1.9 (2) | 3.3 (1) | 3.5 (0.9) | 3.4 (0.9) | 3.8 (1.0) | 3.2 (0.6) | 15/15 |
| dm-CMA-ES Gissler | 2.3 (4) | 1.8 (1) | 2.8 (2) | 3.9 (1.0) | 3.3 (1.0) | 3.8 (1) | 3.2 (0.5) | 15/15 |
| m-SDWOA Espinoza | 2.1 (2) | 5.1 (4) | 27 (12) | 45 (9) | 42 (6) | 50 (5) | 42 (3) | 15/15 |
| s-CMA-ES Gissler | 2.6 (3) | 1.8 (1) | 3.3 (2) | 3.5 (1) | 3.4 (0.8) | 3.7 (0.6) | 3.1 (0.4) | 15/15 |
| sc-CMA-ES Gissler | 3.2 (4) | 2.5 (2) | 3.3 (2) | 4.2 (2) | 3.7 (0.8) | 4.3 (0.8) | 3.6 (0.7) | 15/15 |
| scd-CMA-ES Gissler | 1.4 (2) | 1.8 (1) | 3.0 (0.9) | 3.7 (2) | 3.4 (1) | 4.1 (1) | 3.4 (0.6) | 15/15 |
| scdm-CMA-ES Gissler | 2.0 (3) | 1.6 (1) | 3.4 (1) | 3.9 (0.7) | 3.7 (0.7) | 4.1 (0.5) | 3.2 (0.4) | 15/15 |
| sd-CMA-ES Gissler | 2.4 (4) | 2.4 (2) | 3.4 (1) | 3.6 (1) | 3.6 (1) | 3.9 (0.6) | 3.2 (0.6) | 15/15 |
| sdm-CMA-ES Gissler | 1.8 (2) | 1.8 (2) | 3.2 (2) | 3.6 (1) | 3.5 (1) | 3.8 (0.7) | 3.0 (0.4) | 15/15 |
| Δ fopt f15, 3-D |
1e1 121 |
1e0 1372 |
1e-1 6285 |
1e-2 8282 |
1e-3 8429 |
1e-5 8787 |
1e-7 9041 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 0.59 (0.5) | 1.5 (1) | 1.0 (0.8) | 0.93 (1.0) | 0.96 (1.0) | 3.4 (9) | 3.3 (8) | 13/15 |
| DIRECT-REV Kudela | 1.3 (0.8) | 0.75 (0.5) | 1.3 (2) | 0.96 (1) | 0.95 (1) | 0.91 (1) | 0.89 (1) | 15/15 |
| E-WOA Espinoza | 30 (44) | 57 (46) | ∞ | ∞ | ∞ | ∞ | ∞3e4 | 0/15 |
| I-DBDP-GL Kudela | 1.6 (1) | 1.2 (0.3) | 0.97 (1) | 0.79 (0.8) | 0.85 (0.8) | 0.99 (0.8) | 1.2 (0.8) | 15/15 |
| WOA Espinoza | 2.1 (1) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞3e4 | 0/15 |
| a-CMA-ES Gissler | 1.7 (1.0) | 1.6 (1) | 1.2 (1) | 0.92 (0.9) | 0.92 (0.9) | 0.92 (0.9) | 0.94 (0.9) | 15/15 |
| ad-CMA-ES Gissler | 0.75 (0.5) | 1.2 (1) | 1.1 (1) | 0.89 (1) | 0.91 (1) | 0.91 (1) | 0.92 (1) | 15/15 |
| adm-CMA-ES Gissler | 1.1 (0.9) | 1.7 (1) | 0.81 (0.7) | 0.63 (0.5) | 0.64 (0.5) | 0.64 (0.5) | 0.65 (0.5) | 15/15 |
| c-CMA-ES Gissler | 2.3 (5) | 2.1 (2) | 0.93 (0.8) | 0.74 (0.7) | 0.74 (0.7) | 0.75 (0.6) | 0.75 (0.6) | 15/15 |
| cd-CMA-ES Gissler | 0.83 (0.5) | 1.4 (1) | 1.3 (1) | 1.0 (1) | 1.0 (1) | 1.0 (1) | 1.0 (1) | 15/15 |
| cdm-CMA-ES Gissler | 1.0 (0.5) | 1.6 (1) | 0.94 (0.7) | 0.74 (0.5) | 0.74 (0.5) | 0.74 (0.5) | 0.75 (0.5) | 15/15 |
| cma-bp-bbob Brockhoff | 0.90 (0.7) | 1.3 (1) | 1.3 (2) | 1.0 (1) | 1.0 (1) | 1.0 (1) | 1.0 (1) | 15/15 |
| cma-bt-bbob Brockhoff | 1.3 (1) | 1.3 (1) | 1.7 (2) | 1.3 (2) | 1.3 (2) | 1.2 (2) | 1.2 (2) | 13/15 |
| d-CMA-ES Gissler | 0.97 (0.5) | 1.2 (1) | 0.80 (0.8) | 0.63 (0.6) | 0.63 (0.6) | 0.63 (0.6) | 0.64 (0.6) | 15/15 |
| default-CMA-ES Gissler | 1.5 (0.9) | 1.00 (1) | 0.98 (0.9) | 0.77 (0.7) | 0.77 (0.7) | 0.78 (0.7) | 0.79 (0.7) | 15/15 |
| dm-CMA-ES Gissler | 1.6 (0.5) | 1.3 (1) | 0.75 (0.9) | 0.67 (0.6) | 0.68 (0.7) | 0.68 (0.6) | 0.69 (0.6) | 15/15 |
| m-SDWOA Espinoza | 5.0 (3) | 5.9 (2) | 2.4 (0.8) | 2.3 (0.5) | 2.4 (0.4) | 2.5 (0.5) | 2.6 (0.4) | 15/15 |
| s-CMA-ES Gissler | 1.1 (0.6) | 1.4 (1) | 1.1 (0.8) | 0.85 (0.6) | 0.86 (0.6) | 0.85 (0.6) | 0.87 (0.6) | 15/15 |
| sc-CMA-ES Gissler | 1.3 (0.9) | 1.8 (2) | 0.91 (0.8) | 0.72 (0.6) | 0.72 (0.6) | 0.72 (0.6) | 0.73 (0.6) | 15/15 |
| scd-CMA-ES Gissler | 1.00 (0.7) | 1.7 (0.9) | 1.2 (0.9) | 0.92 (0.7) | 0.92 (0.7) | 0.92 (0.6) | 0.93 (0.6) | 15/15 |
| scdm-CMA-ES Gissler | 1.5 (1) | 2.3 (2) | 1.5 (1) | 1.2 (1) | 1.2 (1) | 1.2 (1) | 1.2 (1) | 15/15 |
| sd-CMA-ES Gissler | 0.85 (0.7) | 0.76 (0.5) | 0.78 (0.8) | 0.61 (0.6) | 0.62 (0.6) | 0.62 (0.6) | 0.63 (0.6) | 15/15 |
| sdm-CMA-ES Gissler | 0.95 (0.7) | 1.1 (1) | 0.75 (0.3) | 0.61 (0.2)↑1 | 0.62 (0.2)↑1 | 0.62 (0.2)↑1 | 0.63 (0.2)↑1 | 15/15 |
| Δ fopt f16, 3-D |
1e1 41 |
1e0 319 |
1e-1 582 |
1e-2 789 |
1e-3 1864 |
1e-5 3204 |
1e-7 3361 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 2.6 (2) | 1.8 (1) | 1.9 (1) | 2.5 (2) | 3.3 (2) | 113 (144) | ∞2e5 | 0/15 |
| DIRECT-REV Kudela | 3.2 (3) | 1.7 (1) | 1.7 (0.9) | 2.7 (2) | 2.1 (1) | 39 (45) | 626 (603) | 0/15 |
| E-WOA Espinoza | 3.1 (4) | 12 (15) | 58 (69) | 255 (323) | 229 (221) | 135 (154) | 130 (165) | 1/15 |
| I-DBDP-GL Kudela | 1.5 (2) | 1.2 (0.6) | 1.4 (0.4) | 1.4 (0.4) | 0.92 (0.3) | 1.1 (0.4) | 1.6 (0.4) | 15/15 |
| WOA Espinoza | 2.1 (2) | 2.8 (2) | 64 (105) | 112 (181) | 106 (144) | ∞ | ∞3e4 | 0/15 |
| a-CMA-ES Gissler | 1.4 (2) | 4.6 (3) | 3.8 (4) | 3.0 (3) | 1.3 (1) | 0.81 (0.7) | 0.81 (0.7) | 15/15 |
| ad-CMA-ES Gissler | 1.5 (2) | 1.7 (2) | 1.8 (2) | 1.7 (1) | 0.78 (0.5) | 0.49 (0.3)↑1 | 0.52 (0.3)↑1 | 15/15 |
| adm-CMA-ES Gissler | 1.0 (0.9) | 2.7 (3) | 3.8 (3) | 3.3 (3) | 1.5 (1) | 0.91 (0.7) | 0.92 (0.6) | 15/15 |
| c-CMA-ES Gissler | 1.8 (2) | 3.7 (6) | 2.7 (3) | 2.5 (3) | 1.1 (1) | 0.88 (1) | 0.88 (1) | 15/15 |
| cd-CMA-ES Gissler | 1.4 (2) | 1.6 (3) | 2.4 (4) | 1.9 (3) | 0.96 (1) | 0.65 (0.8) | 0.66 (0.8) | 15/15 |
| cdm-CMA-ES Gissler | 1.5 (2) | 1.2 (0.6) | 1.4 (2) | 2.0 (3) | 0.88 (1) | 0.56 (0.6) | 0.60 (0.6) | 15/15 |
| cma-bp-bbob Brockhoff | 1.1 (2) | 2.9 (3) | 3.6 (2) | 3.2 (3) | 1.5 (1) | 0.96 (0.7) | 0.96 (0.7) | 15/15 |
| cma-bt-bbob Brockhoff | 0.51 (0.4)↑1 | 1.7 (2) | 1.4 (1) | 2.8 (1) | 1.3 (0.6) | 0.88 (0.3)↑1 | 0.88 (0.3)↑1 | 15/15 |
| d-CMA-ES Gissler | 1.4 (2) | 1.7 (3) | 2.2 (3) | 1.8 (3) | 0.81 (1) | 0.51 (0.7) | 0.53 (0.7) | 15/15 |
| default-CMA-ES Gissler | 1.5 (2) | 1.8 (3) | 1.3 (2) | 1.2 (1) | 0.79 (1) | 0.53 (0.6) | 0.54 (0.6) | 15/15 |
| dm-CMA-ES Gissler | 1.2 (1) | 1.9 (3) | 2.1 (2) | 1.8 (1) | 0.85 (0.5) | 0.56 (0.3)↑1 | 0.73 (0.6) | 15/15 |
| m-SDWOA Espinoza | 2.4 (3) | 5.1 (4) | 22 (9) | 38 (23) | 57 (41) | 34 (33) | 66 (54) | 2/15 |
| s-CMA-ES Gissler | 1.9 (2) | 2.4 (2) | 2.8 (3) | 3.2 (4) | 1.4 (2) | 0.87 (1) | 0.88 (1) | 15/15 |
| sc-CMA-ES Gissler | 2.0 (2) | 2.8 (3) | 2.8 (3) | 2.8 (3) | 1.6 (1) | 1.0 (0.8) | 1.0 (0.7) | 15/15 |
| scd-CMA-ES Gissler | 1.0 (1) | 1.7 (2) | 2.1 (2) | 2.4 (2) | 1.1 (1) | 0.72 (0.7) | 0.74 (0.6) | 15/15 |
| scdm-CMA-ES Gissler | 2.0 (1) | 3.0 (6) | 3.5 (4) | 3.3 (3) | 1.5 (1) | 0.93 (0.8) | 1.1 (1) | 15/15 |
| sd-CMA-ES Gissler | 1.6 (1) | 3.7 (5) | 3.3 (4) | 2.9 (3) | 1.5 (1) | 0.95 (0.8) | 0.95 (0.7) | 15/15 |
| sdm-CMA-ES Gissler | 2.0 (2) | 2.7 (3) | 2.9 (4) | 2.3 (3) | 1.1 (1) | 0.66 (0.7) | 0.78 (0.7) | 15/15 |
| Δ fopt f17, 3-D |
1e1 4.0 |
1e0 78 |
1e-1 282 |
1e-2 491 |
1e-3 1134 |
1e-5 2347 |
1e-7 3469 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 1.3 (2) | 1.7 (1) | 1.9 (1) | 21 (24) | 272 (331) | ∞ | ∞2e5 | 0/15 |
| DIRECT-REV Kudela | 1.3 (2) | 2.1 (1) | 1.9 (1) | 4.5 (4) | 21 (34) | ∞ | ∞2e5 | 0/15 |
| E-WOA Espinoza | 2.0 (3) | 29 (30) | 69 (113) | 151 (230) | 188 (151) | ∞ | ∞3e4 | 0/15 |
| I-DBDP-GL Kudela | 1.2 (1) | 1.7 (0.9) | 2.1 (0.7) | 3.8 (2) | 3.1 (0.8) | 4.0 (0.5) | 4.7 (0.5) | 15/15 |
| WOA Espinoza | 2.0 (3) | 11 (10) | 80 (136) | 269 (321) | 382 (390) | ∞ | ∞3e4 | 0/15 |
| a-CMA-ES Gissler | 1.1 (1) | 1.3 (1) | 1.9 (2) | 1.9 (2) | 1.1 (0.7) | 1.1 (0.7) | 1.1 (0.6) | 15/15 |
| ad-CMA-ES Gissler | 2.0 (2) | 1.1 (1.0) | 0.87 (0.3) | 0.77 (0.2)↑1 | 0.75 (0.6) | 0.95 (0.8) | 1.1 (0.5) | 15/15 |
| adm-CMA-ES Gissler | 0.77 (0.6) | 0.99 (0.3) | 1.2 (0.4) | 1.2 (1) | 0.72 (0.7) | 1.3 (0.5) | 1.3 (0.5) | 15/15 |
| c-CMA-ES Gissler | 0.93 (1) | 1.3 (0.7) | 1.1 (0.6) | 1.5 (1) | 1.0 (0.6) | 1.0 (0.5) | 0.87 (0.4) | 15/15 |
| cd-CMA-ES Gissler | 1.4 (2) | 3.7 (0.9) | 1.7 (2) | 1.7 (2) | 0.89 (1.0) | 0.84 (0.7) | 0.72 (0.6) | 15/15 |
| cdm-CMA-ES Gissler | 0.87 (1) | 1 (0.7) | 0.81 (0.2) | 0.89 (0.2) | 0.75 (0.7) | 0.90 (0.4) | 0.93 (0.6) | 15/15 |
| cma-bp-bbob Brockhoff | 1.6 (2) | 0.98 (0.6) | 0.69 (0.2)↑1 | 0.66 (0.1)↑0 | 0.54 (0.4) | 0.84 (0.9) | 0.82 (0.6) | 15/15 |
| cma-bt-bbob Brockhoff | 2.0 (3) | 1.1 (0.5) | 0.78 (0.3) | 1.0 (1) | 0.73 (0.5) | 0.78 (0.4) | 1.0 (0.6) | 15/15 |
| d-CMA-ES Gissler | 1.5 (2) | 0.93 (0.5) | 0.74 (0.3) | 0.89 (0.3) | 0.65 (0.6) | 1.1 (0.9) | 0.92 (0.5) | 15/15 |
| default-CMA-ES Gissler | 0.78 (0.8) | 1.2 (0.4) | 1.7 (2) | 1.3 (1) | 0.73 (0.5) | 1.00 (0.8) | 0.98 (0.5) | 15/15 |
| dm-CMA-ES Gissler | 1.0 (2) | 1.5 (2) | 2.0 (4) | 1.5 (2) | 0.84 (0.9) | 0.88 (0.5) | 1.2 (0.5) | 15/15 |
| m-SDWOA Espinoza | 2.0 (3) | 6.6 (3) | 8.8 (2) | 11 (2) | 7.3 (1) | 6.5 (0.5) | 6.0 (0.3) | 15/15 |
| s-CMA-ES Gissler | 0.82 (0.9) | 1.7 (0.5) | 1.6 (2) | 1.3 (1) | 1.1 (0.9) | 1.0 (0.6) | 0.92 (0.4) | 15/15 |
| sc-CMA-ES Gissler | 1.3 (2) | 0.86 (0.4) | 0.89 (0.3) | 1.5 (1) | 1.2 (0.8) | 1.2 (0.6) | 1.0 (0.5) | 15/15 |
| scd-CMA-ES Gissler | 0.78 (0.8) | 1.3 (1.0) | 1.4 (2) | 1.7 (1) | 1.1 (0.7) | 1.1 (0.7) | 0.95 (0.7) | 15/15 |
| scdm-CMA-ES Gissler | 1.2 (2) | 1.8 (0.8) | 1.7 (2) | 1.7 (2) | 1.2 (0.8) | 1.2 (0.5) | 0.98 (0.5) | 15/15 |
| sd-CMA-ES Gissler | 1.8 (3) | 1.3 (0.9) | 0.87 (0.3) | 1.0 (0.2) | 0.94 (0.9) | 1.0 (0.8) | 0.88 (0.7) | 15/15 |
| sdm-CMA-ES Gissler | 1.4 (2) | 1.8 (0.5) | 1.2 (2) | 0.95 (1) | 0.73 (0.6) | 0.70 (0.4) | 0.72 (0.6) | 15/15 |
| Δ fopt f18, 3-D |
1e1 40 |
1e0 145 |
1e-1 1289 |
1e-2 3084 |
1e-3 3523 |
1e-5 4738 |
1e-7 5527 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 4.8 (9) | 5.1 (4) | 1.8 (1) | 10 (20) | 94 (109) | ∞ | ∞2e5 | 0/15 |
| DIRECT-REV Kudela | 6.4 (6) | 11 (11) | 2.3 (1) | 2.7 (2) | 23 (48) | ∞ | ∞2e5 | 0/15 |
| E-WOA Espinoza | 7.2 (9) | 136 (215) | 97 (140) | 139 (102) | 122 (155) | ∞ | ∞3e4 | 0/15 |
| I-DBDP-GL Kudela | 1.5 (1) | 2.5 (1) | 1.2 (0.4) | 1.2 (0.6) | 2.0 (1) | 3.5 (1) | 5.0 (2) | 15/15 |
| WOA Espinoza | 3.0 (3) | 166 (216) | 71 (91) | ∞ | ∞ | ∞ | ∞3e4 | 0/15 |
| a-CMA-ES Gissler | 1.0 (1) | 2.6 (4) | 0.89 (1) | 0.50 (0.6) | 0.57 (0.6) | 0.79 (0.4) | 0.79 (0.4) | 15/15 |
| ad-CMA-ES Gissler | 0.84 (0.5) | 2.6 (5) | 0.94 (1) | 0.50 (0.7) | 0.59 (0.6) | 0.61 (0.5) | 0.62 (0.5) | 15/15 |
| adm-CMA-ES Gissler | 1.1 (1) | 2.3 (4) | 0.67 (0.6) | 0.37 (0.3)↑0 | 0.37 (0.2)↑0 | 0.62 (0.3) | 0.73 (0.3) | 15/15 |
| c-CMA-ES Gissler | 0.99 (0.7) | 2.8 (6) | 1.1 (0.7) | 0.69 (0.2)↑1 | 0.67 (0.2)↑1 | 0.68 (0.4) | 0.64 (0.4) | 15/15 |
| cd-CMA-ES Gissler | 0.98 (0.6) | 2.1 (0.6) | 0.56 (0.6) | 0.40 (0.4)↑0 | 0.54 (0.3)↑1 | 0.73 (0.5) | 0.73 (0.3) | 15/15 |
| cdm-CMA-ES Gissler | 1.1 (0.9) | 2.4 (4) | 0.79 (0.8) | 0.42 (0.4)↑1 | 0.53 (0.6) | 0.66 (0.5) | 0.66 (0.5) | 15/15 |
| cma-bp-bbob Brockhoff | 0.85 (0.9) | 5.1 (10) | 1.8 (2) | 0.95 (0.8) | 0.89 (0.8) | 0.99 (0.5) | 0.97 (0.4) | 15/15 |
| cma-bt-bbob Brockhoff | 0.61 (0.5) | 2.2 (4) | 0.67 (0.6) | 0.48 (0.3)↑1 | 0.47 (0.3)↑1 | 0.85 (0.6) | 0.93 (0.5) | 15/15 |
| d-CMA-ES Gissler | 1.1 (1) | 2.1 (0.9) | 1.1 (0.8) | 0.65 (0.6) | 0.65 (0.5) | 0.79 (0.4) | 0.79 (0.4) | 15/15 |
| default-CMA-ES Gissler | 0.98 (0.9) | 2.7 (6) | 0.83 (0.7) | 0.66 (0.7) | 0.65 (0.6) | 0.70 (0.4) | 0.74 (0.3) | 15/15 |
| dm-CMA-ES Gissler | 0.75 (0.7) | 2.4 (3) | 0.79 (0.8) | 0.66 (0.6) | 0.63 (0.6) | 0.75 (0.5) | 0.78 (0.5) | 15/15 |
| m-SDWOA Espinoza | 3.1 (3) | 13 (3) | 3.1 (0.7) | 2.5 (0.6) | 3.3 (0.4) | 4.0 (0.3) | 4.6 (0.3) | 14/15 |
| s-CMA-ES Gissler | 1.1 (0.9) | 1.2 (0.4) | 0.90 (0.7) | 0.54 (0.3)↑1 | 0.61 (0.6) | 0.81 (0.4) | 0.96 (0.7) | 15/15 |
| sc-CMA-ES Gissler | 1.1 (1) | 2.1 (0.7) | 1.2 (1) | 0.93 (0.7) | 0.89 (0.6) | 0.92 (0.3) | 1.0 (0.3) | 15/15 |
| scd-CMA-ES Gissler | 0.77 (0.7) | 1.3 (0.4) | 0.86 (0.7) | 0.48 (0.3)↑1 | 0.60 (0.6) | 0.72 (0.5) | 0.73 (0.5) | 15/15 |
| scdm-CMA-ES Gissler | 0.85 (0.8) | 1.7 (0.7) | 0.72 (0.8) | 0.51 (0.7) | 0.57 (0.6) | 0.72 (0.4) | 0.76 (0.4) | 15/15 |
| sd-CMA-ES Gissler | 0.81 (0.7) | 1.7 (0.6) | 0.62 (0.7) | 0.40 (0.3)↑0 | 0.43 (0.3)↑0 | 0.69 (0.4) | 0.74 (0.3) | 15/15 |
| sdm-CMA-ES Gissler | 1.3 (1) | 2.9 (6) | 0.90 (0.7) | 0.66 (0.6) | 0.71 (0.4) | 0.70 (0.3) | 0.66 (0.3) | 15/15 |
| Δ fopt f19, 3-D |
1e1 1 |
1e0 1 |
1e-1 109 |
1e-2 6764 |
1e-3 7367 |
1e-5 7399 |
1e-7 7441 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 7.2 (9) | 950 (1001) | 41 (29) | 5.3 (4) | 6.9 (7) | 19 (13) | 92 (117) | 2/15 |
| DIRECT-REV Kudela | 1 (0) | 1 (0) | 1.6 (1.0)★2 | 1.0 (1) | 1.6 (2) | 1.6 (2) | 1.6 (2) | 12/15 |
| E-WOA Espinoza | 13 (14) | 570 (512) | 156 (178) | 7.3 (8) | 18 (30) | 19 (19) | 29 (25) | 1/15 |
| I-DBDP-GL Kudela | 5.9 (8) | 332 (282) | 28 (24) | 4.0 (5) | 6.4 (11) | 6.5 (11) | 6.6 (11) | 13/15 |
| WOA Espinoza | 13 (14) | 461 (529) | 121 (281) | ∞ | ∞ | ∞ | ∞3e4 | 0/15 |
| a-CMA-ES Gissler | 1 (0) | 1 (0) | 52 (69) | 2.4 (3) | 2.5 (4) | 2.5 (4) | 2.5 (4) | 15/15 |
| ad-CMA-ES Gissler | 1 (0) | 1 (0) | 62 (48) | 3.9 (5) | 3.7 (4) | 3.8 (4) | 3.8 (4) | 15/15 |
| adm-CMA-ES Gissler | 1 (0) | 1 (0) | 61 (61) | 3.4 (3) | 3.5 (3) | 3.5 (3) | 3.6 (3) | 15/15 |
| c-CMA-ES Gissler | 1 (0) | 1 (0) | 42 (40) | 1.7 (1) | 1.6 (1) | 1.6 (1) | 1.7 (1) | 15/15 |
| cd-CMA-ES Gissler | 1 (0) | 1 (0) | 40 (49) | 2.4 (3) | 3.6 (3) | 3.7 (3) | 3.7 (3) | 15/15 |
| cdm-CMA-ES Gissler | 1 (0) | 1 (0) | 58 (64) | 3.3 (3) | 3.2 (3) | 3.2 (3) | 3.2 (3) | 15/15 |
| cma-bp-bbob Brockhoff | 1 (0) | 1 (0) | 57 (38) | 2.0 (2) | 2.5 (2) | 2.5 (2) | 2.5 (2) | 13/15 |
| cma-bt-bbob Brockhoff | 1 (0) | 1 (0) | 44 (48) | 1.6 (2) | 1.9 (1) | 2.0 (1) | 2.0 (1) | 15/15 |
| d-CMA-ES Gissler | 1 (0) | 1 (0) | 40 (56) | 2.2 (3) | 2.1 (3) | 2.2 (3) | 2.2 (3) | 15/15 |
| default-CMA-ES Gissler | 1 (0) | 1 (0) | 37 (42) | 1.4 (1) | 1.9 (2) | 1.9 (2) | 1.9 (2) | 15/15 |
| dm-CMA-ES Gissler | 1 (0) | 1 (0) | 50 (65) | 3.7 (3) | 3.5 (3) | 3.5 (3) | 3.5 (3) | 15/15 |
| m-SDWOA Espinoza | 13 (14) | 311 (222) | 39 (14) | 2.1 (1.0) | 4.0 (3) | 10 (11) | 30 (26) | 2/15 |
| s-CMA-ES Gissler | 1 (0) | 1 (0) | 82 (102) | 3.8 (4) | 4.6 (3) | 4.6 (3) | 4.7 (3) | 15/15 |
| sc-CMA-ES Gissler | 1 (0) | 1 (0) | 58 (51) | 2.9 (2) | 3.2 (2) | 3.2 (3) | 3.3 (3) | 15/15 |
| scd-CMA-ES Gissler | 1 (0) | 1 (0) | 53 (68) | 3.4 (4) | 3.4 (4) | 3.5 (4) | 3.5 (4) | 15/15 |
| scdm-CMA-ES Gissler | 1 (0) | 1 (0) | 38 (40) | 2.3 (2) | 2.3 (2) | 2.6 (2) | 2.6 (2) | 15/15 |
| sd-CMA-ES Gissler | 1 (0) | 1 (0) | 68 (86) | 2.4 (3) | 2.8 (2) | 2.8 (2) | 2.8 (2) | 15/15 |
| sdm-CMA-ES Gissler | 1 (0) | 1 (0) | 50 (52) | 3.9 (4) | 4.0 (4) | 4.1 (4) | 4.1 (4) | 15/15 |
| Δ fopt f20, 3-D |
1e1 8.0 |
1e0 385 |
1e-1 2291 |
1e-2 2398 |
1e-3 2481 |
1e-5 2573 |
1e-7 2776 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 0.76 (1) | 0.28 (0.2)↑0 | 0.37 (0.7) | 0.48 (0.7) | 0.92 (1) | 32 (44) | 36 (68) | 9/15 |
| DIRECT-REV Kudela | 2.0 (0) | 0.51 (0.0)↑0 | 3.5 (3) | 3.4 (2) | 3.3 (2) | 3.1 (2) | 2.9 (2) | 15/15 |
| E-WOA Espinoza | 6.2 (5) | 8.6 (8) | 12 (15) | 13 (15) | 17 (23) | 20 (21) | 23 (17) | 5/15 |
| I-DBDP-GL Kudela | 0.75 (1) | 0.40 (0.3)↑1 | 0.32 (0.2)↑0 | 0.46 (0.2)↑0 | 0.57 (0.2)↑0 | 1.0 (0.3) | 1.5 (0.4) | 15/15 |
| WOA Espinoza | 6.2 (5) | 91 (118) | 85 (75) | ∞ | ∞ | ∞ | ∞3e4 | 0/15 |
| a-CMA-ES Gissler | 1.4 (1) | 4.2 (4) | 4.8 (4) | 5.2 (4) | 5.2 (4) | 5.2 (4) | 5.0 (4) | 15/15 |
| ad-CMA-ES Gissler | 1.3 (0.9) | 7.2 (7) | 7.0 (4) | 6.9 (4) | 7.0 (4) | 7.1 (4) | 6.8 (4) | 15/15 |
| adm-CMA-ES Gissler | 1.3 (1) | 3.9 (3) | 4.4 (4) | 4.6 (4) | 4.6 (4) | 4.6 (4) | 4.4 (4) | 15/15 |
| c-CMA-ES Gissler | 1.2 (0.8) | 4.6 (4) | 4.6 (4) | 4.7 (4) | 4.7 (4) | 4.7 (4) | 4.5 (4) | 15/15 |
| cd-CMA-ES Gissler | 1.4 (1) | 4.8 (4) | 5.5 (5) | 5.5 (4) | 5.5 (4) | 5.5 (5) | 5.3 (4) | 15/15 |
| cdm-CMA-ES Gissler | 1.5 (1) | 4.4 (5) | 5.4 (4) | 5.5 (4) | 5.5 (4) | 5.5 (4) | 5.3 (4) | 15/15 |
| cma-bp-bbob Brockhoff | 1.3 (1) | 4.0 (4) | 5.0 (4) | 5.1 (5) | 5.0 (5) | 5.0 (5) | 4.8 (4) | 14/15 |
| cma-bt-bbob Brockhoff | 2.0 (2) | 6.0 (6) | 5.7 (7) | 5.6 (7) | 5.5 (6) | 5.5 (6) | 5.2 (5) | 13/15 |
| d-CMA-ES Gissler | 0.89 (0.4) | 5.1 (4) | 6.1 (4) | 6.2 (4) | 6.1 (4) | 6.2 (4) | 5.9 (4) | 15/15 |
| default-CMA-ES Gissler | 1.5 (1) | 5.8 (7) | 4.6 (5) | 4.6 (5) | 4.6 (5) | 4.6 (5) | 4.5 (5) | 15/15 |
| dm-CMA-ES Gissler | 1.5 (1) | 4.3 (3) | 5.0 (4) | 5.0 (4) | 5.0 (4) | 5.0 (4) | 4.8 (4) | 15/15 |
| m-SDWOA Espinoza | 6.2 (5) | 4.3 (2) | 9.2 (10) | 12 (13) | 12 (8) | 12 (7) | 12 (6) | 11/15 |
| s-CMA-ES Gissler | 2.5 (2) | 4.5 (6) | 4.6 (5) | 4.7 (5) | 4.6 (5) | 4.7 (5) | 4.5 (5) | 15/15 |
| sc-CMA-ES Gissler | 1.7 (2) | 3.1 (5) | 5.6 (5) | 5.7 (5) | 5.6 (5) | 5.7 (5) | 5.4 (5) | 15/15 |
| scd-CMA-ES Gissler | 1.4 (1) | 3.5 (4) | 7.0 (8) | 7.0 (8) | 7.0 (8) | 7.1 (8) | 6.8 (8) | 15/15 |
| scdm-CMA-ES Gissler | 1.2 (0.8) | 4.3 (4) | 6.8 (7) | 6.9 (7) | 6.9 (7) | 6.9 (7) | 6.5 (7) | 15/15 |
| sd-CMA-ES Gissler | 1.8 (2) | 4.8 (6) | 4.4 (4) | 5.1 (4) | 5.0 (4) | 5.1 (4) | 4.9 (4) | 15/15 |
| sdm-CMA-ES Gissler | 1.7 (2) | 7.0 (7) | 5.1 (3) | 5.2 (3) | 5.1 (3) | 5.1 (3) | 4.9 (3) | 15/15 |
| Δ fopt f21, 3-D |
1e1 6.0 |
1e0 184 |
1e-1 425 |
1e-2 439 |
1e-3 458 |
1e-5 469 |
1e-7 482 |
#succ 14/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 1.2 (1) | 0.75 (0.8) | 0.57 (0.3)↑0 | 0.90 (0.7) | 1.1 (1) | 3.0 (4) | 95 (140) | 10/15 |
| DIRECT-REV Kudela | 3.2 (7) | 0.88 (0.7) | 0.66 (0.5) | 0.71 (0.5) | 0.74 (0.5) | 0.77 (0.5) | 0.83 (0.4) | 14/15 |
| E-WOA Espinoza | 1.4 (1) | 6.2 (10) | 10 (12) | 17 (17) | 20 (21) | 28 (38) | 36 (30) | 13/15 |
| I-DBDP-GL Kudela | 0.82 (0.6) | 0.82 (0.7) | 0.50 (0.3)↑1 | 0.71 (0.3) | 0.82 (0.4) | 1.3 (0.4) | 2.2 (0.5) | 15/15 |
| WOA Espinoza | 1.4 (1) | 42 (82) | 36 (71) | 37 (69) | 38 (66) | 99 (98) | 255 (451) | 1/15 |
| a-CMA-ES Gissler | 1.3 (0.9) | 3.8 (5) | 9.2 (15) | 10 (15) | 10 (16) | 11 (16) | 11 (16) | 15/15 |
| ad-CMA-ES Gissler | 1.8 (0.9) | 3.3 (3) | 4.9 (8) | 4.9 (9) | 4.9 (8) | 5.1 (8) | 5.1 (8) | 15/15 |
| adm-CMA-ES Gissler | 0.82 (0.7) | 2.2 (3) | 11 (26) | 14 (27) | 14 (26) | 15 (28) | 16 (28) | 15/15 |
| c-CMA-ES Gissler | 0.89 (0.6) | 3.0 (5) | 5.3 (9) | 5.4 (8) | 5.4 (8) | 5.6 (9) | 5.6 (9) | 15/15 |
| cd-CMA-ES Gissler | 1.9 (1) | 3.8 (6) | 11 (8) | 12 (8) | 12 (8) | 12 (8) | 12 (8) | 15/15 |
| cdm-CMA-ES Gissler | 1.2 (2) | 4.3 (6) | 14 (23) | 49 (84) | 49 (95) | 74 (101) | 74 (107) | 14/15 |
| cma-bp-bbob Brockhoff | 1.2 (2) | 16 (17) | 19 (40) | 18 (35) | 18 (40) | 18 (33) | 18 (32) | 13/15 |
| cma-bt-bbob Brockhoff | 1.2 (1) | 12 (11) | 12 (12) | 12 (12) | 13 (13) | 13 (13) | 13 (14) | 14/15 |
| d-CMA-ES Gissler | 1.7 (2) | 4.2 (6) | 10 (5) | 11 (5) | 56 (5) | 55 (5) | 54 (5) | 14/15 |
| default-CMA-ES Gissler | 1.7 (2) | 2.7 (3) | 5.8 (7) | 5.6 (7) | 6.0 (9) | 6.6 (9) | 6.7 (9) | 15/15 |
| dm-CMA-ES Gissler | 3.0 (5) | 7.0 (10) | 11 (16) | 11 (16) | 11 (17) | 12 (18) | 12 (18) | 15/15 |
| m-SDWOA Espinoza | 1.4 (1) | 1.9 (2) | 3.1 (2) | 5.3 (2) | 7.2 (3) | 11 (3) | 13 (3) | 15/15 |
| s-CMA-ES Gissler | 0.91 (1) | 7.9 (5) | 27 (10) | 26 (9) | 27 (9) | 29 (9) | 29 (9) | 15/15 |
| sc-CMA-ES Gissler | 1.1 (1) | 3.2 (5) | 4.6 (6) | 4.7 (5) | 4.6 (5) | 4.7 (5) | 4.8 (5) | 15/15 |
| scd-CMA-ES Gissler | 0.81 (0.8) | 6.9 (7) | 12 (22) | 19 (39) | 24 (40) | 25 (42) | 25 (43) | 15/15 |
| scdm-CMA-ES Gissler | 2.1 (2) | 5.6 (6) | 12 (22) | 12 (21) | 12 (20) | 13 (25) | 13 (25) | 15/15 |
| sd-CMA-ES Gissler | 0.90 (0.9) | 0.94 (2) | 3.1 (5) | 3.2 (5) | 3.1 (4) | 3.3 (5) | 3.4 (4) | 15/15 |
| sdm-CMA-ES Gissler | 1.4 (2) | 3.8 (6) | 14 (14) | 41 (15) | 66 (15) | 65 (15) | 63 (15) | 14/15 |
| Δ fopt f22, 3-D |
1e1 18 |
1e0 170 |
1e-1 354 |
1e-2 362 |
1e-3 384 |
1e-5 401 |
1e-7 414 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 1.8 (2) | 0.80 (0.6) | 0.97 (1) | 1.3 (1) | 1.6 (2) | 10 (12) | 84 (181) | 7/15 |
| DIRECT-REV Kudela | 2.3 (3) | 0.97 (0.8) | 1.2 (1.0) | 1.2 (1.0) | 1.2 (1) | 1.2 (1.0) | 19 (41) | 10/15 |
| E-WOA Espinoza | 2.1 (2) | 12 (12) | 32 (38) | 72 (99) | 89 (115) | 135 (134) | 168 (198) | 4/15 |
| I-DBDP-GL Kudela | 0.92 (0.9) | 0.48 (0.4)↑0 | 1.2 (1) | 1.7 (1) | 2.0 (1) | 2.9 (1) | 4.6 (2) | 15/15 |
| WOA Espinoza | 1.9 (2) | 17 (11) | 61 (66) | 84 (124) | 169 (213) | 494 (387) | 487 (757) | 2/15 |
| a-CMA-ES Gissler | 1.3 (1) | 1.9 (2) | 11 (26) | 41 (96) | 62 (90) | 169 (355) | 164 (345) | 12/15 |
| ad-CMA-ES Gissler | 0.87 (0.9) | 9.0 (13) | 21 (45) | 86 (90) | 127 (308) | 124 (290) | 125 (284) | 13/15 |
| adm-CMA-ES Gissler | 1.1 (1) | 2.2 (3) | 28 (32) | 32 (52) | 158 (468) | 201 (347) | 203 (350) | 12/15 |
| c-CMA-ES Gissler | 1.1 (0.8) | 3.3 (6) | 18 (26) | 28 (43) | 39 (68) | 125 (310) | 122 (316) | 13/15 |
| cd-CMA-ES Gissler | 1.1 (0.9) | 2.7 (4) | 34 (83) | 86 (166) | 81 (157) | 159 (295) | 157 (295) | 12/15 |
| cdm-CMA-ES Gissler | 2.1 (2) | 3.1 (3) | 13 (19) | 30 (50) | 73 (47) | 181 (353) | 175 (336) | 12/15 |
| cma-bp-bbob Brockhoff | 1.5 (1) | 6.2 (10) | 16 (18) | 21 (32) | 26 (39) | 26 (46) | 28 (45) | 12/15 |
| cma-bt-bbob Brockhoff | 1.2 (0.6) | 5.6 (6) | 17 (19) | 39 (46) | 38 (47) | 42 (75) | 41 (97) | 10/15 |
| d-CMA-ES Gissler | 0.92 (0.7) | 4.0 (6) | 10 (6) | 11 (7) | 49 (7) | 47 (7) | 46 (7) | 14/15 |
| default-CMA-ES Gissler | 1.7 (1) | 5.4 (6) | 24 (26) | 68 (93) | 73 (90) | 112 (304) | 110 (314) | 13/15 |
| dm-CMA-ES Gissler | 4.1 (1) | 2.2 (3) | 14 (24) | 20 (23) | 73 (108) | 108 (325) | 105 (315) | 13/15 |
| m-SDWOA Espinoza | 2.0 (2) | 2.5 (2) | 4.2 (4) | 7.9 (5) | 9.4 (8) | 12 (6) | 17 (5) | 15/15 |
| s-CMA-ES Gissler | 1.1 (0.7) | 2.5 (3) | 8.3 (10) | 16 (31) | 30 (51) | 114 (308) | 112 (296) | 13/15 |
| sc-CMA-ES Gissler | 1.2 (0.9) | 4.6 (7) | 18 (34) | 20 (33) | 42 (58) | 63 (58) | 62 (57) | 14/15 |
| scd-CMA-ES Gissler | 0.67 (0.6) | 2.0 (3) | 12 (12) | 13 (11) | 55 (48) | 93 (282) | 90 (274) | 13/15 |
| scdm-CMA-ES Gissler | 1.1 (1) | 6.5 (11) | 12 (10) | 19 (30) | 71 (54) | 182 (364) | 177 (349) | 12/15 |
| sd-CMA-ES Gissler | 1.3 (2) | 4.8 (6) | 11 (14) | 17 (25) | 61 (27) | 59 (26) | 58 (26) | 14/15 |
| sdm-CMA-ES Gissler | 1.5 (2) | 5.7 (7) | 33 (56) | 63 (109) | 61 (103) | 258 (1064) | 251 (561) | 12/15 |
| Δ fopt f23, 3-D |
1e1 3.0 |
1e0 407 |
1e-1 906 |
1e-2 1215 |
1e-3 2214 |
1e-5 2293 |
1e-7 2393 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 3.9 (5) | 3.2 (3) | 104 (130) | 345 (494) | 959 (1101) | ∞ | ∞2e5 | 0/15 |
| DIRECT-REV Kudela | 2.6 (3) | 1.5 (2) | 79 (156) | 97 (123) | 110 (146) | ∞ | ∞2e5 | 0/15 |
| E-WOA Espinoza | 3.2 (2) | 30 (21) | ∞ | ∞ | ∞ | ∞ | ∞3e4 | 0/15 |
| I-DBDP-GL Kudela | 2.5 (2) | 3.4 (1) | 4.1 (3) | 4.7 (2) | 4.0 (1) | 7.2 (2) | 11 (2) | 15/15 |
| WOA Espinoza | 3.2 (2) | 14 (34) | 471 (613) | ∞ | ∞ | ∞ | ∞3e4 | 0/15 |
| a-CMA-ES Gissler | 3.1 (4) | 10 (7) | 6.9 (8) | 5.4 (6) | 3.0 (3) | 3.1 (3) | 3.1 (3) | 15/15 |
| ad-CMA-ES Gissler | 3.5 (3) | 2.3 (2) | 2.8 (3) | 2.2 (2) | 1.3 (1) | 1.3 (1) | 1.4 (1) | 15/15 |
| adm-CMA-ES Gissler | 2.2 (2) | 3.8 (3) | 3.8 (5) | 3.0 (4) | 2.1 (3) | 2.1 (3) | 2.2 (3) | 15/15 |
| c-CMA-ES Gissler | 2.3 (3) | 6.0 (5) | 6.3 (8) | 5.0 (6) | 2.8 (3) | 3.0 (3) | 3.0 (3) | 15/15 |
| cd-CMA-ES Gissler | 3.1 (4) | 4.7 (3) | 6.0 (6) | 4.7 (5) | 2.6 (3) | 2.7 (3) | 2.7 (2) | 15/15 |
| cdm-CMA-ES Gissler | 3.6 (4) | 6.9 (5) | 15 (9) | 12 (7) | 6.5 (4) | 6.7 (4) | 6.6 (4) | 15/15 |
| cma-bp-bbob Brockhoff | 3.0 (2) | 3.8 (4) | 7.9 (9) | 6.1 (7) | 3.4 (4) | 3.4 (4) | 3.4 (3) | 15/15 |
| cma-bt-bbob Brockhoff | 2.3 (3) | 5.4 (7) | 5.7 (6) | 4.4 (5) | 2.5 (3) | 2.6 (2) | 2.6 (2) | 15/15 |
| d-CMA-ES Gissler | 3.8 (4) | 5.1 (4) | 5.1 (6) | 4.8 (6) | 2.7 (3) | 2.8 (3) | 2.8 (3) | 15/15 |
| default-CMA-ES Gissler | 4.1 (5) | 6.5 (12) | 6.3 (6) | 5.1 (4) | 2.9 (2) | 2.9 (2) | 2.9 (2) | 15/15 |
| dm-CMA-ES Gissler | 3.5 (4) | 6.8 (6) | 54 (10) | 42 (9) | 23 (5) | 22 (5) | 22 (5) | 14/15 |
| m-SDWOA Espinoza | 3.2 (2) | 7.0 (8) | 494 (498) | ∞ | ∞ | ∞ | ∞3e4 | 0/15 |
| s-CMA-ES Gissler | 2.5 (2) | 5.3 (5) | 8.3 (5) | 6.6 (4) | 3.7 (2) | 3.7 (2) | 3.7 (2) | 15/15 |
| sc-CMA-ES Gissler | 3.9 (4) | 10 (13) | 7.8 (10) | 7.1 (8) | 6.9 (5) | 6.9 (5) | 6.7 (5) | 15/15 |
| scd-CMA-ES Gissler | 4.1 (8) | 6.6 (7) | 6.2 (6) | 4.8 (5) | 2.7 (3) | 3.2 (4) | 3.2 (4) | 15/15 |
| scdm-CMA-ES Gissler | 5.1 (6) | 8.2 (10) | 11 (9) | 10 (7) | 5.4 (4) | 5.4 (4) | 5.3 (4) | 15/15 |
| sd-CMA-ES Gissler | 2.1 (2) | 6.7 (11) | 7.3 (9) | 6.2 (7) | 3.5 (4) | 3.5 (4) | 3.5 (4) | 15/15 |
| sdm-CMA-ES Gissler | 3.4 (4) | 6.8 (9) | 8.7 (8) | 6.6 (7) | 3.7 (4) | 3.8 (4) | 3.8 (4) | 15/15 |
| Δ fopt f24, 3-D |
1e1 97 |
1e0 10391 |
1e-1 1.0e5 |
1e-2 3.6e5 |
1e-3 3.6e5 |
1e-5 3.6e5 |
1e-7 3.6e5 |
#succ 2/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 0.62 (0.3)↑1 | 4.1 (4) | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| DIRECT-REV Kudela | 2.9 (2) | 2.7 (3) | 3.6 (2) | 1.4 (2) | 1.4 (1.0) | 1.4 (1) | 1.4 (1.0) | 4/15 |
| E-WOA Espinoza | 21 (22) | 42 (36) | ∞ | ∞ | ∞ | ∞ | ∞3e4 | 0/15 |
| I-DBDP-GL Kudela | 2.6 (3) | 3.6 (6) | 0.62 (0.5) | 0.30 (0.2) | 0.30 (0.3) | 0.30 (0.3) | 0.31 (0.3) | 11/15 |
| WOA Espinoza | 4.5 (4) | 19 (22) | 4.1 (6) | 1.2 (1) | ∞ | ∞ | ∞3e4 | 0/15 |
| a-CMA-ES Gissler | 1.6 (1) | 67 (87) | 39 (45) | 24 (22) | 24 (32) | 24 (28) | 24 (26) | 1/15 |
| ad-CMA-ES Gissler | 1.3 (0.9) | 38 (74) | 83 (105) | 24 (39) | 24 (44) | 24 (35) | 24 (24) | 1/15 |
| adm-CMA-ES Gissler | 1.3 (1) | 39 (73) | 38 (45) | 24 (29) | 24 (28) | 24 (29) | 24 (32) | 1/15 |
| c-CMA-ES Gissler | 2.2 (1) | 101 (109) | ∞ | ∞ | ∞ | ∞ | ∞6e5 | 0/15 |
| cd-CMA-ES Gissler | 2.6 (0.8) | 14 (29) | 25 (35) | 25 (33) | 25 (17) | 25 (18) | 25 (23) | 1/15 |
| cdm-CMA-ES Gissler | 0.90 (1.0) | 67 (116) | 16 (19) | 11 (15) | 11 (10) | 11 (10) | 11 (13) | 2/15 |
| cma-bp-bbob Brockhoff | 5.4 (10) | 2.6 (3) | ∞ | ∞ | ∞ | ∞ | ∞3e4 | 0/15 |
| cma-bt-bbob Brockhoff | 1.6 (1.0) | 5.1 (6) | ∞ | ∞ | ∞ | ∞ | ∞3e4 | 0/15 |
| d-CMA-ES Gissler | 1.6 (0.9) | 46 (61) | 25 (30) | 25 (20) | 25 (29) | 25 (33) | 25 (16) | 1/15 |
| default-CMA-ES Gissler | 4.0 (8) | 119 (202) | 24 (22) | 11 (8) | 11 (12) | 11 (18) | 11 (18) | 2/15 |
| dm-CMA-ES Gissler | 1.5 (1) | 87 (72) | 38 (53) | ∞ | ∞ | ∞ | ∞6e5 | 0/15 |
| m-SDWOA Espinoza | 4.4 (3) | 4.5 (4) | ∞ | ∞ | ∞ | ∞ | ∞3e4 | 0/15 |
| s-CMA-ES Gissler | 2.3 (2) | 377 (492) | 82 (102) | 24 (27) | 24 (40) | 24 (27) | 24 (27) | 1/15 |
| sc-CMA-ES Gissler | 2.3 (2) | 67 (87) | 38 (39) | 11 (14) | 11 (8) | 11 (12) | 11 (11) | 2/15 |
| scd-CMA-ES Gissler | 1.1 (0.7) | 52 (73) | 38 (45) | ∞ | ∞ | ∞ | ∞6e5 | 0/15 |
| scdm-CMA-ES Gissler | 1.5 (1) | 51 (58) | ∞ | ∞ | ∞ | ∞ | ∞6e5 | 0/15 |
| sd-CMA-ES Gissler | 2.0 (2) | 97 (73) | 86 (91) | 25 (21) | 25 (29) | 25 (26) | 25 (22) | 1/15 |
| sdm-CMA-ES Gissler | 1.8 (1) | 160 (218) | ∞ | ∞ | ∞ | ∞ | ∞6e5 | 0/15 |
Previous dimension | Dimension = 5 | Next dimension
| Δ fopt f1, 5-D |
1e1 11 |
1e0 12 |
1e-1 12 |
1e-2 12 |
1e-3 12 |
1e-5 12 |
1e-7 12 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 1.6 (1) | 3.4 (0.4) | 3.9 (1) | 3.9 (1) | 4.4 (2) | 7.2 (0.8) | 7.6 (1) | 15/15 |
| DIRECT-REV Kudela | 2.2 (1) | 2.9 (0.4)★ | 3.0 (0.2)★3 | 3.0 (0.2)★3 | 3.2 (0.3)★2 | 6.0 (0.2)★3 | 6.4 (0.5)★2 | 15/15 |
| E-WOA Espinoza | 8.0 (9) | 84 (34) | 211 (109) | 341 (187) | 475 (226) | 928 (394) | 1351 (438) | 15/15 |
| I-DBDP-GL Kudela | 1.3 (1) | 14 (7) | 49 (19) | 91 (24) | 176 (35) | 391 (57) | 695 (122) | 15/15 |
| WOA Espinoza | 7.6 (9) | 37 (17) | 508 (346) | 1492 (2177) | 9205 (9286) | ∞ | ∞5e4 | 0/15 |
| a-CMA-ES Gissler | 1.9 (1) | 6.5 (3) | 13 (2) | 19 (2) | 26 (3) | 38 (5) | 52 (5) | 15/15 |
| ad-CMA-ES Gissler | 1.5 (1.0) | 6.4 (3) | 13 (4) | 20 (2) | 27 (5) | 40 (4) | 55 (4) | 15/15 |
| adm-CMA-ES Gissler | 1.7 (1.0) | 8.3 (2) | 14 (3) | 21 (5) | 28 (3) | 41 (3) | 55 (3) | 15/15 |
| c-CMA-ES Gissler | 2.3 (2) | 7.8 (4) | 14 (3) | 21 (4) | 28 (5) | 40 (6) | 54 (7) | 15/15 |
| cd-CMA-ES Gissler | 1.5 (1) | 7.9 (2) | 15 (5) | 22 (5) | 30 (5) | 44 (7) | 59 (6) | 15/15 |
| cdm-CMA-ES Gissler | 2.1 (2) | 8.4 (3) | 15 (4) | 22 (3) | 28 (5) | 44 (4) | 59 (5) | 15/15 |
| cma-bp-bbob Brockhoff | 2.0 (2) | 8.5 (3) | 14 (3) | 21 (4) | 27 (5) | 39 (5) | 53 (5) | 15/15 |
| cma-bt-bbob Brockhoff | 1.9 (2) | 10 (4) | 16 (5) | 24 (6) | 31 (7) | 42 (7) | 55 (5) | 15/15 |
| d-CMA-ES Gissler | 1.9 (2) | 7.4 (3) | 15 (4) | 22 (4) | 28 (4) | 43 (6) | 57 (4) | 15/15 |
| default-CMA-ES Gissler | 1.6 (1) | 6.2 (2) | 12 (2) | 19 (4) | 25 (4) | 39 (7) | 50 (8) | 15/15 |
| dm-CMA-ES Gissler | 1.4 (1) | 7.9 (2) | 14 (3) | 22 (2) | 28 (3) | 43 (5) | 57 (6) | 15/15 |
| m-SDWOA Espinoza | 12 (12) | 67 (26) | 162 (26) | 247 (36) | 350 (39) | 559 (34) | 762 (39) | 15/15 |
| s-CMA-ES Gissler | 1.7 (1) | 7.2 (3) | 14 (4) | 20 (5) | 27 (5) | 40 (8) | 52 (8) | 15/15 |
| sc-CMA-ES Gissler | 2.2 (1) | 7.0 (3) | 15 (5) | 22 (4) | 28 (5) | 40 (6) | 54 (6) | 15/15 |
| scd-CMA-ES Gissler | 1.8 (1) | 6.7 (3) | 16 (5) | 24 (6) | 29 (6) | 43 (5) | 57 (5) | 15/15 |
| scdm-CMA-ES Gissler | 2.2 (2) | 8.4 (4) | 15 (4) | 21 (6) | 29 (5) | 42 (4) | 57 (7) | 15/15 |
| sd-CMA-ES Gissler | 2.1 (2) | 7.7 (3) | 14 (4) | 21 (3) | 27 (4) | 40 (6) | 55 (5) | 15/15 |
| sdm-CMA-ES Gissler | 2.0 (2) | 7.5 (3) | 14 (4) | 20 (4) | 27 (6) | 41 (6) | 54 (8) | 15/15 |
| Δ fopt f2, 5-D |
1e1 83 |
1e0 87 |
1e-1 88 |
1e-2 89 |
1e-3 90 |
1e-5 92 |
1e-7 94 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 1.5 (0.8) | 1.7 (0.8) | 2.4 (0.8) | 2.6 (0.8) | 2.8 (0.9) | 3.2 (1.0) | 3.5 (1) | 15/15 |
| DIRECT-REV Kudela | 1.1 (0.4) | 1.4 (0.5) | 2.0 (0.8) | 2.3 (0.5) | 2.5 (0.6) | 3.0 (0.8) | 3.3 (0.7) | 14/15 |
| E-WOA Espinoza | 171 (104) | 263 (294) | 295 (305) | 332 (306) | 367 (309) | 436 (273) | 580 (402) | 10/15 |
| I-DBDP-GL Kudela | 45 (13) | 59 (11) | 80 (25) | 106 (22) | 130 (19) | 220 (49) | 294 (47) | 15/15 |
| WOA Espinoza | 8556 (1e4) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞5e4 | 0/15 |
| a-CMA-ES Gissler | 7.1 (2) | 9.0 (2) | 10 (2) | 11 (1) | 11 (2) | 13 (1) | 14 (1) | 15/15 |
| ad-CMA-ES Gissler | 7.5 (3) | 9.3 (2) | 10 (2) | 11 (2) | 12 (1) | 14 (2) | 15 (2) | 15/15 |
| adm-CMA-ES Gissler | 7.8 (3) | 10 (3) | 11 (3) | 11 (3) | 12 (2) | 14 (2) | 15 (2) | 15/15 |
| c-CMA-ES Gissler | 7.8 (3) | 10 (2) | 11 (1) | 12 (1) | 13 (1) | 14 (1) | 16 (1) | 15/15 |
| cd-CMA-ES Gissler | 8.9 (3) | 10 (3) | 11 (2) | 12 (2) | 13 (2) | 15 (1) | 16 (2) | 15/15 |
| cdm-CMA-ES Gissler | 8.3 (3) | 10 (3) | 11 (3) | 12 (2) | 13 (2) | 15 (3) | 16 (2) | 15/15 |
| cma-bp-bbob Brockhoff | 7.3 (3) | 9.4 (3) | 11 (2) | 12 (1) | 13 (2) | 14 (2) | 15 (2) | 15/15 |
| cma-bt-bbob Brockhoff | 7.3 (2) | 9.0 (1) | 10 (2) | 11 (2) | 12 (2) | 13 (2) | 14 (2) | 15/15 |
| d-CMA-ES Gissler | 8.0 (2) | 10 (2) | 11 (2) | 12 (1) | 13 (1) | 14 (1) | 16 (1) | 15/15 |
| default-CMA-ES Gissler | 7.8 (2) | 8.8 (2) | 10 (2) | 11 (2) | 12 (1) | 13 (2) | 15 (2) | 15/15 |
| dm-CMA-ES Gissler | 7.1 (2) | 8.8 (2) | 10 (2) | 11 (2) | 12 (2) | 14 (2) | 15 (2) | 15/15 |
| m-SDWOA Espinoza | 42 (6) | 55 (6) | 68 (7) | 82 (5) | 96 (4) | 119 (5) | 142 (5) | 15/15 |
| s-CMA-ES Gissler | 8.5 (3) | 10 (2) | 11 (2) | 12 (1) | 12 (1) | 14 (2) | 15 (1) | 15/15 |
| sc-CMA-ES Gissler | 9.4 (4) | 11 (3) | 13 (3) | 14 (3) | 15 (3) | 16 (2) | 17 (2) | 15/15 |
| scd-CMA-ES Gissler | 8.2 (4) | 11 (5) | 13 (5) | 14 (5) | 14 (5) | 16 (4) | 17 (4) | 15/15 |
| scdm-CMA-ES Gissler | 9.4 (3) | 11 (2) | 12 (1) | 13 (1) | 14 (1) | 15 (1) | 17 (1) | 15/15 |
| sd-CMA-ES Gissler | 8.3 (3) | 10 (3) | 11 (2) | 12 (2) | 13 (2) | 14 (2) | 15 (2) | 15/15 |
| sdm-CMA-ES Gissler | 7.2 (3) | 9.4 (3) | 11 (1) | 11 (2) | 12 (2) | 14 (2) | 15 (2) | 15/15 |
| Δ fopt f3, 5-D |
1e1 716 |
1e0 1622 |
1e-1 1637 |
1e-2 1642 |
1e-3 1646 |
1e-5 1650 |
1e-7 1654 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 1.3 (2) | 68 (74) | 138 (124) | 138 (112) | 150 (248) | 205 (181) | 205 (273) | 8/15 |
| DIRECT-REV Kudela | 2.2 (1) | 64 (95) | 233 (356) | 232 (291) | 232 (224) | 231 (303) | 230 (259) | 7/15 |
| E-WOA Espinoza | 35 (37) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞5e4 | 0/15 |
| I-DBDP-GL Kudela | 2.4 (1) | 8.2 (5) | 51 (79) | 51 (81) | 52 (82) | 55 (78) | 59 (76) | 13/15 |
| WOA Espinoza | 202 (227) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞5e4 | 0/15 |
| a-CMA-ES Gissler | 0.97 (1) | 45 (124) | 1899 (2785) | 1893 (2324) | 1889 (2814) | 1884 (2844) | 1880 (2134) | 3/15 |
| ad-CMA-ES Gissler | 1.1 (1) | 63 (87) | 1246 (2069) | 1243 (1430) | 1240 (1652) | 1238 (1667) | 1235 (1314) | 4/15 |
| adm-CMA-ES Gissler | 1.3 (1) | 44 (63) | 1363 (1599) | 1360 (1454) | 1357 (1594) | 1354 (1236) | 1351 (1133) | 4/15 |
| c-CMA-ES Gissler | 0.77 (0.3) | 34 (33) | 1337 (1451) | 1334 (2324) | 1332 (1387) | 1329 (1586) | 1327 (1870) | 4/15 |
| cd-CMA-ES Gissler | 1.4 (2) | 26 (39) | 383 (426) | 383 (1047) | 382 (437) | 382 (632) | 381 (522) | 8/15 |
| cdm-CMA-ES Gissler | 1.3 (2) | 10 (11) | 732 (951) | 730 (1299) | 729 (1570) | 728 (483) | 726 (986) | 6/15 |
| cma-bp-bbob Brockhoff | 0.99 (1) | 14 (17) | 96 (97) | 96 (91) | 96 (90) | 96 (145) | 129 (129) | 3/15 |
| cma-bt-bbob Brockhoff | 1.1 (1) | 15 (19) | 71 (102) | 71 (142) | 71 (78) | 72 (52) | 72 (51) | 5/15 |
| d-CMA-ES Gissler | 1.4 (2) | 47 (43) | 1154 (1489) | 1669 (2169) | 1665 (1342) | 1661 (1472) | 1658 (2249) | 3/15 |
| default-CMA-ES Gissler | 1.2 (1) | 5.5 (5) | 521 (655) | 520 (678) | 520 (672) | 519 (897) | 518 (894) | 7/15 |
| dm-CMA-ES Gissler | 1.4 (2) | 9.2 (11) | 257 (373) | 257 (375) | 256 (591) | 256 (410) | 256 (293) | 10/15 |
| m-SDWOA Espinoza | 5.7 (3) | 21 (6) | 34 (19) | 42 (20) | 54 (32) | 109 (115) | 147 (106) | 3/15 |
| s-CMA-ES Gissler | 1.5 (2) | 13 (9) | 318 (458) | 317 (463) | 317 (245) | 317 (462) | 317 (237) | 9/15 |
| sc-CMA-ES Gissler | 1.0 (1) | 8.0 (5) | 2055 (1996) | 2049 (2805) | 2044 (2155) | 2039 (1930) | 2035 (2023) | 3/15 |
| scd-CMA-ES Gissler | 2.1 (2) | 24 (39) | 1218 (1742) | 1215 (1661) | 1212 (1929) | 1210 (1626) | 1207 (1474) | 4/15 |
| scdm-CMA-ES Gissler | 1.7 (1) | 51 (69) | 1978 (1427) | 1974 (3843) | 1970 (1761) | 1966 (1941) | 1962 (1455) | 3/15 |
| sd-CMA-ES Gissler | 1.3 (1) | 15 (12) | 528 (1180) | 528 (681) | 527 (582) | 526 (555) | 526 (444) | 7/15 |
| sdm-CMA-ES Gissler | 1.2 (2) | 5.5 (5) | 754 (1851) | 980 (1492) | 978 (1095) | 976 (1474) | 974 (1147) | 5/15 |
| Δ fopt f4, 5-D |
1e1 809 |
1e0 1633 |
1e-1 1688 |
1e-2 1758 |
1e-3 1817 |
1e-5 1886 |
1e-7 1903 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 3.8 (6) | 137 (156) | 2212 (2999) | 2123 (1600) | 2055 (1617) | 1979 (2088) | 1962 (2430) | 1/15 |
| DIRECT-REV Kudela | 4.7 (11) | 82 (93) | 463 (484) | 444 (545) | 430 (415) | 414 (387) | 410 (429) | 4/15 |
| E-WOA Espinoza | 75 (102) | 447 (406) | ∞ | ∞ | ∞ | ∞ | ∞5e4 | 0/15 |
| I-DBDP-GL Kudela | 2.9 (2) | 20 (20) | 179 (194) | 173 (198) | 169 (201) | 167 (193) | 170 (197) | 8/15 |
| WOA Espinoza | 258 (290) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞5e4 | 0/15 |
| a-CMA-ES Gissler | 2.2 (3) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞8e5 | 0/15 |
| ad-CMA-ES Gissler | 1.7 (3) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞6e5 | 0/15 |
| adm-CMA-ES Gissler | 1.5 (1) | 7714 (9863) | ∞ | ∞ | ∞ | ∞ | ∞9e5 | 0/15 |
| c-CMA-ES Gissler | 1.5 (2) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞8e5 | 0/15 |
| cd-CMA-ES Gissler | 1.0 (1) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞6e5 | 0/15 |
| cdm-CMA-ES Gissler | 1.5 (1) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞7e5 | 0/15 |
| cma-bp-bbob Brockhoff | 1.9 (1) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞5e4 | 0/15 |
| cma-bt-bbob Brockhoff | 1.8 (3) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞5e4 | 0/15 |
| d-CMA-ES Gissler | 1.8 (1) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞6e5 | 0/15 |
| default-CMA-ES Gissler | 2.9 (3) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞8e5 | 0/15 |
| dm-CMA-ES Gissler | 1.4 (2) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞7e5 | 0/15 |
| m-SDWOA Espinoza | 8.4 (5) | 63 (32) | 220 (244) | 425 (377) | 412 (365) | ∞ | ∞5e4 | 0/15 |
| s-CMA-ES Gissler | 2.0 (2) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞8e5 | 0/15 |
| sc-CMA-ES Gissler | 2.3 (3) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞8e5 | 0/15 |
| scd-CMA-ES Gissler | 2.1 (3) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞7e5 | 0/15 |
| scdm-CMA-ES Gissler | 1.8 (2) | 6627 (5914) | ∞ | ∞ | ∞ | ∞ | ∞7e5 | 0/15 |
| sd-CMA-ES Gissler | 2.0 (2) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞7e5 | 0/15 |
| sdm-CMA-ES Gissler | 1.5 (2) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞8e5 | 0/15 |
| Δ fopt f5, 5-D |
1e1 10 |
1e0 10 |
1e-1 10 |
1e-2 10 |
1e-3 10 |
1e-5 10 |
1e-7 10 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 7.2 (2) | 13 (2) | 16 (1) | 18 (1) | 18 (1) | 19 (1) | 1.6e5 (3e5) | 0/15 |
| DIRECT-REV Kudela | 9.2 (0) | 13 (0) | 16 (0) | 18 (0) | 18 (0) | 19 (0) | ∞3e5 | 0/15 |
| E-WOA Espinoza | 33 (16) | 61 (36) | 62 (36) | 64 (33) | 64 (33) | 64 (33) | 64 (33) | 15/15 |
| I-DBDP-GL Kudela | 31 (8) | 151 (12) | 367 (4) | 709 (49) | 1145 (29) | 2357 (90) | 3963 (11) | 15/15 |
| WOA Espinoza | 20 (9) | 388 (15) | 390 (15) | 391 (15) | 391 (15) | 391 (15) | 391 (15) | 14/15 |
| a-CMA-ES Gissler | 4.9 (2) | 6.7 (2) | 7.0 (2) | 7.0 (2) | 7.0 (2) | 7.0 (2) | 7.0 (2) | 15/15 |
| ad-CMA-ES Gissler | 4.6 (2) | 6.4 (3) | 6.8 (3) | 6.8 (3) | 6.8 (3) | 6.8 (3) | 6.8 (3) | 15/15 |
| adm-CMA-ES Gissler | 4.8 (2) | 6.9 (3) | 7.1 (3) | 7.1 (3) | 7.1 (3) | 7.1 (3) | 7.1 (3) | 15/15 |
| c-CMA-ES Gissler | 4.5 (1) | 6.3 (2) | 6.6 (2) | 6.6 (2) | 6.6 (2) | 6.6 (2) | 6.6 (2) | 15/15 |
| cd-CMA-ES Gissler | 4.9 (2) | 6.6 (3) | 6.8 (2) | 6.8 (2) | 6.8 (2) | 6.8 (2) | 6.8 (2) | 15/15 |
| cdm-CMA-ES Gissler | 4.6 (2) | 6.7 (4) | 6.8 (4) | 6.9 (3) | 6.9 (3) | 6.9 (3) | 6.9 (3) | 15/15 |
| cma-bp-bbob Brockhoff | 7.4 (4) | 24 (19) | 29 (21) | 30 (19) | 30 (19) | 30 (19) | 30 (19) | 15/15 |
| cma-bt-bbob Brockhoff | 12 (7) | 23 (9) | 32 (10) | 40 (10) | 47 (8) | 63 (10) | 78 (10) | 15/15 |
| d-CMA-ES Gissler | 4.9 (2) | 6.6 (2) | 6.8 (2) | 6.8 (3) | 6.8 (3) | 6.8 (3) | 6.8 (3) | 15/15 |
| default-CMA-ES Gissler | 4.5 (1) | 6.1 (2) | 6.2 (2) | 6.3 (2) | 6.3 (2) | 6.3 (2) | 6.3 (2) | 15/15 |
| dm-CMA-ES Gissler | 5.6 (3) | 7.0 (2) | 7.2 (2) | 7.2 (2) | 7.2 (2) | 7.2 (2) | 7.2 (2) | 15/15 |
| m-SDWOA Espinoza | 75 (53) | 213 (128) | 341 (173) | 468 (242) | 529 (327) | 677 (493) | 761 (688) | 15/15 |
| s-CMA-ES Gissler | 4.9 (2) | 7.0 (3) | 7.1 (3) | 7.1 (3) | 7.1 (3) | 7.1 (3) | 7.1 (3) | 15/15 |
| sc-CMA-ES Gissler | 4.8 (2) | 7.1 (4) | 7.3 (4) | 7.3 (4) | 7.3 (4) | 7.3 (4) | 7.3 (4) | 15/15 |
| scd-CMA-ES Gissler | 4.3 (2) | 6.5 (3) | 6.6 (3) | 6.7 (3) | 6.7 (3) | 6.7 (3) | 6.7 (3) | 15/15 |
| scdm-CMA-ES Gissler | 5.1 (3) | 6.9 (4) | 7.3 (4) | 7.3 (4) | 7.3 (4) | 7.3 (4) | 7.3 (4) | 15/15 |
| sd-CMA-ES Gissler | 5.0 (2) | 6.8 (2) | 7.0 (2) | 7.0 (2) | 7.0 (2) | 7.0 (2) | 7.0 (2) | 15/15 |
| sdm-CMA-ES Gissler | 5.2 (3) | 7.1 (4) | 7.4 (4) | 7.5 (4) | 7.5 (4) | 7.5 (4) | 7.5 (4) | 15/15 |
| Δ fopt f6, 5-D |
1e1 114 |
1e0 214 |
1e-1 281 |
1e-2 404 |
1e-3 580 |
1e-5 1038 |
1e-7 1332 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 1.4 (0.6) | 1.2 (0.6) | 1.2 (0.4) | 1.1 (0.4) | 0.89 (0.3) | 0.71 (0.2)↑0 | 0.71 (0.2)↑0 | 13/15 |
| DIRECT-REV Kudela | 1.1 (0.7) | 1.0 (0.3) | 1.1 (0.3) | 0.98 (0.3) | 0.85 (0.3) | 0.66 (0.1)↑0 | 0.72 (0.2)↑0 | 14/15 |
| E-WOA Espinoza | 25 (20) | 117 (105) | 323 (285) | 906 (862) | ∞ | ∞ | ∞5e4 | 0/15 |
| I-DBDP-GL Kudela | 3.6 (2) | 5.9 (2) | 10 (4) | 13 (4) | 16 (3) | 17 (3) | 22 (4) | 15/15 |
| WOA Espinoza | 87 (220) | 485 (468) | 2582 (2046) | ∞ | ∞ | ∞ | ∞5e4 | 0/15 |
| a-CMA-ES Gissler | 1.7 (0.5) | 1.5 (0.3) | 1.7 (0.2) | 1.6 (0.2) | 1.4 (0.2) | 1.1 (0.1) | 1.1 (0.1) | 15/15 |
| ad-CMA-ES Gissler | 1.4 (0.7) | 1.6 (0.4) | 1.8 (0.3) | 1.6 (0.2) | 1.4 (0.2) | 1.1 (0.1) | 1.1 (0.1) | 15/15 |
| adm-CMA-ES Gissler | 1.6 (0.9) | 1.6 (0.5) | 1.7 (0.4) | 1.5 (0.3) | 1.3 (0.2) | 1.1 (0.2) | 1.1 (0.2) | 15/15 |
| c-CMA-ES Gissler | 1.6 (0.6) | 1.6 (0.5) | 1.9 (0.3) | 1.8 (0.3) | 1.5 (0.2) | 1.2 (0.1) | 1.2 (0.1) | 15/15 |
| cd-CMA-ES Gissler | 1.8 (0.6) | 1.7 (0.4) | 1.9 (0.5) | 1.7 (0.4) | 1.5 (0.3) | 1.2 (0.2) | 1.2 (0.1) | 15/15 |
| cdm-CMA-ES Gissler | 1.8 (0.6) | 1.8 (0.4) | 1.9 (0.6) | 1.7 (0.4) | 1.5 (0.3) | 1.2 (0.2) | 1.2 (0.2) | 15/15 |
| cma-bp-bbob Brockhoff | 1.5 (0.7) | 1.7 (0.5) | 1.9 (0.3) | 1.7 (0.2) | 1.5 (0.2) | 1.2 (0.1) | 1.2 (0.1) | 15/15 |
| cma-bt-bbob Brockhoff | 1.8 (0.7) | 1.8 (0.5) | 2.0 (0.4) | 1.8 (0.3) | 1.6 (0.3) | 1.2 (0.2) | 1.2 (0.1) | 15/15 |
| d-CMA-ES Gissler | 1.9 (0.7) | 1.8 (0.5) | 1.9 (0.5) | 1.8 (0.3) | 1.5 (0.2) | 1.2 (0.2) | 1.2 (0.1) | 15/15 |
| default-CMA-ES Gissler | 1.9 (0.8) | 1.8 (0.4) | 1.9 (0.3) | 1.8 (0.3) | 1.5 (0.2) | 1.2 (0.1) | 1.2 (0.1) | 15/15 |
| dm-CMA-ES Gissler | 1.8 (1) | 1.7 (0.6) | 1.9 (0.4) | 1.7 (0.2) | 1.6 (0.2) | 1.2 (0.1) | 1.2 (0.1) | 15/15 |
| m-SDWOA Espinoza | 12 (6) | 21 (5) | 25 (4) | 25 (3) | 23 (3) | 18 (3) | 19 (3) | 15/15 |
| s-CMA-ES Gissler | 1.8 (0.9) | 1.6 (0.3) | 1.8 (0.5) | 1.6 (0.3) | 1.4 (0.2) | 1.1 (0.1) | 1.1 (0.1) | 15/15 |
| sc-CMA-ES Gissler | 2.0 (0.9) | 1.9 (0.7) | 2.1 (0.6) | 1.9 (0.5) | 1.7 (0.3) | 1.3 (0.2) | 1.2 (0.2) | 15/15 |
| scd-CMA-ES Gissler | 1.7 (1) | 1.7 (0.9) | 1.9 (0.6) | 1.8 (0.5) | 1.5 (0.4) | 1.2 (0.3) | 1.2 (0.2) | 15/15 |
| scdm-CMA-ES Gissler | 1.4 (0.5) | 1.5 (0.4) | 1.7 (0.3) | 1.5 (0.2) | 1.4 (0.2) | 1.1 (0.2) | 1.1 (0.2) | 15/15 |
| sd-CMA-ES Gissler | 1.7 (0.3) | 1.7 (0.5) | 1.8 (0.3) | 1.7 (0.5) | 1.5 (0.2) | 1.2 (0.2) | 1.2 (0.1) | 15/15 |
| sdm-CMA-ES Gissler | 1.6 (0.5) | 1.7 (0.5) | 1.7 (0.4) | 1.7 (0.3) | 1.4 (0.2) | 1.1 (0.1) | 1.1 (0.1) | 15/15 |
| Δ fopt f7, 5-D |
1e1 24 |
1e0 324 |
1e-1 1171 |
1e-2 1451 |
1e-3 1572 |
1e-5 1572 |
1e-7 1597 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 4.0 (2) | 2.6 (2) | 3.8 (3) | 7.0 (6) | 10 (7) | 10 (7) | 13 (12) | 15/15 |
| DIRECT-REV Kudela | 4.2 (3) | 1.9 (1) | 2.9 (3) | 17 (35) | 20 (32) | 20 (32) | 27 (38) | 15/15 |
| E-WOA Espinoza | 31 (23) | 103 (164) | 139 (121) | ∞ | ∞ | ∞ | ∞5e4 | 0/15 |
| I-DBDP-GL Kudela | 4.7 (2) | 2.9 (1) | 1.9 (1) | 2.8 (1.0) | 3.3 (2) | 3.3 (2) | 3.6 (2) | 15/15 |
| WOA Espinoza | 181 (93) | 619 (772) | ∞ | ∞ | ∞ | ∞ | ∞5e4 | 0/15 |
| a-CMA-ES Gissler | 2.4 (2) | 0.81 (0.3) | 0.54 (0.3)↑1 | 0.55 (0.3)↑1 | 0.55 (0.3)↑1 | 0.55 (0.3)↑1 | 0.57 (0.3)↑1 | 15/15 |
| ad-CMA-ES Gissler | 3.2 (2) | 0.88 (0.8) | 0.46 (0.4)↑0 | 0.52 (0.3)↑0 | 0.50 (0.3)↑0 | 0.50 (0.3)↑0 | 0.55 (0.3)↑0 | 15/15 |
| adm-CMA-ES Gissler | 2.9 (2) | 1.2 (1.0) | 0.43 (0.3)↑0 | 0.47 (0.3)↑0 | 0.47 (0.3)↑0 | 0.47 (0.3)↑0 | 0.48 (0.3)↑0 | 15/15 |
| c-CMA-ES Gissler | 2.2 (2) | 0.82 (0.9) | 0.59 (0.4)↑1 | 0.58 (0.3)↑1 | 0.59 (0.3)↑1 | 0.59 (0.3)↑1 | 0.65 (0.4) | 15/15 |
| cd-CMA-ES Gissler | 3.2 (2) | 1.1 (2) | 0.82 (0.8) | 0.81 (0.7) | 0.77 (0.7) | 0.77 (0.7) | 0.80 (0.7) | 15/15 |
| cdm-CMA-ES Gissler | 3.6 (2) | 0.84 (0.4) | 0.58 (0.4)↑1 | 0.55 (0.3)↑1 | 0.59 (0.3)↑1 | 0.59 (0.3)↑1 | 0.62 (0.3)↑1 | 15/15 |
| cma-bp-bbob Brockhoff | 3.3 (2) | 1.2 (1) | 0.70 (0.4) | 0.74 (0.3) | 0.76 (0.5) | 0.76 (0.5) | 0.85 (0.6) | 15/15 |
| cma-bt-bbob Brockhoff | 3.9 (2) | 1.0 (1) | 0.91 (0.8) | 0.83 (0.7) | 0.90 (0.7) | 0.90 (0.7) | 0.97 (0.7) | 15/15 |
| d-CMA-ES Gissler | 4.0 (2) | 1.0 (1) | 0.58 (0.4) | 0.55 (0.3)↑0 | 0.54 (0.3)↑0 | 0.54 (0.3)↑0 | 0.56 (0.3)↑0 | 15/15 |
| default-CMA-ES Gissler | 2.7 (2) | 1.1 (1.0) | 0.78 (0.7) | 0.71 (0.5) | 0.72 (0.6) | 0.72 (0.6) | 0.75 (0.5) | 15/15 |
| dm-CMA-ES Gissler | 3.0 (2) | 0.84 (0.9) | 0.56 (0.3)↑0 | 0.55 (0.3)↑0 | 0.57 (0.3)↑0 | 0.57 (0.3)↑0 | 0.59 (0.3)↑0 | 15/15 |
| m-SDWOA Espinoza | 13 (7) | 4.7 (2) | 2.8 (0.4) | 3.6 (0.4) | 3.6 (0.5) | 3.6 (0.5) | 4.0 (0.4) | 15/15 |
| s-CMA-ES Gissler | 2.2 (1) | 1.2 (1) | 0.71 (0.7) | 0.72 (0.6) | 0.71 (0.5) | 0.71 (0.5) | 0.73 (0.5) | 15/15 |
| sc-CMA-ES Gissler | 2.6 (2) | 1.1 (0.9) | 0.67 (0.5) | 0.65 (0.5) | 0.63 (0.4) | 0.63 (0.4) | 0.65 (0.4) | 15/15 |
| scd-CMA-ES Gissler | 3.1 (2) | 0.85 (0.8) | 0.65 (0.6) | 0.69 (0.5) | 0.71 (0.5) | 0.71 (0.5) | 0.81 (0.5) | 15/15 |
| scdm-CMA-ES Gissler | 3.6 (1) | 0.72 (0.3)↑1 | 0.53 (0.4)↑0 | 0.51 (0.3)↑0 | 0.52 (0.3)↑0 | 0.52 (0.3)↑0 | 0.54 (0.3)↑0 | 15/15 |
| sd-CMA-ES Gissler | 3.1 (2) | 0.95 (0.8) | 0.58 (0.6) | 0.63 (0.5) | 0.60 (0.5) | 0.60 (0.5) | 0.66 (0.5) | 15/15 |
| sdm-CMA-ES Gissler | 3.7 (2) | 0.98 (0.9) | 0.51 (0.4)↑1 | 0.57 (0.3)↑0 | 0.57 (0.3)↑0 | 0.57 (0.3)↑0 | 0.58 (0.3)↑0 | 15/15 |
| Δ fopt f8, 5-D |
1e1 73 |
1e0 273 |
1e-1 336 |
1e-2 372 |
1e-3 391 |
1e-5 410 |
1e-7 422 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 1.1 (0.6) | 1.2 (1) | 1.1 (1) | 1.1 (1.0) | 1.1 (1.0) | 1.0 (0.9) | 1.0 (0.9) | 15/15 |
| DIRECT-REV Kudela | 0.78 (0.4) | 0.82 (0.3) | 0.83 (0.2) | 0.82 (0.2)↑1 | 0.82 (0.2)↑1 | 0.82 (0.2)↑1 | 0.82 (0.2)↑1 | 15/15 |
| E-WOA Espinoza | 48 (55) | 95 (115) | 94 (75) | 96 (81) | 98 (70) | 111 (89) | 115 (87) | 11/15 |
| I-DBDP-GL Kudela | 11 (3) | 10 (4) | 21 (6) | 32 (9) | 41 (14) | 61 (17) | 95 (23) | 15/15 |
| WOA Espinoza | 76 (35) | 517 (732) | ∞ | ∞ | ∞ | ∞ | ∞5e4 | 0/15 |
| a-CMA-ES Gissler | 2.4 (0.4) | 3.5 (4) | 4.0 (3) | 4.1 (3) | 4.2 (3) | 4.4 (3) | 4.7 (3) | 15/15 |
| ad-CMA-ES Gissler | 2.8 (0.7) | 4.6 (4) | 4.9 (3) | 4.9 (3) | 5.0 (3) | 5.2 (3) | 5.5 (3) | 15/15 |
| adm-CMA-ES Gissler | 2.5 (0.7) | 3.6 (5) | 4.0 (4) | 4.1 (4) | 4.2 (3) | 4.4 (3) | 4.7 (3) | 15/15 |
| c-CMA-ES Gissler | 2.4 (1.0) | 4.2 (1) | 4.7 (1) | 5.0 (1) | 5.1 (0.9) | 5.4 (0.9) | 5.5 (0.9) | 15/15 |
| cd-CMA-ES Gissler | 2.8 (0.8) | 4.7 (5) | 5.2 (4) | 5.4 (4) | 5.6 (4) | 5.8 (4) | 6.1 (4) | 15/15 |
| cdm-CMA-ES Gissler | 2.4 (0.5) | 2.8 (0.9) | 3.8 (0.9) | 4.1 (0.8) | 4.2 (0.7) | 4.5 (0.8) | 4.8 (0.7) | 15/15 |
| cma-bp-bbob Brockhoff | 2.4 (0.8) | 3.5 (1) | 3.9 (1) | 4.1 (1) | 4.2 (1) | 4.5 (1) | 4.7 (1.0) | 15/15 |
| cma-bt-bbob Brockhoff | 3.0 (1) | 4.2 (4) | 4.5 (3) | 4.6 (3) | 4.8 (3) | 5.0 (3) | 5.2 (3) | 15/15 |
| d-CMA-ES Gissler | 2.8 (0.8) | 5.3 (11) | 5.6 (9) | 5.6 (9) | 5.7 (8) | 5.9 (8) | 6.2 (8) | 15/15 |
| default-CMA-ES Gissler | 2.3 (0.7) | 3.3 (1) | 4.0 (1) | 4.1 (1) | 4.2 (1) | 4.4 (1) | 4.7 (0.9) | 15/15 |
| dm-CMA-ES Gissler | 2.7 (0.8) | 3.9 (4) | 4.4 (3) | 4.5 (3) | 4.6 (3) | 4.8 (3) | 5.1 (3) | 15/15 |
| m-SDWOA Espinoza | 28 (7) | 47 (47) | 336 (577) | 568 (605) | 551 (510) | 839 (1277) | 822 (914) | 2/15 |
| s-CMA-ES Gissler | 2.5 (1) | 3.8 (4) | 4.2 (4) | 4.2 (4) | 4.3 (3) | 4.6 (3) | 4.8 (3) | 15/15 |
| sc-CMA-ES Gissler | 2.5 (1) | 3.3 (1) | 4.2 (0.9) | 4.4 (1.0) | 4.6 (0.9) | 4.8 (0.9) | 5.1 (0.9) | 15/15 |
| scd-CMA-ES Gissler | 2.5 (0.9) | 3.0 (2) | 3.9 (2) | 4.2 (2) | 4.3 (2) | 4.6 (2) | 4.8 (1) | 15/15 |
| scdm-CMA-ES Gissler | 2.7 (0.7) | 3.5 (1) | 4.4 (1) | 4.7 (1) | 4.8 (1) | 5.0 (1) | 5.3 (1) | 15/15 |
| sd-CMA-ES Gissler | 2.3 (0.5) | 3.2 (1) | 3.8 (1.0) | 3.9 (0.9) | 4.0 (0.9) | 4.2 (0.9) | 4.5 (0.9) | 15/15 |
| sdm-CMA-ES Gissler | 2.6 (1) | 4.4 (5) | 4.7 (4) | 4.8 (4) | 4.8 (4) | 5.0 (3) | 5.3 (4) | 15/15 |
| Δ fopt f9, 5-D |
1e1 35 |
1e0 127 |
1e-1 214 |
1e-2 263 |
1e-3 300 |
1e-5 335 |
1e-7 369 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 2.7 (0.9) | 7.4 (1.0) | 10 (0.5) | 11 (0.5) | 26 (0.4) | 54 (0.4) | 49 (0.3) | 14/15 |
| DIRECT-REV Kudela | 2.8 (0.8) | 1.3 (0.3) | 1.0 (0.2) | 0.94 (0.2)↑1 | 0.86 (0.1)↑1 | 0.82 (0.1)↑1 | 0.77 (0.1)↑1 | 15/15 |
| E-WOA Espinoza | 52 (22) | 73 (91) | 1654 (1828) | ∞ | ∞ | ∞ | ∞5e4 | 0/15 |
| I-DBDP-GL Kudela | 27 (7) | 37 (11) | 49 (13) | 57 (16) | 72 (41) | 114 (44) | 143 (70) | 15/15 |
| WOA Espinoza | 54 (54) | 1098 (1379) | 3304 (3855) | ∞ | ∞ | ∞ | ∞5e4 | 0/15 |
| a-CMA-ES Gissler | 4.2 (2) | 6.5 (4) | 5.5 (2) | 5.1 (2) | 4.8 (2) | 4.9 (2) | 4.8 (2) | 15/15 |
| ad-CMA-ES Gissler | 4.7 (1) | 7.5 (9) | 6.2 (6) | 5.7 (5) | 5.4 (4) | 5.4 (4) | 5.4 (4) | 15/15 |
| adm-CMA-ES Gissler | 4.6 (2) | 5.2 (3) | 4.7 (2) | 4.5 (1) | 4.3 (1) | 4.3 (1) | 4.4 (1.0) | 15/15 |
| c-CMA-ES Gissler | 5.2 (2) | 6.8 (4) | 6.3 (2) | 6.1 (2) | 5.8 (2) | 5.7 (1) | 5.7 (1) | 15/15 |
| cd-CMA-ES Gissler | 5.0 (1.0) | 8.5 (10) | 7.3 (7) | 6.9 (6) | 6.6 (5) | 6.5 (5) | 6.4 (4) | 15/15 |
| cdm-CMA-ES Gissler | 5.2 (2) | 7.5 (3) | 6.7 (2) | 6.5 (2) | 6.2 (2) | 6.1 (2) | 6.1 (1) | 15/15 |
| cma-bp-bbob Brockhoff | 3.9 (2) | 6.4 (2) | 5.7 (1) | 5.2 (1) | 4.9 (0.9) | 5.0 (0.7) | 4.9 (0.6) | 15/15 |
| cma-bt-bbob Brockhoff | 4.6 (2) | 5.0 (1) | 4.7 (0.7) | 4.6 (0.6) | 4.4 (0.6) | 4.5 (0.6) | 4.5 (0.5) | 15/15 |
| d-CMA-ES Gissler | 5.2 (1) | 6.9 (3) | 5.9 (2) | 5.6 (2) | 5.3 (1) | 5.3 (1) | 5.2 (1) | 15/15 |
| default-CMA-ES Gissler | 4.2 (0.8) | 7.8 (8) | 6.5 (5) | 6.0 (4) | 5.6 (4) | 5.6 (3) | 5.5 (3) | 15/15 |
| dm-CMA-ES Gissler | 4.4 (1) | 6.1 (4) | 5.5 (2) | 5.3 (2) | 5.0 (1) | 5.1 (1) | 5.1 (1) | 15/15 |
| m-SDWOA Espinoza | 41 (8) | 28 (7) | 48 (5) | 68 (95) | 86 (87) | 103 (126) | 102 (104) | 11/15 |
| s-CMA-ES Gissler | 4.6 (2) | 7.9 (3) | 6.5 (2) | 6.0 (2) | 5.7 (2) | 5.6 (1) | 5.5 (1) | 15/15 |
| sc-CMA-ES Gissler | 4.2 (2) | 6.7 (3) | 6.5 (2) | 6.3 (2) | 6.0 (2) | 6.0 (2) | 5.9 (2) | 15/15 |
| scd-CMA-ES Gissler | 4.5 (2) | 7.5 (3) | 6.8 (1) | 6.5 (1) | 6.1 (1) | 6.1 (1) | 6.0 (0.9) | 15/15 |
| scdm-CMA-ES Gissler | 4.7 (2) | 6.9 (5) | 6.1 (4) | 6.0 (3) | 5.7 (3) | 5.7 (2) | 5.6 (2) | 15/15 |
| sd-CMA-ES Gissler | 4.7 (1) | 8.1 (8) | 6.8 (5) | 6.3 (4) | 5.9 (4) | 5.8 (3) | 5.6 (3) | 15/15 |
| sdm-CMA-ES Gissler | 4.3 (2) | 9.3 (10) | 7.3 (6) | 6.8 (5) | 6.3 (4) | 6.2 (4) | 6.1 (4) | 15/15 |
| Δ fopt f10, 5-D |
1e1 349 |
1e0 500 |
1e-1 574 |
1e-2 607 |
1e-3 626 |
1e-5 829 |
1e-7 880 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 0.33 (0.1)↑0 | 0.34 (0.1)↑0 | 0.34 (0.1)↑0 | 0.35 (0.1)↑0 | 0.40 (0.1)↑0 | 151 (226) | 3978 (4617) | 0/15 |
| DIRECT-REV Kudela | 0.36 (0.2)↑0 | 0.37 (0.1)↑0 | 0.38 (0.2)↑0 | 0.40 (0.2)↑0 | 0.42 (0.2)↑0 | 110 (226) | 1137 (1634) | 1/15 |
| E-WOA Espinoza | 629 (628) | 1441 (1575) | 1262 (1807) | 1195 (947) | 1167 (1498) | 894 (844) | 847 (682) | 1/15 |
| I-DBDP-GL Kudela | 86 (74) | 131 (80) | 300 (330) | 833 (1065) | 1384 (906) | ∞ | ∞3e5 | 0/15 |
| WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞5e4 | 0/15 |
| a-CMA-ES Gissler | 1.8 (0.4) | 1.5 (0.3) | 1.5 (0.2) | 1.6 (0.2) | 1.7 (0.2) | 1.4 (0.1) | 1.5 (0.1) | 15/15 |
| ad-CMA-ES Gissler | 1.9 (0.4) | 1.5 (0.3) | 1.5 (0.3) | 1.6 (0.2) | 1.7 (0.2) | 1.5 (0.1) | 1.6 (0.1) | 15/15 |
| adm-CMA-ES Gissler | 1.8 (0.6) | 1.5 (0.5) | 1.5 (0.4) | 1.6 (0.3) | 1.7 (0.2) | 1.5 (0.2) | 1.6 (0.2) | 15/15 |
| c-CMA-ES Gissler | 2.0 (0.7) | 1.8 (0.4) | 1.8 (0.3) | 1.8 (0.3) | 1.9 (0.3) | 1.6 (0.2) | 1.7 (0.2) | 15/15 |
| cd-CMA-ES Gissler | 1.9 (0.6) | 1.7 (0.4) | 1.7 (0.3) | 1.8 (0.2) | 1.9 (0.2) | 1.6 (0.2) | 1.7 (0.2) | 15/15 |
| cdm-CMA-ES Gissler | 2.1 (0.6) | 1.8 (0.4) | 1.8 (0.3) | 1.8 (0.3) | 1.9 (0.3) | 1.7 (0.2) | 1.8 (0.2) | 15/15 |
| cma-bp-bbob Brockhoff | 1.7 (0.5) | 1.7 (0.4) | 1.7 (0.2) | 1.7 (0.2) | 1.8 (0.2) | 1.5 (0.2) | 1.6 (0.2) | 15/15 |
| cma-bt-bbob Brockhoff | 3.1 (2) | 3.1 (3) | 2.8 (2) | 2.8 (2) | 2.9 (2) | 2.3 (2) | 2.4 (1) | 15/15 |
| d-CMA-ES Gissler | 1.8 (0.5) | 1.6 (0.4) | 1.6 (0.3) | 1.7 (0.3) | 1.7 (0.2) | 1.5 (0.2) | 1.6 (0.2) | 15/15 |
| default-CMA-ES Gissler | 1.9 (0.6) | 1.6 (0.4) | 1.6 (0.4) | 1.7 (0.3) | 1.7 (0.3) | 1.5 (0.2) | 1.6 (0.2) | 15/15 |
| dm-CMA-ES Gissler | 1.9 (0.5) | 1.6 (0.3) | 1.6 (0.2) | 1.6 (0.1) | 1.7 (0.1) | 1.5 (0.1) | 1.6 (0.1) | 15/15 |
| m-SDWOA Espinoza | 13 (2) | 12 (2) | 13 (1) | 15 (2) | 17 (2) | 16 (0.9) | 19 (1.0) | 15/15 |
| s-CMA-ES Gissler | 1.9 (0.7) | 1.6 (0.4) | 1.6 (0.3) | 1.7 (0.3) | 1.7 (0.3) | 1.5 (0.1) | 1.6 (0.2) | 15/15 |
| sc-CMA-ES Gissler | 1.9 (0.5) | 2.0 (0.5) | 2.0 (0.5) | 2.0 (0.5) | 2.1 (0.4) | 1.7 (0.3) | 1.8 (0.3) | 15/15 |
| scd-CMA-ES Gissler | 2.3 (0.6) | 2.1 (0.4) | 1.9 (0.4) | 2.0 (0.3) | 2.0 (0.2) | 1.8 (0.2) | 1.8 (0.2) | 15/15 |
| scdm-CMA-ES Gissler | 2.1 (1.0) | 1.8 (0.5) | 1.8 (0.3) | 1.9 (0.3) | 2.0 (0.3) | 1.7 (0.2) | 1.8 (0.2) | 15/15 |
| sd-CMA-ES Gissler | 1.6 (0.5) | 1.6 (0.4) | 1.6 (0.3) | 1.7 (0.2) | 1.8 (0.2) | 1.5 (0.2) | 1.6 (0.2) | 15/15 |
| sdm-CMA-ES Gissler | 1.9 (0.8) | 1.6 (0.6) | 1.6 (0.4) | 1.7 (0.3) | 1.8 (0.3) | 1.5 (0.2) | 1.7 (0.3) | 15/15 |
| Δ fopt f11, 5-D |
1e1 143 |
1e0 202 |
1e-1 763 |
1e-2 977 |
1e-3 1177 |
1e-5 1467 |
1e-7 1673 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 0.58 (0.2)↑0 | 0.52 (0.2)↑0 | 0.21 (0.1)↑0 | 0.21 (0.1)↑0 | 54 (106) | 469 (724) | ∞3e5 | 0/15 |
| DIRECT-REV Kudela | 0.51 (0.2)↑0 | 0.56 (0.2)↑0 | 0.20 (0.1)↑0 | 0.21 (0.0)↑0 | 0.31 (0.3)↑0 | 682 (895) | ∞3e5 | 0/15 |
| E-WOA Espinoza | 118 (143) | 780 (730) | ∞ | ∞ | ∞ | ∞ | ∞5e4 | 0/15 |
| I-DBDP-GL Kudela | 61 (51) | 129 (67) | 62 (29) | 88 (34) | 106 (33) | 161 (99) | 417 (344) | 3/15 |
| WOA Espinoza | 1449 (1968) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞5e4 | 0/15 |
| a-CMA-ES Gissler | 3.9 (0.8) | 3.3 (0.5) | 1.0 (0.1) | 0.87 (0.1)↑1 | 0.79 (0.1)↑0 | 0.75 (0.1)↑0 | 0.75 (0.1)↑0 | 15/15 |
| ad-CMA-ES Gissler | 3.6 (0.9) | 3.2 (0.5) | 0.97 (0.1) | 0.84 (0.1)↑1 | 0.77 (0.1)↑0 | 0.72 (0.1)↑0 | 0.74 (0.1)↑0 | 15/15 |
| adm-CMA-ES Gissler | 3.4 (0.9) | 3.0 (0.6) | 0.94 (0.1) | 0.82 (0.1)↑1 | 0.74 (0.1)↑0 | 0.70 (0.1)↑0 | 0.72 (0.1)↑0 | 15/15 |
| c-CMA-ES Gissler | 3.7 (1.0) | 3.2 (0.8) | 0.97 (0.2) | 0.87 (0.1)↑1 | 0.79 (0.1)↑0 | 0.74 (0.1)↑0 | 0.73 (0.1)↑0 | 15/15 |
| cd-CMA-ES Gissler | 3.8 (0.9) | 3.4 (0.8) | 1.0 (0.2) | 0.90 (0.2) | 0.83 (0.1)↑0 | 0.77 (0.1)↑0 | 0.78 (0.1)↑0 | 15/15 |
| cdm-CMA-ES Gissler | 4.0 (1) | 3.5 (0.6) | 1.0 (0.2) | 0.89 (0.1) | 0.82 (0.1)↑1 | 0.77 (0.1)↑0 | 0.78 (0.1)↑0 | 15/15 |
| cma-bp-bbob Brockhoff | 3.5 (1) | 3.3 (1) | 1.0 (0.2) | 0.89 (0.2) | 0.80 (0.1)↑0 | 0.75 (0.1)↑0 | 0.75 (0.1)↑0 | 15/15 |
| cma-bt-bbob Brockhoff | 5.4 (4) | 4.5 (3) | 1.3 (0.8) | 1.1 (0.6) | 0.99 (0.5) | 0.90 (0.4) | 0.89 (0.3) | 15/15 |
| d-CMA-ES Gissler | 3.5 (1) | 3.2 (0.5) | 0.98 (0.1) | 0.83 (0.1)↑0 | 0.77 (0.1)↑0 | 0.73 (0.1)↑0 | 0.74 (0.1)↑0 | 15/15 |
| default-CMA-ES Gissler | 3.4 (1) | 3.1 (0.5) | 0.96 (0.1) | 0.83 (0.1)↑0 | 0.76 (0.1)↑0 | 0.71 (0.1)↑0 | 0.71 (0.1)↑0 | 15/15 |
| dm-CMA-ES Gissler | 3.5 (0.7) | 3.2 (0.5) | 0.99 (0.1) | 0.85 (0.1)↑1 | 0.78 (0.1)↑0 | 0.74 (0.1)↑0 | 0.75 (0.1)↑0 | 15/15 |
| m-SDWOA Espinoza | 13 (5) | 17 (4) | 6.5 (1.0) | 6.6 (0.7) | 6.9 (0.6) | 7.5 (0.4) | 8.5 (0.5) | 15/15 |
| s-CMA-ES Gissler | 3.9 (1) | 3.4 (0.9) | 1.0 (0.3) | 0.89 (0.2) | 0.80 (0.1)↑1 | 0.73 (0.1)↑0 | 0.73 (0.1)↑0 | 15/15 |
| sc-CMA-ES Gissler | 4.1 (1) | 3.5 (0.9) | 1.1 (0.3) | 0.93 (0.2) | 0.84 (0.2) | 0.77 (0.2)↑1 | 0.76 (0.1)↑1 | 15/15 |
| scd-CMA-ES Gissler | 4.1 (0.6) | 3.4 (0.3) | 1.0 (0.1) | 0.89 (0.1)↑0 | 0.81 (0.1)↑0 | 0.76 (0.1)↑0 | 0.78 (0.1)↑0 | 15/15 |
| scdm-CMA-ES Gissler | 4.4 (2) | 4.0 (1) | 1.2 (0.3) | 0.99 (0.2) | 0.89 (0.2) | 0.83 (0.2) | 0.84 (0.1)↑1 | 15/15 |
| sd-CMA-ES Gissler | 3.7 (0.9) | 3.2 (0.6) | 0.99 (0.2) | 0.86 (0.1) | 0.79 (0.1)↑0 | 0.75 (0.1)↑0 | 0.74 (0.1)↑0 | 15/15 |
| sdm-CMA-ES Gissler | 3.5 (0.8) | 3.1 (0.5) | 0.94 (0.2) | 0.81 (0.1)↑1 | 0.75 (0.1)↑0 | 0.71 (0.1)↑0 | 0.71 (0.1)↑0 | 15/15 |
| Δ fopt f12, 5-D |
1e1 108 |
1e0 268 |
1e-1 371 |
1e-2 413 |
1e-3 461 |
1e-5 1303 |
1e-7 1494 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 1.1 (0.6) | 0.74 (0.3) | 0.85 (0.5) | 0.95 (0.6) | 0.98 (0.6) | 168 (288) | 1088 (837) | 2/15 |
| DIRECT-REV Kudela | 1.1 (0.6) | 0.98 (1) | 1.1 (1) | 1.2 (1) | 1.2 (1) | 288 (336) | 1089 (1464) | 1/15 |
| E-WOA Espinoza | 248 (265) | 316 (288) | 571 (571) | 1730 (1967) | 1555 (1356) | ∞ | ∞5e4 | 0/15 |
| I-DBDP-GL Kudela | 45 (14) | 32 (14) | 56 (39) | 95 (101) | 174 (116) | 123 (44) | 186 (153) | 9/15 |
| WOA Espinoza | 1990 (1484) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞5e4 | 0/15 |
| a-CMA-ES Gissler | 4.9 (2) | 3.4 (2) | 3.9 (3) | 4.3 (3) | 4.5 (2) | 2.1 (1) | 2.2 (1) | 15/15 |
| ad-CMA-ES Gissler | 6.6 (7) | 5.2 (7) | 5.2 (6) | 5.6 (5) | 5.8 (5) | 2.7 (2) | 2.7 (2) | 15/15 |
| adm-CMA-ES Gissler | 8.1 (5) | 5.4 (5) | 5.5 (5) | 5.9 (5) | 6.0 (4) | 2.7 (2) | 2.7 (2) | 15/15 |
| c-CMA-ES Gissler | 4.8 (0.6) | 6.5 (5) | 7.3 (6) | 7.7 (6) | 7.7 (6) | 3.4 (3) | 3.4 (3) | 15/15 |
| cd-CMA-ES Gissler | 5.8 (3) | 6.7 (6) | 7.9 (8) | 8.7 (7) | 8.8 (7) | 4.0 (3) | 4.1 (3) | 15/15 |
| cdm-CMA-ES Gissler | 7.1 (5) | 5.4 (7) | 5.8 (8) | 6.5 (8) | 6.6 (7) | 3.1 (3) | 3.6 (2) | 15/15 |
| cma-bp-bbob Brockhoff | 4.6 (0.7) | 3.9 (4) | 4.3 (4) | 4.9 (4) | 5.5 (4) | 2.7 (2) | 2.9 (2) | 15/15 |
| cma-bt-bbob Brockhoff | 7.6 (5) | 5.4 (7) | 5.6 (5) | 6.0 (4) | 6.2 (4) | 2.8 (2) | 2.8 (2) | 15/15 |
| d-CMA-ES Gissler | 8.8 (9) | 7.3 (7) | 7.2 (6) | 7.2 (6) | 7.2 (6) | 3.2 (2) | 3.2 (2) | 15/15 |
| default-CMA-ES Gissler | 7.4 (10) | 6.7 (9) | 7.2 (9) | 7.6 (9) | 7.6 (8) | 3.4 (3) | 3.4 (3) | 15/15 |
| dm-CMA-ES Gissler | 6.2 (4) | 5.0 (3) | 6.0 (2) | 6.5 (3) | 6.6 (3) | 3.0 (2) | 3.0 (2) | 15/15 |
| m-SDWOA Espinoza | 69 (12) | 41 (12) | 59 (68) | 98 (98) | 131 (169) | 60 (39) | 67 (59) | 5/15 |
| s-CMA-ES Gissler | 8.8 (9) | 6.7 (8) | 7.0 (7) | 7.1 (6) | 7.2 (6) | 3.2 (2) | 3.2 (2) | 15/15 |
| sc-CMA-ES Gissler | 6.7 (4) | 5.6 (6) | 7.3 (6) | 7.7 (6) | 7.7 (5) | 3.4 (3) | 3.4 (3) | 15/15 |
| scd-CMA-ES Gissler | 11 (13) | 9.3 (10) | 11 (9) | 11 (9) | 11 (8) | 4.7 (3) | 4.6 (3) | 15/15 |
| scdm-CMA-ES Gissler | 7.5 (5) | 7.0 (6) | 7.6 (6) | 8.1 (7) | 8.4 (6) | 3.9 (3) | 4.0 (3) | 15/15 |
| sd-CMA-ES Gissler | 6.2 (3) | 6.0 (4) | 6.5 (6) | 6.7 (7) | 6.6 (7) | 2.8 (3) | 2.8 (3) | 15/15 |
| sdm-CMA-ES Gissler | 10 (9) | 7.8 (10) | 7.8 (10) | 8.1 (10) | 8.1 (9) | 3.6 (4) | 3.5 (4) | 15/15 |
| Δ fopt f13, 5-D |
1e1 132 |
1e0 195 |
1e-1 250 |
1e-2 319 |
1e-3 1310 |
1e-5 1752 |
1e-7 2255 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 0.84 (0.3) | 0.86 (0.2) | 0.82 (0.1)↑1 | 0.77 (0.1)↑0 | 96 (191) | ∞ | ∞3e5 | 0/15 |
| DIRECT-REV Kudela | 0.86 (0.4) | 0.84 (0.2) | 0.88 (0.1)↑1 | 0.82 (0.1)↑1 | 130 (149) | ∞ | ∞3e5 | 0/15 |
| E-WOA Espinoza | 369 (571) | 1071 (1025) | 2854 (3350) | 2243 (2586) | 551 (573) | ∞ | ∞5e4 | 0/15 |
| I-DBDP-GL Kudela | 14 (5) | 28 (14) | 52 (21) | 86 (33) | 39 (19) | 81 (38) | 815 (860) | 0/15 |
| WOA Espinoza | 1126 (1175) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞5e4 | 0/15 |
| a-CMA-ES Gissler | 2.3 (0.7) | 3.3 (1) | 3.4 (1) | 3.2 (0.6) | 0.93 (0.1) | 1.00 (0.1) | 0.93 (0.1) | 15/15 |
| ad-CMA-ES Gissler | 2.3 (0.3) | 3.0 (1) | 3.3 (0.8) | 3.4 (0.8) | 0.97 (0.2) | 0.96 (0.1) | 0.92 (0.1) | 15/15 |
| adm-CMA-ES Gissler | 2.8 (0.8) | 3.3 (1) | 3.4 (1) | 3.3 (0.8) | 0.96 (0.2) | 0.98 (0.2) | 0.95 (0.1) | 15/15 |
| c-CMA-ES Gissler | 2.4 (1) | 3.1 (1) | 4.2 (1) | 4.1 (0.5) | 1.2 (0.2) | 1.2 (0.2) | 1.2 (0.2) | 15/15 |
| cd-CMA-ES Gissler | 2.6 (0.5) | 3.4 (1) | 4.0 (1) | 4.0 (0.6) | 1.2 (0.1) | 1.2 (0.2) | 1.2 (0.1) | 15/15 |
| cdm-CMA-ES Gissler | 2.7 (0.8) | 3.4 (1) | 3.9 (1) | 4.0 (0.8) | 1.1 (0.2) | 1.2 (0.1) | 1.2 (0.1) | 15/15 |
| cma-bp-bbob Brockhoff | 2.4 (0.5) | 3.9 (1) | 4.1 (1) | 3.9 (1.0) | 1.1 (0.2) | 1.1 (0.2) | 1.1 (0.1) | 15/15 |
| cma-bt-bbob Brockhoff | 2.8 (1) | 3.7 (1) | 4.0 (1) | 3.8 (0.7) | 1.1 (0.2) | 1.1 (0.2) | 1.0 (0.2) | 15/15 |
| d-CMA-ES Gissler | 2.8 (0.8) | 3.1 (0.6) | 3.1 (0.5) | 3.0 (0.4) | 0.89 (0.1) | 0.97 (0.2) | 0.96 (0.1) | 15/15 |
| default-CMA-ES Gissler | 2.4 (0.6) | 2.9 (0.9) | 3.2 (0.9) | 3.2 (0.6) | 0.94 (0.1) | 0.98 (0.2) | 0.96 (0.1) | 15/15 |
| dm-CMA-ES Gissler | 2.5 (0.8) | 2.9 (1) | 3.3 (0.7) | 3.2 (0.6) | 0.97 (0.2) | 0.95 (0.1) | 0.95 (0.1) | 15/15 |
| m-SDWOA Espinoza | 25 (2) | 30 (2) | 35 (1) | 36 (2) | 11 (0.4) | 11 (0.3) | 11 (0.4) | 15/15 |
| s-CMA-ES Gissler | 2.5 (0.9) | 3.0 (1) | 3.4 (0.6) | 3.2 (0.7) | 0.98 (0.2) | 1.0 (0.2) | 0.95 (0.1) | 15/15 |
| sc-CMA-ES Gissler | 2.5 (2) | 3.8 (2) | 4.7 (2) | 4.6 (2) | 1.3 (0.5) | 1.3 (0.3) | 1.3 (0.3) | 15/15 |
| scd-CMA-ES Gissler | 3.0 (1) | 4.0 (2) | 4.5 (1) | 4.2 (0.9) | 1.2 (0.2) | 1.3 (0.3) | 1.2 (0.2) | 15/15 |
| scdm-CMA-ES Gissler | 2.6 (1) | 2.9 (2) | 3.9 (2) | 4.3 (1) | 1.3 (0.3) | 1.2 (0.2) | 1.2 (0.3) | 15/15 |
| sd-CMA-ES Gissler | 2.8 (1) | 2.9 (0.6) | 3.5 (0.9) | 3.5 (0.9) | 0.96 (0.2) | 1.0 (0.2) | 0.96 (0.1) | 15/15 |
| sdm-CMA-ES Gissler | 2.7 (2) | 3.1 (1) | 3.5 (0.9) | 3.4 (0.6) | 0.96 (0.2) | 0.93 (0.2) | 0.98 (0.1) | 15/15 |
| Δ fopt f14, 5-D |
1e1 10 |
1e0 41 |
1e-1 58 |
1e-2 90 |
1e-3 139 |
1e-5 251 |
1e-7 476 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 0.93 (1) | 2.0 (1) | 3.4 (1) | 11 (0.9) | 130 (0.7) | 73 (0.4) | ∞3e5 | 0/15 |
| DIRECT-REV Kudela | 1.7 (3) | 3.0 (1) | 2.8 (0.9) | 2.6 (0.8) | 2.2 (0.4) | 1.5 (0.2) | 2102 (4333) | 0/15 |
| E-WOA Espinoza | 2.2 (3) | 19 (15) | 43 (18) | 83 (51) | 234 (209) | 2898 (2789) | ∞5e4 | 0/15 |
| I-DBDP-GL Kudela | 0.71 (1) | 4.1 (3) | 11 (3) | 20 (8) | 37 (10) | 191 (132) | 3868 (3001) | 0/15 |
| WOA Espinoza | 2.2 (3) | 12 (7) | 102 (67) | 1584 (1668) | 5079 (7734) | ∞ | ∞5e4 | 0/15 |
| a-CMA-ES Gissler | 0.63 (0.6) | 2.0 (0.8) | 3.2 (0.9) | 3.3 (0.7) | 3.3 (0.6) | 3.2 (0.4) | 2.4 (0.2) | 15/15 |
| ad-CMA-ES Gissler | 0.66 (0.8) | 1.9 (0.6) | 3.1 (0.9) | 3.6 (0.6) | 3.4 (0.5) | 3.3 (0.3) | 2.5 (0.3) | 15/15 |
| adm-CMA-ES Gissler | 0.73 (0.8) | 2.2 (1) | 3.4 (1) | 3.7 (0.9) | 3.5 (0.6) | 3.4 (0.5) | 2.5 (0.2) | 15/15 |
| c-CMA-ES Gissler | 0.66 (0.9) | 1.9 (0.7) | 2.9 (0.6) | 3.1 (1) | 3.3 (0.4) | 3.6 (0.5) | 2.7 (0.3) | 15/15 |
| cd-CMA-ES Gissler | 0.92 (1) | 2.2 (2) | 3.3 (1) | 3.7 (0.5) | 3.3 (0.6) | 3.4 (0.3) | 2.7 (0.3) | 15/15 |
| cdm-CMA-ES Gissler | 1.1 (2) | 2.0 (1) | 3.2 (0.8) | 3.6 (0.8) | 3.5 (0.7) | 3.6 (0.5) | 2.9 (0.3) | 15/15 |
| cma-bp-bbob Brockhoff | 0.84 (0.8) | 2.2 (0.8) | 3.4 (1) | 3.6 (0.8) | 3.3 (0.6) | 3.2 (0.5) | 2.5 (0.4) | 15/15 |
| cma-bt-bbob Brockhoff | 0.87 (1) | 2.4 (1) | 3.7 (1) | 3.5 (1) | 3.4 (0.8) | 3.4 (0.5) | 2.5 (0.2) | 15/15 |
| d-CMA-ES Gissler | 0.79 (0.9) | 1.8 (1) | 3.5 (1) | 3.9 (0.8) | 3.7 (0.5) | 3.5 (0.5) | 2.5 (0.2) | 15/15 |
| default-CMA-ES Gissler | 0.66 (0.7) | 1.8 (0.8) | 2.8 (0.6) | 3.2 (0.5) | 3.2 (0.6) | 3.1 (0.4) | 2.4 (0.2) | 15/15 |
| dm-CMA-ES Gissler | 0.61 (0.6) | 1.9 (0.7) | 3.3 (0.6) | 3.7 (0.5) | 3.7 (0.7) | 3.3 (0.6) | 2.5 (0.2) | 15/15 |
| m-SDWOA Espinoza | 2.2 (3) | 18 (5) | 34 (5) | 36 (8) | 37 (4) | 35 (2) | 27 (1) | 15/15 |
| s-CMA-ES Gissler | 0.67 (1) | 1.9 (1.0) | 3.1 (0.9) | 3.4 (1) | 3.3 (0.7) | 3.3 (0.5) | 2.4 (0.4) | 15/15 |
| sc-CMA-ES Gissler | 0.60 (0.6) | 2.4 (2) | 3.2 (2) | 3.6 (2) | 3.4 (1) | 3.5 (0.9) | 2.7 (0.5) | 15/15 |
| scd-CMA-ES Gissler | 0.93 (0.8) | 2.2 (1.0) | 3.4 (1) | 3.3 (0.8) | 3.5 (0.7) | 3.6 (0.9) | 2.8 (0.5) | 15/15 |
| scdm-CMA-ES Gissler | 0.97 (0.8) | 2.3 (0.7) | 3.3 (0.8) | 3.5 (0.7) | 3.5 (0.5) | 3.3 (0.7) | 2.7 (0.4) | 15/15 |
| sd-CMA-ES Gissler | 0.90 (2) | 1.9 (1) | 2.9 (1) | 3.3 (1) | 3.4 (0.8) | 3.4 (0.5) | 2.5 (0.3) | 15/15 |
| sdm-CMA-ES Gissler | 0.85 (1) | 2.2 (0.8) | 3.3 (0.7) | 3.6 (0.8) | 3.4 (0.5) | 3.1 (0.4) | 2.4 (0.2) | 15/15 |
| Δ fopt f15, 5-D |
1e1 511 |
1e0 9310 |
1e-1 19369 |
1e-2 19743 |
1e-3 20073 |
1e-5 20769 |
1e-7 21359 |
#succ 14/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 4.0 (5) | 6.4 (5) | 24 (28) | 23 (15) | 24 (29) | 29 (39) | 28 (42) | 5/15 |
| DIRECT-REV Kudela | 1.3 (1) | 9.2 (10) | 58 (55) | 57 (68) | 56 (73) | 54 (74) | 53 (50) | 3/15 |
| E-WOA Espinoza | 213 (317) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞5e4 | 0/15 |
| I-DBDP-GL Kudela | 3.3 (2) | 1.7 (0.9) | 3.2 (4) | 3.2 (3) | 3.3 (3) | 3.4 (3) | 3.6 (3) | 15/15 |
| WOA Espinoza | 281 (278) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞5e4 | 0/15 |
| a-CMA-ES Gissler | 1.3 (2) | 0.91 (0.9) | 0.80 (0.2)↑1 | 0.80 (0.2) | 0.81 (0.2) | 0.81 (0.2) | 0.82 (0.2) | 15/15 |
| ad-CMA-ES Gissler | 1.4 (2) | 0.76 (0.6) | 1.1 (0.6) | 1.1 (0.6) | 1.1 (0.6) | 1.1 (0.6) | 1.1 (0.6) | 15/15 |
| adm-CMA-ES Gissler | 1.6 (2) | 1.1 (0.8) | 1.1 (0.6) | 1.1 (0.6) | 1.1 (0.6) | 1.1 (0.6) | 1.2 (0.6) | 15/15 |
| c-CMA-ES Gissler | 1.8 (2) | 0.97 (0.9) | 0.92 (0.5) | 0.92 (0.5) | 0.93 (0.5) | 0.93 (0.5) | 0.94 (0.5) | 15/15 |
| cd-CMA-ES Gissler | 1.6 (2) | 1.0 (0.5) | 1.00 (0.5) | 1.00 (0.5) | 1.0 (0.5) | 1.0 (0.5) | 1.0 (0.5) | 15/15 |
| cdm-CMA-ES Gissler | 1.2 (0.4) | 1.1 (0.9) | 1.2 (0.7) | 1.2 (0.7) | 1.2 (0.7) | 1.2 (0.7) | 1.2 (0.7) | 15/15 |
| cma-bp-bbob Brockhoff | 1.0 (0.5) | 1.4 (2) | 0.92 (0.8) | 0.92 (0.8) | 0.93 (0.8) | 0.93 (0.8) | 0.94 (0.8) | 15/15 |
| cma-bt-bbob Brockhoff | 1.7 (2) | 1.8 (2) | 2.0 (2) | 2.0 (2) | 2.0 (1) | 2.0 (1) | 2.0 (2) | 11/15 |
| d-CMA-ES Gissler | 1.9 (2) | 1.0 (0.5) | 1.0 (0.7) | 1.0 (0.7) | 1.0 (0.7) | 1.0 (0.7) | 1.0 (0.7) | 15/15 |
| default-CMA-ES Gissler | 1.8 (2) | 1.1 (1.0) | 0.94 (0.8) | 0.95 (0.8) | 0.95 (0.7) | 0.95 (0.7) | 0.96 (0.7) | 15/15 |
| dm-CMA-ES Gissler | 2.1 (2) | 1.0 (0.7) | 1.2 (0.8) | 1.2 (0.8) | 1.2 (0.8) | 1.2 (0.8) | 1.3 (0.8) | 15/15 |
| m-SDWOA Espinoza | 8.3 (4) | 10 (11) | ∞ | ∞ | ∞ | ∞ | ∞5e4 | 0/15 |
| s-CMA-ES Gissler | 2.1 (2) | 0.96 (0.5) | 0.97 (0.6) | 0.98 (0.6) | 0.98 (0.6) | 0.98 (0.6) | 0.99 (0.6) | 15/15 |
| sc-CMA-ES Gissler | 1.7 (2) | 0.94 (0.4) | 0.87 (0.7) | 0.88 (0.7) | 0.88 (0.7) | 0.88 (0.7) | 0.89 (0.7) | 15/15 |
| scd-CMA-ES Gissler | 2.1 (2) | 0.94 (1) | 0.87 (0.7) | 0.88 (0.8) | 0.88 (0.8) | 0.88 (0.7) | 0.89 (0.7) | 15/15 |
| scdm-CMA-ES Gissler | 2.5 (3) | 0.84 (0.5) | 0.90 (0.7) | 0.90 (0.7) | 0.90 (0.7) | 0.90 (0.7) | 0.91 (0.7) | 15/15 |
| sd-CMA-ES Gissler | 1.2 (0.7) | 0.89 (0.9) | 0.85 (0.7) | 0.85 (0.7) | 0.86 (0.7) | 0.86 (0.7) | 0.87 (0.7) | 15/15 |
| sdm-CMA-ES Gissler | 2.1 (2) | 0.87 (0.4) | 0.98 (0.7) | 0.99 (0.7) | 0.99 (0.7) | 1.00 (0.7) | 1.0 (0.7) | 15/15 |
| Δ fopt f16, 5-D |
1e1 120 |
1e0 612 |
1e-1 2662 |
1e-2 10163 |
1e-3 10449 |
1e-5 11644 |
1e-7 12095 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 3.0 (3) | 5.4 (4) | 2.2 (2) | 1.4 (1) | 7.6 (12) | 321 (365) | ∞3e5 | 0/15 |
| DIRECT-REV Kudela | 2.5 (2) | 2.9 (1.0) | 1.4 (0.8) | 1.0 (0.8) | 2.3 (3) | 308 (220) | ∞3e5 | 0/15 |
| E-WOA Espinoza | 4.6 (7) | 344 (528) | 265 (225) | ∞ | ∞ | ∞ | ∞5e4 | 0/15 |
| I-DBDP-GL Kudela | 2.5 (2) | 2.5 (1) | 1.4 (0.8) | 0.61 (0.4) | 0.81 (0.5) | 1.4 (0.6) | 2.1 (0.6) | 15/15 |
| WOA Espinoza | 1.4 (1) | 231 (205) | 266 (249) | ∞ | ∞ | ∞ | ∞5e4 | 0/15 |
| a-CMA-ES Gissler | 2.0 (1) | 2.1 (2) | 1.6 (1) | 0.62 (0.6) | 0.67 (0.5) | 0.64 (0.5) | 0.64 (0.5) | 15/15 |
| ad-CMA-ES Gissler | 1.6 (1) | 1.9 (2) | 1.9 (3) | 0.72 (0.7) | 0.73 (0.7) | 0.69 (0.6) | 0.71 (0.6) | 15/15 |
| adm-CMA-ES Gissler | 2.3 (3) | 3.5 (3) | 1.8 (1) | 0.62 (0.5) | 0.63 (0.5) | 0.62 (0.5) | 0.62 (0.4) | 15/15 |
| c-CMA-ES Gissler | 2.1 (2) | 3.5 (3) | 1.2 (1) | 0.73 (0.7) | 0.89 (0.6) | 0.83 (0.6) | 0.84 (0.6) | 15/15 |
| cd-CMA-ES Gissler | 2.0 (2) | 3.5 (3) | 1.3 (1) | 0.59 (0.3)↑1 | 0.59 (0.3)↑1 | 0.60 (0.3)↑1 | 0.61 (0.3)↑1 | 15/15 |
| cdm-CMA-ES Gissler | 2.9 (2) | 4.1 (6) | 2.2 (3) | 0.74 (0.8) | 0.97 (0.8) | 0.93 (0.6) | 0.93 (0.6) | 15/15 |
| cma-bp-bbob Brockhoff | 1.5 (1) | 2.1 (3) | 1.7 (3) | 0.50 (0.7) | 0.51 (0.7) | 0.49 (0.7) | 0.61 (0.8) | 15/15 |
| cma-bt-bbob Brockhoff | 1.7 (2) | 3.2 (6) | 2.0 (2) | 0.62 (0.6) | 0.75 (0.8) | 0.71 (0.7) | 0.72 (0.7) | 15/15 |
| d-CMA-ES Gissler | 2.1 (2) | 3.2 (3) | 1.8 (0.8) | 0.62 (0.6) | 0.72 (0.6) | 0.68 (0.5) | 0.68 (0.5) | 15/15 |
| default-CMA-ES Gissler | 1.8 (2) | 4.8 (5) | 1.8 (1.0) | 0.52 (0.3)↑0 | 0.65 (0.5) | 0.65 (0.5) | 0.66 (0.5) | 15/15 |
| dm-CMA-ES Gissler | 1.7 (2) | 2.6 (2) | 1.4 (1) | 0.59 (0.7) | 0.64 (0.7) | 0.61 (0.6) | 0.62 (0.6) | 15/15 |
| m-SDWOA Espinoza | 3.9 (5) | 36 (25) | ∞ | ∞ | ∞ | ∞ | ∞5e4 | 0/15 |
| s-CMA-ES Gissler | 1.8 (2) | 4.6 (2) | 2.5 (2) | 0.84 (0.8) | 0.85 (0.8) | 0.80 (0.7) | 0.82 (0.6) | 15/15 |
| sc-CMA-ES Gissler | 3.1 (2) | 5.2 (6) | 2.0 (1) | 0.70 (0.5) | 0.73 (0.5) | 0.69 (0.5) | 0.70 (0.5) | 15/15 |
| scd-CMA-ES Gissler | 2.7 (2) | 2.5 (2) | 1.2 (1) | 0.57 (0.6) | 0.68 (0.6) | 0.71 (0.5) | 0.72 (0.5) | 15/15 |
| scdm-CMA-ES Gissler | 2.6 (3) | 3.8 (5) | 1.8 (1) | 0.61 (0.7) | 0.65 (0.7) | 0.67 (0.6) | 0.68 (0.6) | 15/15 |
| sd-CMA-ES Gissler | 3.6 (3) | 3.1 (5) | 1.6 (1) | 0.54 (0.3)↑0 | 0.57 (0.2)↑0 | 0.61 (0.2)↑1 | 0.62 (0.2)↑1 | 15/15 |
| sdm-CMA-ES Gissler | 2.7 (2) | 3.4 (3) | 1.8 (1) | 0.84 (0.5) | 1.0 (1.0) | 0.97 (0.9) | 0.97 (0.9) | 15/15 |
| Δ fopt f17, 5-D |
1e1 5.0 |
1e0 215 |
1e-1 899 |
1e-2 2861 |
1e-3 3669 |
1e-5 6351 |
1e-7 7934 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 2.2 (3) | 2.1 (1) | 3.7 (3) | 27 (46) | 213 (221) | ∞ | ∞3e5 | 0/15 |
| DIRECT-REV Kudela | 2.3 (3) | 2.2 (0.9) | 1.6 (1) | 4.5 (7) | 141 (204) | ∞ | ∞3e5 | 0/15 |
| E-WOA Espinoza | 4.6 (4) | 65 (117) | ∞ | ∞ | ∞ | ∞ | ∞5e4 | 0/15 |
| I-DBDP-GL Kudela | 1.5 (2) | 2.4 (0.9) | 2.7 (0.7) | 2.2 (0.9) | 3.4 (1) | 5.1 (0.9) | 7.9 (1) | 15/15 |
| WOA Espinoza | 4.3 (4) | 98 (180) | ∞ | ∞ | ∞ | ∞ | ∞5e4 | 0/15 |
| a-CMA-ES Gissler | 1.9 (3) | 0.77 (0.3) | 0.66 (0.2)↑1 | 0.60 (0.6) | 0.63 (0.5) | 0.73 (0.6) | 1.0 (0.4) | 15/15 |
| ad-CMA-ES Gissler | 1.1 (1) | 0.74 (0.2)↑1 | 0.67 (0.3)↑1 | 0.50 (0.5) | 0.65 (0.4) | 0.76 (0.5) | 0.96 (0.4) | 15/15 |
| adm-CMA-ES Gissler | 1.8 (2) | 2.2 (0.4) | 1.1 (2) | 0.72 (0.8) | 0.86 (0.6) | 1.1 (0.5) | 1.1 (0.5) | 15/15 |
| c-CMA-ES Gissler | 2.3 (3) | 0.76 (0.3) | 0.64 (0.2)↑1 | 0.54 (0.5) | 0.75 (0.7) | 0.75 (0.6) | 0.99 (0.7) | 15/15 |
| cd-CMA-ES Gissler | 1.4 (2) | 0.74 (0.3) | 0.51 (0.2)↑0 | 0.48 (0.5) | 0.79 (0.5) | 0.80 (0.3) | 1.0 (0.5) | 15/15 |
| cdm-CMA-ES Gissler | 1.4 (2) | 0.70 (0.2)↑1 | 0.69 (0.2)↑1 | 0.54 (0.8) | 0.58 (0.6) | 1.1 (0.5) | 1.3 (0.9) | 15/15 |
| cma-bp-bbob Brockhoff | 1.3 (1) | 0.90 (0.3) | 0.70 (0.3)↑1 | 0.53 (0.5) | 0.97 (0.5) | 0.96 (0.6) | 1.1 (1.0) | 15/15 |
| cma-bt-bbob Brockhoff | 0.92 (1) | 1.7 (0.4) | 0.85 (1) | 0.55 (0.5) | 0.72 (0.5) | 0.92 (0.5) | 1.0 (0.5) | 15/15 |
| d-CMA-ES Gissler | 1.5 (1) | 0.77 (0.2)↑1 | 0.71 (0.2)↑1 | 0.59 (0.6) | 0.82 (0.5) | 0.82 (0.5) | 0.94 (0.4) | 15/15 |
| default-CMA-ES Gissler | 1.3 (2) | 0.77 (0.3) | 1.1 (2) | 0.52 (0.6) | 0.64 (0.5) | 1.0 (0.4) | 1.1 (0.5) | 15/15 |
| dm-CMA-ES Gissler | 1.7 (2) | 0.84 (0.2) | 0.89 (0.3)↑1 | 0.64 (0.9) | 0.78 (0.7) | 1.1 (0.6) | 1.2 (0.4) | 15/15 |
| m-SDWOA Espinoza | 4.4 (4) | 7.0 (2) | 6.4 (0.7) | 3.8 (0.5) | 4.2 (0.5) | 4.2 (0.2) | 4.5 (0.2) | 15/15 |
| s-CMA-ES Gissler | 1.4 (1) | 0.74 (0.2) | 1.1 (1) | 0.59 (0.5) | 0.81 (0.4) | 1.0 (0.5) | 1.0 (0.5) | 15/15 |
| sc-CMA-ES Gissler | 1.4 (2) | 1.5 (0.5) | 0.86 (1) | 0.75 (0.6) | 0.84 (0.5) | 0.98 (0.5) | 1.1 (0.4) | 15/15 |
| scd-CMA-ES Gissler | 2.1 (3) | 0.89 (0.5) | 1.6 (2) | 0.76 (0.6) | 0.95 (1.0) | 1.2 (0.5) | 1.2 (0.4) | 15/15 |
| scdm-CMA-ES Gissler | 1.8 (2) | 0.99 (0.8) | 1.1 (2) | 0.68 (0.5) | 1.0 (0.5) | 1.4 (0.7) | 1.2 (0.6) | 15/15 |
| sd-CMA-ES Gissler | 1.7 (2) | 0.82 (0.4) | 1.1 (2) | 0.63 (0.6) | 0.83 (1) | 1.1 (0.6) | 1.1 (0.5) | 15/15 |
| sdm-CMA-ES Gissler | 1.5 (2) | 0.76 (0.2)↑1 | 0.47 (0.1)↑0 | 0.56 (0.5) | 0.75 (0.6) | 1.0 (0.5) | 1.1 (0.4) | 15/15 |
| Δ fopt f18, 5-D |
1e1 103 |
1e0 378 |
1e-1 3968 |
1e-2 8451 |
1e-3 9280 |
1e-5 10905 |
1e-7 12469 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 3.6 (2) | 5.3 (7) | 2.2 (2) | 13 (17) | 120 (94) | ∞ | ∞3e5 | 0/15 |
| DIRECT-REV Kudela | 2.3 (2) | 3.4 (2) | 1.5 (0.7) | 7.9 (16) | 64 (74) | ∞ | ∞3e5 | 0/15 |
| E-WOA Espinoza | 13 (17) | 194 (199) | ∞ | ∞ | ∞ | ∞ | ∞5e4 | 0/15 |
| I-DBDP-GL Kudela | 1.1 (1) | 3.7 (1) | 1.4 (0.6) | 1.7 (1) | 3.7 (2) | 8.5 (4) | 15 (10) | 12/15 |
| WOA Espinoza | 11 (25) | 537 (863) | ∞ | ∞ | ∞ | ∞ | ∞5e4 | 0/15 |
| a-CMA-ES Gissler | 0.87 (0.8) | 0.87 (0.3) | 0.38 (0.4)↑1 | 0.59 (0.5) | 0.62 (0.4)↑1 | 0.65 (0.3)↑1 | 0.78 (0.5) | 15/15 |
| ad-CMA-ES Gissler | 0.92 (0.4) | 0.90 (0.4) | 0.70 (0.6) | 0.49 (0.4) | 0.50 (0.3) | 0.65 (0.3)↑1 | 0.78 (0.3) | 15/15 |
| adm-CMA-ES Gissler | 0.74 (0.7) | 2.4 (4) | 0.48 (0.9) | 0.65 (0.8) | 0.72 (0.8) | 0.81 (0.6) | 0.92 (0.6) | 15/15 |
| c-CMA-ES Gissler | 0.84 (0.7) | 1.5 (0.4) | 0.75 (0.9) | 0.63 (0.5) | 0.76 (0.4) | 0.94 (0.6) | 1.0 (0.6) | 15/15 |
| cd-CMA-ES Gissler | 0.85 (0.5) | 0.95 (0.3) | 0.48 (0.5) | 0.50 (0.4) | 0.49 (0.4)↑1 | 0.59 (0.3) | 0.82 (0.2)↑0 | 15/15 |
| cdm-CMA-ES Gissler | 0.70 (0.3) | 0.87 (0.2) | 0.56 (0.5) | 0.51 (0.5) | 0.61 (0.5) | 0.78 (0.3) | 0.93 (0.5) | 15/15 |
| cma-bp-bbob Brockhoff | 0.88 (0.7) | 1.0 (0.7) | 0.59 (0.9) | 0.50 (0.4)↑1 | 0.51 (0.4)↑1 | 0.84 (0.6) | 0.93 (0.5) | 15/15 |
| cma-bt-bbob Brockhoff | 0.78 (0.6) | 0.98 (0.6) | 1.0 (1) | 0.93 (0.7) | 0.93 (0.6) | 0.96 (0.5) | 1.1 (0.8) | 15/15 |
| d-CMA-ES Gissler | 0.86 (0.5) | 1.5 (0.6) | 0.52 (0.4) | 0.47 (0.5) | 0.60 (0.5) | 0.69 (0.5) | 0.92 (0.3) | 15/15 |
| default-CMA-ES Gissler | 0.78 (0.6) | 1.3 (0.5) | 0.35 (0.3)↑0 | 0.48 (0.3)↑1 | 0.59 (0.4) | 0.78 (0.4) | 0.84 (0.3) | 15/15 |
| dm-CMA-ES Gissler | 0.82 (0.6) | 1.5 (0.3) | 0.39 (0.4)↑1 | 0.47 (0.5) | 0.49 (0.5) | 0.72 (0.3) | 0.92 (0.6) | 15/15 |
| m-SDWOA Espinoza | 5.5 (3) | 9.3 (3) | 2.2 (0.4) | 1.7 (0.1) | 2.3 (0.1) | 3.0 (0.1) | 3.5 (0.2) | 15/15 |
| s-CMA-ES Gissler | 0.65 (0.6) | 5.7 (0.2) | 1.1 (0.4) | 0.82 (0.8) | 0.97 (0.7) | 0.99 (0.6) | 1.1 (0.7) | 15/15 |
| sc-CMA-ES Gissler | 0.91 (0.8) | 1.9 (4) | 0.41 (0.4)↑1 | 0.44 (0.4)↑1 | 0.55 (0.5) | 0.75 (0.3)↑1 | 0.81 (0.3) | 15/15 |
| scd-CMA-ES Gissler | 0.80 (0.6) | 1.0 (0.3) | 0.38 (0.4)↑0 | 0.46 (0.5) | 0.62 (0.4) | 0.80 (0.3) | 0.93 (0.5) | 15/15 |
| scdm-CMA-ES Gissler | 0.84 (0.5) | 0.90 (0.2) | 0.34 (0.4)↑1 | 0.43 (0.4)↑1 | 0.57 (0.3)↑1 | 0.60 (0.3)↑1 | 0.78 (0.3)↑0 | 15/15 |
| sd-CMA-ES Gissler | 0.97 (0.6) | 1.4 (0.4) | 0.54 (0.4)↑0 | 0.59 (0.5) | 0.58 (0.5) | 0.76 (0.5) | 0.91 (0.5) | 15/15 |
| sdm-CMA-ES Gissler | 0.69 (0.3)↑1 | 4.6 (0.3) | 1.0 (1.0) | 0.77 (0.9) | 0.76 (0.8) | 0.88 (0.6) | 0.96 (0.6) | 15/15 |
| Δ fopt f19, 5-D |
1e1 1 |
1e0 1 |
1e-1 242 |
1e-2 1.0e5 |
1e-3 1.2e5 |
1e-5 1.2e5 |
1e-7 1.2e5 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 19 (23) | 7969 (1e4) | 4715 (5515) | ∞ | ∞ | ∞ | ∞3e5 | 0/15 |
| DIRECT-REV Kudela | 1 (0) | 1 (0) | 2.2 (4)★3 | ∞ | ∞ | ∞ | ∞3e5 | 0/15 |
| E-WOA Espinoza | 51 (48) | 3564 (5768) | 245 (262) | ∞ | ∞ | ∞ | ∞5e4 | 0/15 |
| I-DBDP-GL Kudela | 28 (32) | 3699 (3705) | 538 (553) | 8.2 (9) | 15 (19) | 15 (17) | 15 (11) | 2/15 |
| WOA Espinoza | 55 (56) | 7227 (6232) | 463 (629) | ∞ | ∞ | ∞ | ∞5e4 | 0/15 |
| a-CMA-ES Gissler | 1 (0) | 1 (0) | 140 (125) | 0.89 (0.7) | 1.0 (0.7) | 1.0 (0.7) | 1.0 (0.7) | 15/15 |
| ad-CMA-ES Gissler | 1 (0) | 1 (0) | 113 (106) | 0.65 (0.7) | 0.74 (0.6) | 0.74 (0.6) | 0.75 (0.6) | 15/15 |
| adm-CMA-ES Gissler | 1 (0) | 1 (0) | 130 (77) | 0.85 (0.6) | 0.83 (0.6) | 0.84 (0.6) | 0.84 (0.6) | 15/15 |
| c-CMA-ES Gissler | 1 (0) | 1 (0) | 60 (64) | 0.71 (0.7) | 0.75 (0.6) | 0.76 (0.6) | 0.76 (0.6) | 15/15 |
| cd-CMA-ES Gissler | 1 (0) | 1 (0) | 87 (73) | 0.85 (0.6) | 0.87 (0.5) | 0.88 (0.5) | 0.88 (0.5) | 15/15 |
| cdm-CMA-ES Gissler | 1 (0) | 1 (0) | 116 (114) | 1.1 (0.7) | 1.1 (0.9) | 1.1 (0.9) | 1.1 (0.9) | 15/15 |
| cma-bp-bbob Brockhoff | 1 (0) | 1 (0) | 145 (159) | 6.7 (10) | ∞ | ∞ | ∞5e4 | 0/15 |
| cma-bt-bbob Brockhoff | 1 (0) | 1 (0) | 142 (144) | 1.3 (0.9) | 2.0 (2) | 3.0 (3) | 3.0 (3) | 2/15 |
| d-CMA-ES Gissler | 1 (0) | 1 (0) | 101 (71) | 0.75 (0.8) | 0.79 (0.7) | 0.80 (0.7) | 0.80 (0.7) | 15/15 |
| default-CMA-ES Gissler | 1 (0) | 1 (0) | 79 (70) | 0.84 (0.5) | 0.91 (0.6) | 0.92 (0.6) | 0.93 (0.6) | 15/15 |
| dm-CMA-ES Gissler | 1 (0) | 1 (0) | 112 (85) | 0.83 (0.7) | 0.86 (0.6) | 0.87 (0.6) | 0.87 (0.7) | 15/15 |
| m-SDWOA Espinoza | 58 (61) | 3411 (2621) | 1414 (1854) | ∞ | ∞ | ∞ | ∞5e4 | 0/15 |
| s-CMA-ES Gissler | 1 (0) | 1 (0) | 157 (101) | 0.85 (0.6) | 0.90 (0.7) | 0.90 (0.7) | 0.91 (0.7) | 15/15 |
| sc-CMA-ES Gissler | 1 (0) | 1 (0) | 97 (106) | 0.74 (0.7) | 0.66 (0.5) | 0.67 (0.5) | 0.67 (0.5) | 15/15 |
| scd-CMA-ES Gissler | 1 (0) | 1 (0) | 153 (111) | 0.83 (0.6) | 1.1 (0.7) | 1.1 (0.7) | 1.1 (0.7) | 15/15 |
| scdm-CMA-ES Gissler | 1 (0) | 1 (0) | 194 (184) | 1.1 (0.7) | 1.1 (0.6) | 1.1 (0.6) | 1.1 (0.6) | 15/15 |
| sd-CMA-ES Gissler | 1 (0) | 1 (0) | 172 (140) | 1.3 (0.6) | 1.2 (0.5) | 1.2 (0.5) | 1.2 (0.5) | 15/15 |
| sdm-CMA-ES Gissler | 1 (0) | 1 (0) | 145 (135) | 0.97 (0.7) | 0.99 (0.7) | 0.99 (0.7) | 1.00 (0.7) | 15/15 |
| Δ fopt f20, 5-D |
1e1 16 |
1e0 851 |
1e-1 38111 |
1e-2 51362 |
1e-3 54470 |
1e-5 54861 |
1e-7 55313 |
#succ 14/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 1.6 (1) | 1.6 (2) | 2.9 (4) | 2.2 (7) | 3.6 (3) | 13 (16) | 13 (17) | 4/15 |
| DIRECT-REV Kudela | 2.2 (0) | 1.9 (1) | 49 (61) | 36 (34) | 34 (38) | 34 (38) | 34 (41) | 2/15 |
| E-WOA Espinoza | 26 (25) | 86 (88) | ∞ | ∞ | ∞ | ∞ | ∞5e4 | 0/15 |
| I-DBDP-GL Kudela | 4.8 (5) | 0.96 (0.6) | 1.8 (3) | 1.3 (2) | 1.3 (4) | 1.4 (2) | 1.4 (2) | 12/15 |
| WOA Espinoza | 22 (25) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞5e4 | 0/15 |
| a-CMA-ES Gissler | 1.9 (1) | 8.2 (11) | 1.6 (2) | 1.3 (1) | 1.2 (1) | 1.3 (1) | 1.3 (1) | 15/15 |
| ad-CMA-ES Gissler | 2.0 (2) | 6.2 (6) | 1.8 (1) | 1.4 (1) | 1.4 (1) | 1.4 (1) | 1.4 (1) | 15/15 |
| adm-CMA-ES Gissler | 2.5 (2) | 7.1 (7) | 1.2 (0.8) | 0.93 (0.7) | 0.90 (0.6) | 0.92 (0.7) | 0.94 (0.7) | 15/15 |
| c-CMA-ES Gissler | 2.3 (2) | 5.8 (6) | 1.7 (1) | 1.3 (1) | 1.3 (1) | 1.3 (1) | 1.3 (1) | 15/15 |
| cd-CMA-ES Gissler | 1.9 (2) | 6.4 (6) | 1.5 (1) | 1.2 (1) | 1.2 (1) | 1.2 (1) | 1.2 (1) | 15/15 |
| cdm-CMA-ES Gissler | 1.6 (1) | 5.9 (6) | 1.5 (1) | 1.2 (0.9) | 1.2 (0.8) | 1.2 (0.8) | 1.2 (0.9) | 15/15 |
| cma-bp-bbob Brockhoff | 1.9 (1) | 3.7 (3) | 1.6 (2) | 1.3 (1) | 1.3 (1) | 1.4 (1) | 1.4 (1) | 8/15 |
| cma-bt-bbob Brockhoff | 1.9 (2) | 5.5 (4) | 1.2 (0.9) | 1.0 (0.7) | 0.98 (0.7) | 0.99 (0.7) | 1.00 (0.7) | 10/15 |
| d-CMA-ES Gissler | 1.6 (1.0) | 8.7 (5) | 1.5 (0.5) | 1.2 (0.4) | 1.2 (0.4) | 1.2 (0.4) | 1.2 (0.4) | 15/15 |
| default-CMA-ES Gissler | 2.1 (1) | 7.4 (7) | 1.5 (0.6) | 1.2 (0.5) | 1.2 (0.4) | 1.2 (0.4) | 1.2 (0.4) | 15/15 |
| dm-CMA-ES Gissler | 2.1 (2) | 11 (12) | 2.2 (1) | 1.7 (1) | 1.7 (1) | 1.7 (1) | 1.8 (1) | 15/15 |
| m-SDWOA Espinoza | 16 (10) | 15 (11) | 1.5 (0.8) | 1.5 (1) | 1.4 (1) | 1.6 (1.0) | 4.4 (5) | 2/15 |
| s-CMA-ES Gissler | 1.4 (1) | 8.3 (5) | 1.2 (0.8) | 0.95 (0.7) | 0.92 (0.7) | 0.94 (0.7) | 0.96 (0.7) | 15/15 |
| sc-CMA-ES Gissler | 1.6 (1) | 4.9 (6) | 1.7 (2) | 1.3 (1) | 1.3 (1) | 1.3 (1) | 1.3 (1) | 15/15 |
| scd-CMA-ES Gissler | 2.6 (3) | 8.0 (5) | 2.5 (2) | 2.0 (1) | 1.9 (1) | 1.9 (1) | 2.0 (1) | 15/15 |
| scdm-CMA-ES Gissler | 1.6 (0.9) | 8.1 (6) | 2.0 (1) | 1.5 (1) | 1.5 (1) | 1.5 (1) | 1.5 (1) | 15/15 |
| sd-CMA-ES Gissler | 2.1 (1) | 7.9 (7) | 2.1 (1) | 1.6 (1) | 1.6 (1) | 1.6 (1) | 1.6 (1) | 15/15 |
| sdm-CMA-ES Gissler | 1.9 (1) | 11 (10) | 1.8 (0.8) | 1.4 (0.6) | 1.4 (0.6) | 1.4 (0.6) | 1.4 (0.6) | 15/15 |
| Δ fopt f21, 5-D |
1e1 41 |
1e0 1157 |
1e-1 1674 |
1e-2 1692 |
1e-3 1705 |
1e-5 1729 |
1e-7 1757 |
#succ 14/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 2.0 (3) | 0.45 (0.4)↑1 | 0.53 (0.5) | 0.76 (0.7) | 1.1 (1) | 26 (72) | 96 (178) | 1/15 |
| DIRECT-REV Kudela | 1.8 (3) | 0.51 (0.4) | 0.85 (0.6) | 0.88 (0.6) | 0.91 (0.6) | 0.97 (0.6) | 84 (135) | 2/15 |
| E-WOA Espinoza | 8.6 (6) | 31 (24) | 33 (33) | 35 (31) | 36 (29) | 41 (36) | 60 (53) | 4/15 |
| I-DBDP-GL Kudela | 1.4 (1) | 0.68 (0.8) | 0.83 (0.8) | 1.0 (0.8) | 1.2 (0.9) | 1.9 (0.8) | 2.5 (0.8) | 15/15 |
| WOA Espinoza | 5.3 (5) | 66 (65) | 84 (121) | 120 (162) | 120 (139) | 192 (252) | ∞5e4 | 0/15 |
| a-CMA-ES Gissler | 1.7 (2) | 26 (8) | 34 (100) | 34 (99) | 34 (99) | 33 (99) | 33 (96) | 13/15 |
| ad-CMA-ES Gissler | 1.2 (1) | 47 (136) | 59 (195) | 59 (118) | 58 (104) | 58 (98) | 58 (95) | 12/15 |
| adm-CMA-ES Gissler | 0.85 (0.9) | 16 (9) | 38 (106) | 39 (105) | 39 (112) | 38 (105) | 38 (106) | 13/15 |
| c-CMA-ES Gissler | 3.4 (2) | 5.2 (14) | 48 (98) | 68 (109) | 69 (102) | 69 (103) | 68 (96) | 12/15 |
| cd-CMA-ES Gissler | 1.2 (1) | 23 (8) | 33 (101) | 33 (98) | 33 (98) | 32 (96) | 32 (95) | 13/15 |
| cdm-CMA-ES Gissler | 1.3 (1) | 2.7 (3) | 24 (19) | 42 (112) | 42 (110) | 42 (107) | 41 (107) | 13/15 |
| cma-bp-bbob Brockhoff | 1.5 (1) | 4.6 (3) | 4.6 (6) | 4.7 (6) | 4.7 (6) | 4.9 (7) | 5.0 (7) | 15/15 |
| cma-bt-bbob Brockhoff | 1.7 (1) | 5.2 (5) | 16 (17) | 16 (20) | 15 (24) | 15 (18) | 15 (16) | 11/15 |
| d-CMA-ES Gissler | 6.2 (18) | 8.1 (13) | 59 (104) | 59 (106) | 59 (102) | 59 (101) | 58 (106) | 12/15 |
| default-CMA-ES Gissler | 5.9 (17) | 8.7 (8) | 11 (31) | 12 (34) | 12 (35) | 12 (36) | 13 (36) | 15/15 |
| dm-CMA-ES Gissler | 1.8 (1) | 14 (25) | 29 (20) | 46 (110) | 46 (118) | 46 (108) | 46 (106) | 13/15 |
| m-SDWOA Espinoza | 4.1 (4) | 2.7 (2) | 8.2 (15) | 9.2 (15) | 10 (16) | 10 (14) | 11 (15) | 13/15 |
| s-CMA-ES Gissler | 1.5 (1) | 30 (7) | 40 (106) | 40 (119) | 40 (104) | 39 (116) | 39 (114) | 13/15 |
| sc-CMA-ES Gissler | 1.0 (0.5) | 34 (41) | 58 (110) | 57 (109) | 57 (113) | 57 (162) | 56 (119) | 12/15 |
| scd-CMA-ES Gissler | 1.9 (3) | 10 (13) | 52 (98) | 52 (102) | 52 (96) | 51 (97) | 50 (94) | 12/15 |
| scdm-CMA-ES Gissler | 1.2 (1) | 31 (9) | 40 (115) | 40 (117) | 40 (116) | 40 (112) | 39 (107) | 13/15 |
| sd-CMA-ES Gissler | 1.5 (1) | 1.9 (3) | 19 (10) | 19 (10) | 19 (10) | 19 (10) | 19 (10) | 14/15 |
| sdm-CMA-ES Gissler | 1.5 (2) | 18 (24) | 55 (118) | 73 (116) | 73 (175) | 73 (220) | 73 (219) | 12/15 |
| Δ fopt f22, 5-D |
1e1 71 |
1e0 386 |
1e-1 938 |
1e-2 980 |
1e-3 1008 |
1e-5 1040 |
1e-7 1068 |
#succ 14/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 1.6 (2) | 1.8 (1) | 2.2 (2) | 2.7 (3) | 4.2 (5) | 63 (121) | 269 (411) | 1/15 |
| DIRECT-REV Kudela | 2.1 (3) | 1.5 (1) | 3.6 (4) | 3.5 (4) | 3.4 (4) | 3.5 (3) | 90 (123) | 2/15 |
| E-WOA Espinoza | 7.4 (10) | 40 (70) | 152 (163) | 150 (128) | 153 (186) | 335 (325) | 682 (831) | 1/15 |
| I-DBDP-GL Kudela | 1.7 (0.5) | 2.2 (1) | 3.3 (2) | 3.6 (2) | 4.2 (2) | 6.4 (3) | 9.1 (5) | 15/15 |
| WOA Espinoza | 53 (3) | 153 (195) | 748 (746) | ∞ | ∞ | ∞ | ∞5e4 | 0/15 |
| a-CMA-ES Gissler | 3.5 (9) | 7.6 (15) | 270 (357) | 397 (433) | 386 (508) | 374 (576) | 364 (628) | 7/15 |
| ad-CMA-ES Gissler | 4.1 (9) | 5.9 (5) | 78 (177) | 131 (176) | 128 (171) | 124 (172) | 121 (320) | 11/15 |
| adm-CMA-ES Gissler | 4.0 (10) | 12 (15) | 190 (220) | 232 (405) | 227 (390) | 223 (374) | 219 (425) | 10/15 |
| c-CMA-ES Gissler | 5.0 (10) | 10 (15) | 248 (365) | 409 (807) | 398 (523) | 386 (426) | 376 (566) | 7/15 |
| cd-CMA-ES Gissler | 5.6 (11) | 15 (24) | 174 (310) | 246 (335) | 240 (484) | 233 (355) | 228 (314) | 9/15 |
| cdm-CMA-ES Gissler | 2.8 (1) | 24 (16) | 229 (618) | 279 (392) | 273 (193) | 266 (359) | 259 (366) | 9/15 |
| cma-bp-bbob Brockhoff | 9.3 (22) | 21 (25) | 120 (144) | 115 (107) | 112 (122) | 109 (161) | 107 (97) | 5/15 |
| cma-bt-bbob Brockhoff | 1.2 (0.7) | 23 (45) | 86 (84) | 82 (105) | 80 (75) | 78 (73) | 76 (106) | 6/15 |
| d-CMA-ES Gissler | 3.9 (10) | 16 (25) | 81 (185) | 136 (190) | 132 (321) | 129 (266) | 126 (174) | 11/15 |
| default-CMA-ES Gissler | 1.3 (0.6) | 26 (42) | 227 (297) | 221 (211) | 215 (409) | 212 (349) | 208 (331) | 10/15 |
| dm-CMA-ES Gissler | 4.3 (2) | 6.4 (9) | 284 (404) | 272 (529) | 265 (601) | 258 (220) | 251 (566) | 9/15 |
| m-SDWOA Espinoza | 6.0 (5) | 11 (6) | 41 (69) | 42 (51) | 42 (50) | 52 (50) | 52 (82) | 8/15 |
| s-CMA-ES Gissler | 3.3 (8) | 24 (24) | 110 (254) | 147 (336) | 171 (205) | 174 (256) | 171 (333) | 11/15 |
| sc-CMA-ES Gissler | 3.4 (9) | 6.4 (14) | 74 (175) | 76 (169) | 73 (162) | 73 (159) | 72 (158) | 13/15 |
| scd-CMA-ES Gissler | 2.5 (1) | 45 (24) | 126 (181) | 155 (185) | 151 (226) | 148 (317) | 146 (185) | 11/15 |
| scdm-CMA-ES Gissler | 2.6 (0.9) | 9.4 (14) | 188 (215) | 464 (561) | 452 (802) | 439 (691) | 428 (793) | 7/15 |
| sd-CMA-ES Gissler | 1.2 (0.9) | 11 (17) | 106 (179) | 102 (176) | 100 (163) | 98 (261) | 96 (169) | 12/15 |
| sdm-CMA-ES Gissler | 2.2 (1) | 12 (24) | 312 (343) | 370 (409) | 361 (497) | 351 (390) | 343 (374) | 8/15 |
| Δ fopt f23, 5-D |
1e1 3.0 |
1e0 518 |
1e-1 14249 |
1e-2 27890 |
1e-3 31654 |
1e-5 33030 |
1e-7 34256 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 2.2 (4) | 17 (30) | 50 (49) | 128 (159) | ∞ | ∞ | ∞3e5 | 0/15 |
| DIRECT-REV Kudela | 3.3 (4) | 3.6 (6) | 50 (48) | 126 (146) | 111 (122) | ∞ | ∞3e5 | 0/15 |
| E-WOA Espinoza | 3.4 (4) | 54 (49) | ∞ | ∞ | ∞ | ∞ | ∞5e4 | 0/15 |
| I-DBDP-GL Kudela | 1.8 (2) | 7.7 (3) | 1.2 (0.7) | 0.95 (0.6) | 1.3 (0.8) | 2.2 (0.9) | 3.3 (1) | 15/15 |
| WOA Espinoza | 3.4 (4) | 26 (48) | ∞ | ∞ | ∞ | ∞ | ∞5e4 | 0/15 |
| a-CMA-ES Gissler | 2.4 (2) | 5.8 (6) | 3.7 (6) | 1.9 (3) | 1.7 (3) | 1.7 (3) | 1.7 (3) | 15/15 |
| ad-CMA-ES Gissler | 2.6 (3) | 4.9 (5) | 1.5 (1) | 0.85 (0.6) | 0.81 (0.5) | 0.81 (0.5) | 0.81 (0.5) | 15/15 |
| adm-CMA-ES Gissler | 3.3 (4) | 5.7 (6) | 1.1 (0.9) | 0.91 (0.9) | 0.82 (0.8) | 0.81 (0.8) | 0.82 (0.8) | 15/15 |
| c-CMA-ES Gissler | 2.3 (2) | 6.8 (6) | 2.2 (2) | 1.5 (1) | 1.3 (1) | 1.3 (1.0) | 1.3 (1.0) | 15/15 |
| cd-CMA-ES Gissler | 2.6 (3) | 7.2 (9) | 2.1 (2) | 1.1 (1) | 1.6 (2) | 1.6 (2) | 1.6 (2) | 15/15 |
| cdm-CMA-ES Gissler | 2.6 (3) | 13 (15) | 3.7 (3) | 2.0 (2) | 1.8 (1) | 1.7 (1) | 1.7 (1) | 15/15 |
| cma-bp-bbob Brockhoff | 3.7 (5) | 6.9 (5) | 1.8 (3) | 1.3 (1) | 1.2 (1) | 1.1 (2) | 1.1 (1) | 12/15 |
| cma-bt-bbob Brockhoff | 2.5 (3) | 7.0 (7) | 4.0 (3) | 2.3 (2) | 2.1 (3) | 2.0 (2) | 2.0 (3) | 8/15 |
| d-CMA-ES Gissler | 3.2 (2) | 8.6 (7) | 10 (26) | 6.3 (18) | 5.6 (16) | 5.4 (16) | 5.2 (15) | 13/15 |
| default-CMA-ES Gissler | 3.2 (3) | 11 (8) | 13 (14) | 6.6 (7) | 5.8 (7) | 5.9 (6) | 5.8 (6) | 14/15 |
| dm-CMA-ES Gissler | 2.3 (2) | 8.4 (7) | 2.0 (2) | 1.8 (3) | 1.6 (2) | 1.6 (2) | 1.6 (2) | 15/15 |
| m-SDWOA Espinoza | 3.4 (4) | 30 (23) | ∞ | ∞ | ∞ | ∞ | ∞5e4 | 0/15 |
| s-CMA-ES Gissler | 1.9 (2) | 10 (9) | 2.7 (2) | 1.7 (2) | 1.5 (2) | 1.5 (2) | 1.5 (2) | 15/15 |
| sc-CMA-ES Gissler | 2.0 (1) | 15 (26) | 5.1 (5) | 2.9 (3) | 2.5 (2) | 2.7 (2) | 2.7 (2) | 15/15 |
| scd-CMA-ES Gissler | 3.3 (4) | 12 (11) | 9.1 (10) | 4.7 (5) | 4.2 (5) | 4.0 (5) | 3.9 (4) | 14/15 |
| scdm-CMA-ES Gissler | 2.8 (5) | 8.0 (8) | 5.3 (11) | 3.0 (6) | 2.7 (5) | 2.9 (5) | 2.8 (5) | 15/15 |
| sd-CMA-ES Gissler | 2.6 (4) | 11 (16) | 1.5 (1) | 1.7 (2) | 1.5 (2) | 1.5 (2) | 1.5 (2) | 15/15 |
| sdm-CMA-ES Gissler | 2.5 (2) | 11 (7) | 3.6 (3) | 2.4 (2) | 4.4 (4) | 4.3 (4) | 4.2 (4) | 14/15 |
| Δ fopt f24, 5-D |
1e1 1622 |
1e0 2.2e5 |
1e-1 6.4e6 |
1e-2 9.6e6 |
1e-3 9.6e6 |
1e-5 1.3e7 |
1e-7 1.3e7 |
#succ 3/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 7.6 (15) | 7.7 (11) | ∞ | ∞ | ∞ | ∞ | ∞3e5 | 0/15 |
| DIRECT-REV Kudela | 10 (10) | 7.8 (9) | ∞ | ∞ | ∞ | ∞ | ∞3e5 | 0/15 |
| E-WOA Espinoza | 31 (46) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞5e4 | 0/15 |
| I-DBDP-GL Kudela | 3.6 (3) | 1.1 (1) | 0.13 (0.2) | 0.38 (0.6) | 0.38 (0.3) | 0.29 (0.3) | 0.29 (0.3) | 1/15 |
| WOA Espinoza | 39 (66) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞5e4 | 0/15 |
| a-CMA-ES Gissler | 1.4 (2) | 13 (21) | 1.1 (0.9) | 1.5 (2) | 1.5 (2) | 1.1 (2) | 1.1 (2) | 1/15 |
| ad-CMA-ES Gissler | 1.2 (1) | 2.9 (6) | 0.26 (0.4) | 0.31 (0.3) | 0.31 (0.5) | 0.23 (0.3) | 0.23 (0.3) | 4/15 |
| adm-CMA-ES Gissler | 1.4 (1) | 30 (46) | 2.2 (3) | 1.5 (0.9) | 1.5 (1) | 1.1 (2) | 1.1 (0.8) | 1/15 |
| c-CMA-ES Gissler | 1.3 (1) | 13 (12) | 1.0 (1) | 1.5 (2) | 1.5 (1) | 1.1 (1) | 1.1 (1) | 1/15 |
| cd-CMA-ES Gissler | 2.0 (1) | 1.9 (3) | 0.46 (0.5) | 0.70 (1) | 0.70 (0.7) | 0.53 (0.4) | 0.53 (0.8) | 2/15 |
| cdm-CMA-ES Gissler | 2.6 (3) | 65 (59) | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| cma-bp-bbob Brockhoff | 1.4 (2) | 0.56 (0.7) | ∞ | ∞ | ∞ | ∞ | ∞5e4 | 0/15 |
| cma-bt-bbob Brockhoff | 2.2 (2) | 3.4 (3) | 0.12 (0.2) | ∞ | ∞ | ∞ | ∞5e4 | 0/15 |
| d-CMA-ES Gissler | 1.9 (2) | 5.6 (7) | 2.3 (2) | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| default-CMA-ES Gissler | 1.9 (2) | 13 (21) | 2.2 (2) | 1.5 (2) | 1.5 (2) | 1.1 (1) | 1.1 (1) | 1/15 |
| dm-CMA-ES Gissler | 2.0 (2) | 10 (15) | 2.2 (2) | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| m-SDWOA Espinoza | 7.9 (7) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞5e4 | 0/15 |
| s-CMA-ES Gissler | 2.0 (2) | 13 (12) | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| sc-CMA-ES Gissler | 1.7 (2) | 13 (14) | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| scd-CMA-ES Gissler | 1.8 (2) | 7.6 (8) | 0.69 (1) | 0.46 (0.5) | 0.46 (0.5) | 0.34 (0.2) | 0.35 (0.3) | 3/15 |
| scdm-CMA-ES Gissler | 1.9 (2) | 19 (28) | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| sd-CMA-ES Gissler | 1.5 (1) | 3.4 (6) | 1.1 (1) | 1.5 (2) | 1.5 (2) | 1.1 (1) | 1.1 (0.9) | 1/15 |
| sdm-CMA-ES Gissler | 2.0 (2) | 19 (19) | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
Previous dimension | Dimension = 10 | Next dimension
| Δ fopt f1, 10-D |
1e1 22 |
1e0 23 |
1e-1 23 |
1e-2 23 |
1e-3 23 |
1e-5 23 |
1e-7 23 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 2.9 (0.6) | 3.2 (0.6) | 3.2 (0.6) | 3.2 (0.6) | 4.5 (1) | 6.6 (1.0) | 7.0 (0.9) | 15/15 |
| DIRECT-REV Kudela | 2.3 (0.1) | 2.7 (0.1)★3 | 2.7 (0.1)★3 | 2.7 (0.1)★3 | 3.0 (0.2)★3 | 5.9 (0.3) | 5.9 (0.2)★3 | 15/15 |
| E-WOA Espinoza | 43 (29) | 190 (67) | 435 (124) | 768 (276) | 1242 (312) | 2326 (527) | 5704 (2576) | 7/15 |
| I-DBDP-GL Kudela | 11 (6) | 69 (27) | 170 (46) | 343 (105) | 591 (154) | 1217 (185) | 2119 (330) | 15/15 |
| WOA Espinoza | 35 (29) | 1950 (4535) | 2.9e4 (3e4) | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| a-CMA-ES Gissler | 3.8 (1) | 10 (3) | 16 (3) | 22 (2) | 28 (2) | 40 (3) | 52 (3) | 15/15 |
| ad-CMA-ES Gissler | 3.7 (1) | 11 (2) | 17 (3) | 24 (2) | 31 (3) | 44 (3) | 58 (3) | 15/15 |
| adm-CMA-ES Gissler | 4.6 (1) | 11 (2) | 18 (2) | 24 (2) | 31 (4) | 45 (3) | 58 (3) | 15/15 |
| c-CMA-ES Gissler | 3.9 (1) | 11 (2) | 17 (2) | 23 (4) | 30 (3) | 43 (3) | 57 (5) | 15/15 |
| cd-CMA-ES Gissler | 4.9 (2) | 12 (3) | 20 (2) | 28 (2) | 35 (4) | 52 (4) | 66 (3) | 15/15 |
| cdm-CMA-ES Gissler | 4.0 (2) | 11 (1) | 19 (2) | 26 (2) | 34 (3) | 50 (3) | 65 (3) | 15/15 |
| cma-bp-bbob Brockhoff | 4.1 (2) | 10 (3) | 17 (2) | 23 (4) | 30 (4) | 44 (5) | 56 (5) | 15/15 |
| cma-bt-bbob Brockhoff | 4.4 (3) | 14 (5) | 20 (4) | 27 (4) | 33 (5) | 45 (5) | 59 (6) | 15/15 |
| d-CMA-ES Gissler | 3.7 (2) | 11 (2) | 19 (2) | 26 (3) | 33 (3) | 48 (4) | 62 (3) | 15/15 |
| default-CMA-ES Gissler | 3.6 (1) | 11 (2) | 17 (3) | 24 (2) | 30 (3) | 43 (4) | 57 (4) | 15/15 |
| dm-CMA-ES Gissler | 4.1 (2) | 11 (2) | 18 (2) | 25 (2) | 33 (2) | 47 (4) | 62 (4) | 15/15 |
| m-SDWOA Espinoza | 38 (22) | 121 (22) | 204 (26) | 288 (29) | 379 (22) | 549 (24) | 717 (21) | 15/15 |
| s-CMA-ES Gissler | 3.8 (2) | 11 (3) | 17 (4) | 24 (5) | 32 (7) | 45 (7) | 60 (8) | 15/15 |
| sc-CMA-ES Gissler | 4.1 (1) | 11 (3) | 19 (3) | 25 (4) | 32 (5) | 47 (6) | 62 (7) | 15/15 |
| scd-CMA-ES Gissler | 4.2 (2) | 12 (6) | 19 (6) | 27 (6) | 34 (6) | 48 (6) | 63 (7) | 15/15 |
| scdm-CMA-ES Gissler | 4.3 (2) | 11 (4) | 19 (4) | 27 (4) | 33 (5) | 49 (6) | 63 (9) | 15/15 |
| sd-CMA-ES Gissler | 4.6 (3) | 12 (4) | 18 (5) | 26 (6) | 33 (6) | 47 (6) | 62 (7) | 15/15 |
| sdm-CMA-ES Gissler | 4.4 (2) | 11 (3) | 19 (4) | 26 (5) | 34 (5) | 48 (8) | 62 (9) | 15/15 |
| Δ fopt f2, 10-D |
1e1 187 |
1e0 190 |
1e-1 191 |
1e-2 191 |
1e-3 193 |
1e-5 194 |
1e-7 195 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 1.6 (0.7) | 2.1 (0.6) | 2.8 (0.6) | 3.2 (0.5) | 3.5 (0.7) | 4.0 (0.7) | 4.5 (0.7) | 14/15 |
| DIRECT-REV Kudela | 1.7 (1.0) | 2.2 (0.7) | 2.7 (0.9) | 3.2 (1) | 3.5 (1) | 4.2 (2) | 4.7 (2) | 15/15 |
| E-WOA Espinoza | 457 (257) | 826 (601) | 1456 (1853) | 3769 (3777) | 3814 (4401) | ∞ | ∞1e5 | 0/15 |
| I-DBDP-GL Kudela | 112 (32) | 231 (190) | 540 (367) | 812 (1009) | 1216 (1507) | 1668 (1700) | 3720 (3045) | 5/15 |
| WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| a-CMA-ES Gissler | 12 (2) | 15 (2) | 16 (2) | 17 (2) | 17 (2) | 19 (2) | 20 (1) | 15/15 |
| ad-CMA-ES Gissler | 11 (3) | 14 (2) | 16 (1) | 16 (1) | 17 (1) | 19 (1) | 20 (1) | 15/15 |
| adm-CMA-ES Gissler | 11 (2) | 14 (3) | 15 (3) | 16 (2) | 17 (2) | 19 (2) | 20 (2) | 15/15 |
| c-CMA-ES Gissler | 15 (3) | 17 (3) | 19 (2) | 20 (2) | 21 (2) | 22 (1) | 24 (2) | 15/15 |
| cd-CMA-ES Gissler | 15 (3) | 18 (3) | 19 (3) | 21 (3) | 22 (2) | 23 (2) | 25 (2) | 15/15 |
| cdm-CMA-ES Gissler | 14 (3) | 17 (3) | 19 (3) | 20 (3) | 21 (3) | 23 (3) | 25 (3) | 15/15 |
| cma-bp-bbob Brockhoff | 12 (3) | 14 (2) | 16 (1) | 17 (1) | 18 (1) | 19 (0.9) | 21 (0.9) | 15/15 |
| cma-bt-bbob Brockhoff | 13 (3) | 15 (3) | 17 (2) | 18 (2) | 18 (2) | 20 (2) | 21 (2) | 15/15 |
| d-CMA-ES Gissler | 13 (2) | 15 (1) | 16 (1) | 17 (1) | 18 (1) | 19 (0.9) | 21 (1) | 15/15 |
| default-CMA-ES Gissler | 12 (2) | 14 (1) | 16 (2) | 17 (2) | 17 (2) | 19 (2) | 20 (2) | 15/15 |
| dm-CMA-ES Gissler | 13 (3) | 14 (2) | 16 (2) | 17 (1) | 17 (2) | 19 (2) | 21 (2) | 15/15 |
| m-SDWOA Espinoza | 41 (3) | 51 (5) | 61 (4) | 72 (5) | 81 (4) | 101 (5) | 120 (6) | 15/15 |
| s-CMA-ES Gissler | 13 (3) | 16 (3) | 18 (2) | 19 (2) | 19 (2) | 21 (2) | 22 (2) | 15/15 |
| sc-CMA-ES Gissler | 15 (5) | 18 (4) | 21 (3) | 23 (3) | 24 (3) | 25 (3) | 27 (3) | 15/15 |
| scd-CMA-ES Gissler | 17 (5) | 21 (3) | 22 (4) | 23 (3) | 24 (4) | 26 (3) | 27 (3) | 15/15 |
| scdm-CMA-ES Gissler | 15 (4) | 19 (3) | 20 (2) | 21 (3) | 22 (2) | 24 (3) | 26 (3) | 15/15 |
| sd-CMA-ES Gissler | 14 (3) | 16 (3) | 18 (3) | 19 (2) | 19 (2) | 21 (2) | 23 (2) | 15/15 |
| sdm-CMA-ES Gissler | 14 (4) | 17 (2) | 18 (1) | 19 (1) | 20 (2) | 21 (2) | 23 (2) | 15/15 |
| Δ fopt f3, 10-D |
1e1 1739 |
1e0 3600 |
1e-1 3609 |
1e-2 3636 |
1e-3 3642 |
1e-5 3646 |
1e-7 3651 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 682 (931) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| DIRECT-REV Kudela | 317 (502) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| E-WOA Espinoza | 824 (863) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| I-DBDP-GL Kudela | 59 (123) | 2011 (2641) | ∞ | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| a-CMA-ES Gissler | 2.7 (3) | 381 (414) | 5702 (6866) | 5660 (5853) | 5651 (8453) | 5645 (6344) | 5637 (4312) | 1/15 |
| ad-CMA-ES Gissler | 3.3 (3) | 326 (622) | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| adm-CMA-ES Gissler | 3.5 (2) | 510 (640) | 5933 (6666) | 5889 (5875) | 5879 (6624) | 5873 (1e4) | 5866 (6398) | 1/15 |
| c-CMA-ES Gissler | 3.0 (2) | 603 (1057) | 5485 (6201) | 5445 (8371) | 5436 (7390) | 5431 (4259) | 5425 (5879) | 1/15 |
| cd-CMA-ES Gissler | 3.7 (3) | 252 (514) | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| cdm-CMA-ES Gissler | 4.1 (3) | 741 (1471) | 3609 (4310) | 3582 (5068) | 3577 (5152) | 3574 (2579) | 3569 (6555) | 1/15 |
| cma-bp-bbob Brockhoff | 4.6 (2) | 131 (177) | 412 (521) | 409 (510) | 409 (337) | 409 (598) | 410 (295) | 1/15 |
| cma-bt-bbob Brockhoff | 5.5 (3) | 119 (127) | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| d-CMA-ES Gissler | 4.1 (3) | 427 (373) | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| default-CMA-ES Gissler | 3.4 (3) | 1079 (1276) | 5397 (6336) | 5358 (6361) | 5350 (6835) | 5345 (4859) | 5339 (4523) | 1/15 |
| dm-CMA-ES Gissler | 2.3 (2) | 527 (619) | 4657 (7215) | 4623 (6301) | 4615 (7811) | 4611 (5775) | 4606 (3085) | 1/15 |
| m-SDWOA Espinoza | 38 (11) | 206 (165) | 413 (485) | 411 (544) | 410 (522) | 411 (460) | ∞1e5 | 0/15 |
| s-CMA-ES Gissler | 3.1 (2) | 614 (904) | 5478 (8202) | 5438 (6553) | 5430 (6362) | 5424 (7002) | 5418 (4608) | 1/15 |
| sc-CMA-ES Gissler | 4.3 (3) | 484 (789) | 2576 (2913) | 2558 (1934) | 2554 (2300) | 2552 (5046) | 2550 (2521) | 2/15 |
| scd-CMA-ES Gissler | 4.1 (4) | 560 (630) | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| scdm-CMA-ES Gissler | 4.2 (4) | 542 (627) | 1393 (1823) | 1383 (1179) | 1382 (2109) | 1381 (1244) | 1380 (1616) | 3/15 |
| sd-CMA-ES Gissler | 3.0 (2) | 977 (1439) | 1406 (1798) | 1396 (1595) | 1394 (1087) | 1393 (1745) | 1392 (1627) | 3/15 |
| sdm-CMA-ES Gissler | 2.5 (1) | 1230 (1944) | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| Δ fopt f4, 10-D |
1e1 2234 |
1e0 3626 |
1e-1 3660 |
1e-2 3695 |
1e-3 3707 |
1e-5 3744 |
1e-7 28767 |
#succ 12/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 305 (362) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| DIRECT-REV Kudela | 706 (1051) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| E-WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| I-DBDP-GL Kudela | 55 (92) | 1971 (2588) | ∞ | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| a-CMA-ES Gissler | 5.2 (3) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| ad-CMA-ES Gissler | 5.5 (4) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| adm-CMA-ES Gissler | 6.2 (4) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| c-CMA-ES Gissler | 6.2 (4) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| cd-CMA-ES Gissler | 8.0 (4) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| cdm-CMA-ES Gissler | 4.5 (2) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| cma-bp-bbob Brockhoff | 3.5 (3) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| cma-bt-bbob Brockhoff | 7.0 (6) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| d-CMA-ES Gissler | 7.9 (4) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| default-CMA-ES Gissler | 5.0 (5) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| dm-CMA-ES Gissler | 5.0 (5) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| m-SDWOA Espinoza | 48 (27) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| s-CMA-ES Gissler | 4.5 (3) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| sc-CMA-ES Gissler | 5.8 (4) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| scd-CMA-ES Gissler | 6.9 (5) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| scdm-CMA-ES Gissler | 5.4 (5) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| sd-CMA-ES Gissler | 7.3 (4) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| sdm-CMA-ES Gissler | 7.4 (9) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| Δ fopt f5, 10-D |
1e1 20 |
1e0 20 |
1e-1 20 |
1e-2 20 |
1e-3 20 |
1e-5 20 |
1e-7 20 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 13 (2) | 21 (2) | 25 (2) | 25 (1) | 25 (1) | 26 (1) | ∞5e5 | 0/15 |
| DIRECT-REV Kudela | 14 (0) | 23 (0) | 26 (0) | 27 (0) | 27 (0) | 27 (0) | ∞5e5 | 0/15 |
| E-WOA Espinoza | 85 (54) | 117 (64) | 121 (64) | 122 (64) | 123 (64) | 123 (64) | 123 (64) | 15/15 |
| I-DBDP-GL Kudela | 145 (13) | 487 (21) | 1013 (16) | 1829 (83) | 2830 (52) | 5479 (168) | 8931 (47) | 15/15 |
| WOA Espinoza | 1274 (2505) | 2527 (3751) | 2528 (3756) | 2528 (5001) | 2528 (6256) | 2528 (3756) | 2528 (2508) | 10/15 |
| a-CMA-ES Gissler | 4.8 (1) | 6.0 (1) | 6.3 (1) | 6.3 (1) | 6.3 (1) | 6.3 (1) | 6.3 (1) | 15/15 |
| ad-CMA-ES Gissler | 4.9 (1) | 6.0 (2) | 6.3 (2) | 6.4 (2) | 6.4 (2) | 6.4 (2) | 6.4 (2) | 15/15 |
| adm-CMA-ES Gissler | 5.5 (2) | 6.6 (2) | 7.0 (2) | 7.0 (2) | 7.0 (2) | 7.0 (2) | 7.0 (2) | 15/15 |
| c-CMA-ES Gissler | 4.9 (1) | 6.2 (1) | 6.3 (1) | 6.3 (1) | 6.3 (1) | 6.3 (1) | 6.3 (1) | 15/15 |
| cd-CMA-ES Gissler | 5.6 (2) | 6.6 (2) | 6.9 (3) | 6.9 (3) | 6.9 (3) | 6.9 (3) | 6.9 (3) | 15/15 |
| cdm-CMA-ES Gissler | 5.5 (2) | 6.2 (2) | 6.7 (3) | 6.7 (3) | 6.7 (3) | 6.7 (3) | 6.7 (3) | 15/15 |
| cma-bp-bbob Brockhoff | 18 (15) | 43 (27) | 47 (26) | 47 (26) | 47 (26) | 47 (26) | 47 (26) | 15/15 |
| cma-bt-bbob Brockhoff | 17 (4) | 29 (5) | 38 (7) | 46 (7) | 53 (7) | 68 (6) | 84 (8) | 15/15 |
| d-CMA-ES Gissler | 4.7 (2) | 6.0 (1) | 6.2 (1) | 6.2 (1) | 6.2 (1) | 6.2 (1) | 6.2 (1) | 15/15 |
| default-CMA-ES Gissler | 5.5 (2) | 6.9 (2) | 7.1 (2) | 7.3 (2) | 7.3 (2) | 7.3 (2) | 7.3 (2) | 15/15 |
| dm-CMA-ES Gissler | 5.2 (2) | 6.5 (2) | 6.5 (2) | 6.5 (2) | 6.5 (2) | 6.5 (2) | 6.5 (2) | 15/15 |
| m-SDWOA Espinoza | 205 (45) | 434 (63) | 656 (87) | 891 (90) | 1099 (121) | 1526 (120) | 1940 (112) | 15/15 |
| s-CMA-ES Gissler | 5.2 (2) | 6.2 (2) | 6.5 (2) | 6.5 (2) | 6.5 (2) | 6.5 (2) | 6.5 (2) | 15/15 |
| sc-CMA-ES Gissler | 5.0 (1) | 6.4 (3) | 6.8 (2) | 6.8 (2) | 6.8 (2) | 6.8 (2) | 6.8 (2) | 15/15 |
| scd-CMA-ES Gissler | 5.2 (2) | 7.1 (2) | 7.3 (3) | 7.3 (3) | 7.3 (3) | 7.3 (3) | 7.3 (3) | 15/15 |
| scdm-CMA-ES Gissler | 5.3 (1) | 7.0 (3) | 7.4 (2) | 7.4 (2) | 7.4 (2) | 7.4 (2) | 7.4 (2) | 15/15 |
| sd-CMA-ES Gissler | 4.3 (1) | 6.0 (2) | 6.2 (2) | 6.3 (2) | 6.3 (2) | 6.3 (2) | 6.3 (2) | 15/15 |
| sdm-CMA-ES Gissler | 4.8 (1) | 6.2 (2) | 6.4 (2) | 6.4 (2) | 6.4 (2) | 6.4 (2) | 6.4 (2) | 15/15 |
| Δ fopt f6, 10-D |
1e1 412 |
1e0 623 |
1e-1 826 |
1e-2 1039 |
1e-3 1292 |
1e-5 1841 |
1e-7 2370 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 1.1 (0.5) | 1.2 (0.5) | 1.3 (0.6) | 1.4 (0.5) | 29 (0.6) | 545 (883) | ∞5e5 | 0/15 |
| DIRECT-REV Kudela | 1.3 (0.4) | 1.4 (0.3) | 1.4 (0.5) | 1.6 (0.4) | 1.7 (0.4) | 545 (883) | ∞5e5 | 0/15 |
| E-WOA Espinoza | 154 (130) | 537 (682) | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| I-DBDP-GL Kudela | 14 (10) | 34 (18) | 49 (16) | 67 (24) | 86 (30) | 106 (27) | 140 (34) | 15/15 |
| WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| a-CMA-ES Gissler | 1.4 (0.4) | 1.5 (0.4) | 1.6 (0.2) | 1.6 (0.3) | 1.6 (0.3) | 1.5 (0.2) | 1.5 (0.1) | 15/15 |
| ad-CMA-ES Gissler | 1.4 (0.3) | 1.4 (0.3) | 1.5 (0.3) | 1.5 (0.3) | 1.5 (0.2) | 1.4 (0.1) | 1.4 (0.1) | 15/15 |
| adm-CMA-ES Gissler | 1.3 (0.4) | 1.4 (0.3) | 1.4 (0.3) | 1.5 (0.3) | 1.5 (0.3) | 1.4 (0.2) | 1.4 (0.1) | 15/15 |
| c-CMA-ES Gissler | 1.8 (0.7) | 1.8 (0.5) | 1.9 (0.4) | 1.9 (0.3) | 1.8 (0.2) | 1.7 (0.1) | 1.7 (0.1) | 15/15 |
| cd-CMA-ES Gissler | 1.8 (0.4) | 1.8 (0.5) | 1.8 (0.3) | 1.8 (0.3) | 1.8 (0.2) | 1.7 (0.2) | 1.7 (0.2) | 15/15 |
| cdm-CMA-ES Gissler | 1.6 (0.3) | 1.7 (0.3) | 1.8 (0.2) | 1.8 (0.2) | 1.8 (0.2) | 1.7 (0.2) | 1.6 (0.2) | 15/15 |
| cma-bp-bbob Brockhoff | 1.4 (0.4) | 1.6 (0.5) | 1.7 (0.4) | 1.7 (0.3) | 1.7 (0.3) | 1.6 (0.3) | 1.6 (0.2) | 15/15 |
| cma-bt-bbob Brockhoff | 1.5 (0.4) | 1.5 (0.3) | 1.6 (0.2) | 1.7 (0.2) | 1.6 (0.2) | 1.5 (0.2) | 1.5 (0.1) | 15/15 |
| d-CMA-ES Gissler | 1.5 (0.4) | 1.6 (0.4) | 1.6 (0.3) | 1.7 (0.3) | 1.7 (0.3) | 1.6 (0.2) | 1.5 (0.2) | 15/15 |
| default-CMA-ES Gissler | 1.6 (0.5) | 1.7 (0.4) | 1.7 (0.4) | 1.7 (0.3) | 1.7 (0.2) | 1.6 (0.2) | 1.5 (0.1) | 15/15 |
| dm-CMA-ES Gissler | 1.5 (0.4) | 1.6 (0.3) | 1.6 (0.2) | 1.7 (0.3) | 1.7 (0.3) | 1.6 (0.2) | 1.5 (0.1) | 15/15 |
| m-SDWOA Espinoza | 14 (2) | 21 (6) | 25 (8) | 30 (12) | 34 (19) | 44 (38) | 55 (44) | 9/15 |
| s-CMA-ES Gissler | 1.3 (0.3) | 1.6 (0.4) | 1.6 (0.3) | 1.6 (0.3) | 1.6 (0.2) | 1.5 (0.2) | 1.6 (0.2) | 15/15 |
| sc-CMA-ES Gissler | 1.6 (0.4) | 1.7 (0.3) | 1.8 (0.4) | 1.8 (0.3) | 1.7 (0.3) | 1.6 (0.2) | 1.6 (0.2) | 15/15 |
| scd-CMA-ES Gissler | 1.6 (0.5) | 1.8 (0.4) | 1.8 (0.6) | 1.8 (0.4) | 1.8 (0.3) | 1.7 (0.2) | 1.7 (0.2) | 15/15 |
| scdm-CMA-ES Gissler | 1.6 (0.5) | 1.7 (0.4) | 1.7 (0.3) | 1.8 (0.2) | 1.7 (0.2) | 1.6 (0.2) | 1.5 (0.2) | 15/15 |
| sd-CMA-ES Gissler | 1.5 (0.4) | 1.6 (0.2) | 1.6 (0.3) | 1.7 (0.2) | 1.6 (0.3) | 1.6 (0.1) | 1.6 (0.2) | 15/15 |
| sdm-CMA-ES Gissler | 1.6 (0.5) | 1.7 (0.5) | 1.7 (0.3) | 1.8 (0.3) | 1.8 (0.2) | 1.7 (0.2) | 1.7 (0.2) | 15/15 |
| Δ fopt f7, 10-D |
1e1 172 |
1e0 1611 |
1e-1 4195 |
1e-2 5099 |
1e-3 5141 |
1e-5 5141 |
1e-7 5389 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 7.7 (2) | 14 (9) | 45 (42) | 448 (611) | 445 (546) | 445 (515) | 439 (667) | 3/15 |
| DIRECT-REV Kudela | 6.1 (6) | 9.2 (10) | 48 (79) | 242 (284) | 316 (330) | 316 (388) | 420 (554) | 3/15 |
| E-WOA Espinoza | 290 (348) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| I-DBDP-GL Kudela | 10 (6) | 7.2 (5) | 7.9 (5) | 13 (9) | 15 (15) | 15 (15) | 15 (15) | 15/15 |
| WOA Espinoza | 3838 (4918) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| a-CMA-ES Gissler | 1.5 (0.7) | 0.97 (1) | 0.77 (0.5) | 0.85 (0.4) | 0.88 (0.4) | 0.88 (0.4) | 0.86 (0.3) | 15/15 |
| ad-CMA-ES Gissler | 1.6 (0.6) | 0.84 (0.5) | 0.53 (0.5) | 0.63 (0.3)↑0 | 0.64 (0.3)↑0 | 0.64 (0.3)↑0 | 0.62 (0.3)↑0 | 15/15 |
| adm-CMA-ES Gissler | 1.6 (0.4) | 1.2 (1) | 0.87 (0.4) | 0.87 (0.3) | 0.87 (0.3) | 0.87 (0.3) | 0.85 (0.3) | 15/15 |
| c-CMA-ES Gissler | 2.2 (1) | 1.1 (0.8) | 0.87 (0.4) | 0.80 (0.3) | 0.89 (0.3) | 0.89 (0.3) | 0.87 (0.3) | 15/15 |
| cd-CMA-ES Gissler | 1.9 (0.9) | 0.85 (0.6) | 0.81 (0.4) | 0.80 (0.3) | 0.80 (0.3) | 0.80 (0.3) | 0.78 (0.3) | 15/15 |
| cdm-CMA-ES Gissler | 1.8 (0.6) | 0.96 (0.6) | 0.93 (0.9) | 0.86 (0.8) | 0.86 (0.8) | 0.86 (0.8) | 0.84 (0.8) | 15/15 |
| cma-bp-bbob Brockhoff | 1.8 (0.8) | 0.88 (0.6) | 0.71 (0.4) | 0.69 (0.3) | 0.70 (0.3) | 0.70 (0.3) | 0.68 (0.3) | 15/15 |
| cma-bt-bbob Brockhoff | 1.8 (0.6) | 1.4 (0.7) | 1.3 (1) | 1.3 (1.0) | 1.3 (1.0) | 1.3 (1.0) | 1.3 (0.9) | 15/15 |
| d-CMA-ES Gissler | 1.6 (0.7) | 0.70 (0.6) | 0.65 (0.6) | 0.66 (0.4) | 0.70 (0.4) | 0.70 (0.4) | 0.69 (0.4) | 15/15 |
| default-CMA-ES Gissler | 1.5 (0.4) | 0.87 (1) | 0.80 (0.5) | 0.79 (0.4) | 0.79 (0.4) | 0.79 (0.4) | 0.79 (0.3) | 15/15 |
| dm-CMA-ES Gissler | 1.9 (0.4) | 0.83 (0.6) | 0.77 (0.6) | 0.73 (0.5) | 0.73 (0.5) | 0.73 (0.5) | 0.77 (0.4) | 15/15 |
| m-SDWOA Espinoza | 12 (3) | 3.3 (0.9) | 2.1 (0.3) | 2.5 (0.4) | 2.6 (0.4) | 2.6 (0.4) | 2.6 (0.4) | 15/15 |
| s-CMA-ES Gissler | 2.0 (0.7) | 0.99 (0.5) | 0.76 (0.4) | 0.79 (0.3) | 0.80 (0.3) | 0.80 (0.3) | 0.77 (0.3) | 15/15 |
| sc-CMA-ES Gissler | 1.8 (0.5) | 1.3 (1) | 0.74 (0.4) | 0.69 (0.4) | 0.70 (0.3) | 0.70 (0.3) | 0.68 (0.3) | 15/15 |
| scd-CMA-ES Gissler | 1.8 (0.9) | 1.0 (0.5) | 0.83 (0.3) | 0.82 (0.3) | 0.85 (0.3) | 0.85 (0.3) | 0.88 (0.3) | 15/15 |
| scdm-CMA-ES Gissler | 1.8 (0.7) | 0.97 (0.6) | 0.96 (0.4) | 0.88 (0.3) | 0.88 (0.3) | 0.88 (0.3) | 0.86 (0.3) | 15/15 |
| sd-CMA-ES Gissler | 2.2 (0.8) | 0.91 (1) | 0.81 (0.6) | 0.74 (0.5) | 0.75 (0.5) | 0.75 (0.5) | 0.74 (0.5) | 15/15 |
| sdm-CMA-ES Gissler | 1.9 (0.8) | 1.4 (1) | 0.76 (0.3) | 0.72 (0.3) | 0.74 (0.3) | 0.74 (0.3) | 0.72 (0.3) | 15/15 |
| Δ fopt f8, 10-D |
1e1 326 |
1e0 921 |
1e-1 1114 |
1e-2 1217 |
1e-3 1267 |
1e-5 1315 |
1e-7 1343 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 0.64 (0.3)↑1 | 0.69 (0.1)↑1 | 0.65 (0.1)↑0 | 0.64 (0.1)↑0 | 0.63 (0.1)↑0 | 0.63 (0.1)↑0 | 0.63 (0.1)↑0 | 15/15 |
| DIRECT-REV Kudela | 0.50 (0.1)↑0 | 10 (22) | 8.1 (18) | 7.4 (17) | 7.2 (16) | 6.9 (16) | 6.8 (15) | 15/15 |
| E-WOA Espinoza | 88 (63) | 805 (1138) | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| I-DBDP-GL Kudela | 25 (8) | 86 (23) | 126 (36) | 159 (57) | 190 (62) | 272 (88) | 1013 (752) | 5/15 |
| WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| a-CMA-ES Gissler | 2.4 (1) | 5.0 (5) | 4.8 (5) | 4.7 (4) | 4.7 (4) | 4.8 (4) | 4.9 (4) | 15/15 |
| ad-CMA-ES Gissler | 2.4 (1) | 3.8 (1.0) | 3.8 (0.8) | 3.8 (0.7) | 3.8 (0.7) | 3.9 (0.6) | 4.1 (0.7) | 15/15 |
| adm-CMA-ES Gissler | 2.3 (0.4) | 3.9 (1) | 3.9 (1) | 3.9 (1.0) | 3.9 (0.9) | 4.0 (0.9) | 4.2 (0.8) | 15/15 |
| c-CMA-ES Gissler | 2.5 (2) | 5.5 (5) | 5.6 (4) | 5.6 (4) | 5.7 (4) | 5.9 (4) | 6.0 (4) | 15/15 |
| cd-CMA-ES Gissler | 2.2 (0.5) | 4.3 (0.8) | 4.7 (0.7) | 4.9 (0.7) | 5.0 (0.8) | 5.2 (0.7) | 5.4 (0.7) | 15/15 |
| cdm-CMA-ES Gissler | 2.4 (0.8) | 5.4 (4) | 5.6 (4) | 5.7 (3) | 5.9 (3) | 6.0 (3) | 6.2 (3) | 15/15 |
| cma-bp-bbob Brockhoff | 2.0 (0.7) | 3.9 (0.7) | 3.9 (0.6) | 3.9 (0.5) | 4.0 (0.5) | 4.1 (0.5) | 4.2 (0.5) | 15/15 |
| cma-bt-bbob Brockhoff | 2.3 (0.8) | 3.9 (1) | 3.9 (1) | 3.9 (1.0) | 4.0 (0.9) | 4.1 (0.9) | 4.2 (0.9) | 15/15 |
| d-CMA-ES Gissler | 2.1 (1) | 3.7 (0.6) | 3.8 (0.6) | 3.8 (0.6) | 3.8 (0.5) | 4.0 (0.5) | 4.1 (0.5) | 15/15 |
| default-CMA-ES Gissler | 1.9 (0.8) | 3.6 (0.8) | 3.7 (0.7) | 3.7 (0.7) | 3.8 (0.7) | 3.9 (0.7) | 4.0 (0.6) | 15/15 |
| dm-CMA-ES Gissler | 2.0 (0.4) | 4.1 (0.6) | 4.1 (0.5) | 4.1 (0.5) | 4.1 (0.5) | 4.2 (0.5) | 4.4 (0.4) | 15/15 |
| m-SDWOA Espinoza | 20 (4) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| s-CMA-ES Gissler | 1.9 (0.4) | 3.8 (1.0) | 3.9 (0.9) | 3.9 (0.9) | 3.9 (0.9) | 4.0 (0.9) | 4.1 (0.8) | 15/15 |
| sc-CMA-ES Gissler | 2.0 (0.6) | 5.6 (5) | 5.9 (4) | 5.9 (4) | 6.0 (3) | 6.1 (3) | 6.2 (3) | 15/15 |
| scd-CMA-ES Gissler | 2.0 (0.4) | 7.3 (11) | 7.3 (9) | 7.2 (8) | 7.2 (8) | 7.3 (8) | 7.4 (8) | 15/15 |
| scdm-CMA-ES Gissler | 2.7 (2) | 5.4 (3) | 5.8 (2) | 5.8 (2) | 5.9 (2) | 6.0 (2) | 6.2 (2) | 15/15 |
| sd-CMA-ES Gissler | 2.6 (2) | 5.9 (5) | 5.6 (5) | 5.4 (4) | 5.4 (4) | 5.5 (4) | 5.7 (4) | 15/15 |
| sdm-CMA-ES Gissler | 2.5 (2) | 4.9 (4) | 4.8 (3) | 4.6 (3) | 4.6 (3) | 4.7 (3) | 4.9 (3) | 15/15 |
| Δ fopt f9, 10-D |
1e1 200 |
1e0 648 |
1e-1 857 |
1e-2 993 |
1e-3 1065 |
1e-5 1138 |
1e-7 1185 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 1.2 (0.5)★2 | 12 (0.5) | 10 (0.4) | 8.3 (0.3) | 7.8 (0.3) | 7.3 (0.3) | 7.0 (0.3) | 15/15 |
| DIRECT-REV Kudela | 1.8 (0.4) | 0.88 (0.2) | 0.77 (0.1)↑0 | 0.71 (0.1)↑0 | 0.68 (0.1)↑0 | 0.67 (0.1)↑0 | 0.66 (0.1)↑0 | 15/15 |
| E-WOA Espinoza | 77 (19) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| I-DBDP-GL Kudela | 77 (42) | 189 (65) | 242 (42) | 304 (60) | 345 (68) | 862 (911) | 2065 (1790) | 1/15 |
| WOA Espinoza | 2037 (2875) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| a-CMA-ES Gissler | 2.8 (1) | 6.7 (5) | 5.9 (4) | 5.5 (4) | 5.3 (3) | 5.3 (3) | 5.4 (3) | 15/15 |
| ad-CMA-ES Gissler | 2.7 (0.7) | 6.2 (5) | 5.6 (4) | 5.2 (4) | 5.1 (3) | 5.1 (3) | 5.2 (3) | 15/15 |
| adm-CMA-ES Gissler | 2.6 (0.6) | 5.4 (1) | 4.9 (0.7) | 4.6 (0.6) | 4.5 (0.6) | 4.5 (0.6) | 4.6 (0.5) | 15/15 |
| c-CMA-ES Gissler | 2.5 (0.5) | 6.4 (2) | 6.4 (1) | 6.2 (1) | 6.1 (1) | 6.2 (1) | 6.3 (1) | 15/15 |
| cd-CMA-ES Gissler | 3.1 (0.5) | 6.2 (1) | 6.2 (0.9) | 6.1 (0.9) | 6.0 (0.9) | 6.1 (0.9) | 6.1 (0.8) | 15/15 |
| cdm-CMA-ES Gissler | 3.4 (1.0) | 6.9 (1) | 6.7 (1) | 6.5 (1) | 6.4 (1.0) | 6.4 (0.9) | 6.4 (0.9) | 15/15 |
| cma-bp-bbob Brockhoff | 2.9 (1) | 5.4 (2) | 5.1 (1) | 4.7 (1) | 4.6 (0.9) | 4.7 (0.9) | 4.8 (0.8) | 15/15 |
| cma-bt-bbob Brockhoff | 2.9 (0.5) | 5.4 (0.9) | 5.0 (0.7) | 4.7 (0.6) | 4.6 (0.5) | 4.6 (0.5) | 4.7 (0.5) | 15/15 |
| d-CMA-ES Gissler | 2.7 (0.7) | 4.4 (0.9) | 4.3 (0.8) | 4.1 (0.8) | 4.0 (0.7) | 4.1 (0.6) | 4.2 (0.6) | 15/15 |
| default-CMA-ES Gissler | 3.4 (3) | 4.8 (1) | 4.5 (0.8) | 4.3 (0.7) | 4.2 (0.6) | 4.2 (0.6) | 4.3 (0.6) | 15/15 |
| dm-CMA-ES Gissler | 3.2 (0.4) | 5.7 (2) | 5.3 (2) | 5.0 (1) | 4.9 (1) | 4.9 (1) | 5.0 (1) | 15/15 |
| m-SDWOA Espinoza | 22 (3) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| s-CMA-ES Gissler | 2.6 (0.7) | 4.9 (1.0) | 4.7 (1.0) | 4.4 (0.9) | 4.3 (0.8) | 4.3 (0.8) | 4.4 (0.7) | 15/15 |
| sc-CMA-ES Gissler | 2.9 (0.8) | 8.1 (7) | 7.7 (5) | 7.3 (4) | 7.1 (4) | 7.0 (4) | 7.1 (4) | 15/15 |
| scd-CMA-ES Gissler | 2.9 (0.5) | 7.9 (2) | 7.5 (2) | 7.2 (1) | 7.1 (1) | 7.0 (1) | 7.0 (1) | 15/15 |
| scdm-CMA-ES Gissler | 3.1 (0.8) | 8.2 (7) | 7.7 (5) | 7.3 (5) | 7.2 (5) | 7.1 (4) | 7.1 (4) | 15/15 |
| sd-CMA-ES Gissler | 2.7 (0.5) | 6.2 (2) | 5.6 (2) | 5.2 (1) | 5.0 (1) | 5.0 (1) | 5.1 (1) | 15/15 |
| sdm-CMA-ES Gissler | 3.1 (1) | 4.8 (1) | 4.5 (1) | 4.2 (0.9) | 4.1 (0.9) | 4.2 (0.8) | 4.3 (0.7) | 15/15 |
| Δ fopt f10, 10-D |
1e1 1835 |
1e0 2172 |
1e-1 2455 |
1e-2 2728 |
1e-3 2802 |
1e-5 4543 |
1e-7 4739 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 0.21 (0.1)↑0 | 0.24 (0.1)↑0 | 0.25 (0.1)↑0 | 0.26 (0.1)↑0 | 0.29 (0.1)↑0 | 220 (303) | ∞5e5 | 0/15 |
| DIRECT-REV Kudela | 0.23 (0.2)↑0 | 0.26 (0.2)↑0 | 0.27 (0.1)↑0 | 0.26 (0.1)↑0 | 13 (0.2) | 96 (110) | ∞5e5 | 0/15 |
| E-WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| I-DBDP-GL Kudela | 1242 (1275) | 3314 (3799) | ∞ | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| a-CMA-ES Gissler | 1.2 (0.2) | 1.2 (0.2) | 1.2 (0.2) | 1.2 (0.1) | 1.2 (0.1) | 0.80 (0.1)↑0 | 0.83 (0.1)↑0 | 15/15 |
| ad-CMA-ES Gissler | 1.3 (0.3) | 1.3 (0.2) | 1.2 (0.2) | 1.2 (0.2) | 1.2 (0.1) | 0.82 (0.1)↑0 | 0.85 (0.1)↑0 | 15/15 |
| adm-CMA-ES Gissler | 1.3 (0.4) | 1.4 (0.2) | 1.3 (0.2) | 1.2 (0.1) | 1.2 (0.1) | 0.84 (0.1)↑0 | 0.87 (0.1)↑0 | 15/15 |
| c-CMA-ES Gissler | 1.6 (0.3) | 1.5 (0.3) | 1.5 (0.2) | 1.4 (0.2) | 1.4 (0.2) | 0.95 (0.1) | 0.98 (0.1) | 15/15 |
| cd-CMA-ES Gissler | 1.4 (0.2) | 1.4 (0.2) | 1.4 (0.2) | 1.4 (0.1) | 1.4 (0.1) | 0.95 (0.1) | 0.98 (0.1) | 15/15 |
| cdm-CMA-ES Gissler | 1.5 (0.3) | 1.5 (0.3) | 1.5 (0.2) | 1.4 (0.1) | 1.5 (0.1) | 0.99 (0.1) | 1.0 (0.1) | 15/15 |
| cma-bp-bbob Brockhoff | 1.2 (0.2) | 1.3 (0.1) | 1.3 (0.2) | 1.2 (0.2) | 1.2 (0.1) | 0.84 (0.1)↑1 | 0.87 (0.1) | 15/15 |
| cma-bt-bbob Brockhoff | 2.0 (1.0) | 2.0 (1) | 1.9 (0.9) | 1.8 (0.8) | 1.8 (0.8) | 1.2 (0.5) | 1.2 (0.5) | 15/15 |
| d-CMA-ES Gissler | 1.3 (0.2) | 1.3 (0.2) | 1.2 (0.1) | 1.2 (0.1) | 1.2 (0.1) | 0.83 (0.1)↑0 | 0.86 (0.1)↑0 | 15/15 |
| default-CMA-ES Gissler | 1.2 (0.2) | 1.3 (0.2) | 1.3 (0.1) | 1.2 (0.1) | 1.2 (0.1) | 0.81 (0.1)↑0 | 0.84 (0.1)↑0 | 15/15 |
| dm-CMA-ES Gissler | 1.3 (0.3) | 1.3 (0.2) | 1.2 (0.1) | 1.2 (0.1) | 1.2 (0.1) | 0.82 (0.1)↑0 | 0.86 (0.1)↑0 | 15/15 |
| m-SDWOA Espinoza | 10 (3) | 23 (23) | 27 (32) | 32 (28) | 34 (36) | 32 (39) | 39 (37) | 6/15 |
| s-CMA-ES Gissler | 1.3 (0.3) | 1.3 (0.3) | 1.3 (0.2) | 1.3 (0.1) | 1.3 (0.1) | 0.89 (0.1)↑1 | 0.91 (0.1)↑1 | 15/15 |
| sc-CMA-ES Gissler | 1.7 (0.4) | 1.7 (0.3) | 1.6 (0.3) | 1.6 (0.2) | 1.6 (0.2) | 1.1 (0.1) | 1.1 (0.1) | 15/15 |
| scd-CMA-ES Gissler | 2.0 (0.5) | 1.9 (0.4) | 1.9 (0.3) | 1.7 (0.2) | 1.8 (0.2) | 1.2 (0.1) | 1.2 (0.1) | 15/15 |
| scdm-CMA-ES Gissler | 1.7 (0.6) | 1.8 (0.4) | 1.8 (0.3) | 1.7 (0.2) | 1.7 (0.2) | 1.1 (0.1) | 1.1 (0.1) | 15/15 |
| sd-CMA-ES Gissler | 1.2 (0.3) | 1.3 (0.3) | 1.3 (0.2) | 1.2 (0.1) | 1.3 (0.1) | 0.86 (0.1)↑0 | 0.90 (0.1)↑1 | 15/15 |
| sdm-CMA-ES Gissler | 1.3 (0.3) | 1.4 (0.2) | 1.4 (0.1) | 1.3 (0.1) | 1.3 (0.1) | 0.91 (0.1)↑0 | 0.94 (0.1) | 15/15 |
| Δ fopt f11, 10-D |
1e1 266 |
1e0 1041 |
1e-1 2602 |
1e-2 2954 |
1e-3 3338 |
1e-5 4092 |
1e-7 4843 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 0.51 (0.1)↑0 | 0.22 (0.1)↑0 | 0.12 (0.0)↑0 | 0.13 (0.0)↑0 | 38 (75) | 794 (1252) | ∞5e5 | 0/15 |
| DIRECT-REV Kudela | 0.54 (0.1)↑0 | 0.22 (0.1)↑0 | 0.11 (0.0)↑0 | 0.13 (0.0)↑0 | 11 (0.2) | 1711 (2444) | ∞5e5 | 0/15 |
| E-WOA Espinoza | 1724 (2178) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| I-DBDP-GL Kudela | 149 (85) | 112 (89) | 75 (37) | 100 (35) | 165 (103) | 907 (1100) | ∞5e5 | 0/15 |
| WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| a-CMA-ES Gissler | 5.3 (0.4) | 1.6 (0.2) | 0.73 (0.1)↑0 | 0.70 (0.1)↑0 | 0.67 (0.1)↑0 | 0.62 (0.1)↑0 | 0.59 (0.1)↑0 | 15/15 |
| ad-CMA-ES Gissler | 5.6 (0.6) | 1.7 (0.2) | 0.78 (0.1)↑0 | 0.75 (0.1)↑0 | 0.71 (0.0)↑0 | 0.66 (0.0)↑0 | 0.62 (0.0)↑0 | 15/15 |
| adm-CMA-ES Gissler | 5.1 (0.6) | 1.6 (0.1) | 0.72 (0.1)↑0 | 0.70 (0.1)↑0 | 0.67 (0.0)↑0 | 0.63 (0.0)↑0 | 0.59 (0.0)↑0 | 15/15 |
| c-CMA-ES Gissler | 5.8 (1) | 1.7 (0.2) | 0.77 (0.1)↑0 | 0.74 (0.1)↑0 | 0.71 (0.1)↑0 | 0.66 (0.1)↑0 | 0.62 (0.0)↑0 | 15/15 |
| cd-CMA-ES Gissler | 5.8 (0.8) | 1.7 (0.2) | 0.78 (0.1)↑0 | 0.76 (0.1)↑0 | 0.73 (0.1)↑0 | 0.69 (0.1)↑0 | 0.65 (0.1)↑0 | 15/15 |
| cdm-CMA-ES Gissler | 5.7 (0.6) | 1.7 (0.2) | 0.76 (0.1)↑0 | 0.73 (0.0)↑0 | 0.71 (0.0)↑0 | 0.66 (0.0)↑0 | 0.63 (0.0)↑0 | 15/15 |
| cma-bp-bbob Brockhoff | 5.5 (1) | 1.7 (0.2) | 0.77 (0.1)↑1 | 0.74 (0.1)↑0 | 0.70 (0.0)↑0 | 0.65 (0.1)↑0 | 0.62 (0.0)↑0 | 15/15 |
| cma-bt-bbob Brockhoff | 12 (8) | 3.8 (3) | 1.7 (1) | 1.6 (1.0) | 1.4 (0.9) | 1.2 (0.7) | 1.1 (0.6) | 15/15 |
| d-CMA-ES Gissler | 5.5 (0.9) | 1.7 (0.2) | 0.74 (0.1)↑0 | 0.72 (0.1)↑0 | 0.69 (0.1)↑0 | 0.65 (0.0)↑0 | 0.62 (0.0)↑0 | 15/15 |
| default-CMA-ES Gissler | 5.5 (0.7) | 1.7 (0.2) | 0.74 (0.1)↑0 | 0.72 (0.1)↑0 | 0.69 (0.1)↑0 | 0.64 (0.0)↑0 | 0.60 (0.0)↑0 | 15/15 |
| dm-CMA-ES Gissler | 5.4 (0.8) | 1.6 (0.2) | 0.73 (0.0)↑0 | 0.70 (0.0)↑0 | 0.68 (0.0)↑0 | 0.64 (0.0)↑0 | 0.61 (0.0)↑0 | 15/15 |
| m-SDWOA Espinoza | 18 (3) | 19 (31) | 11 (19) | 59 (77) | 88 (143) | 165 (159) | 295 (310) | 1/15 |
| s-CMA-ES Gissler | 5.7 (0.7) | 1.7 (0.3) | 0.79 (0.1)↑1 | 0.76 (0.1)↑1 | 0.72 (0.1)↑0 | 0.67 (0.1)↑0 | 0.63 (0.1)↑0 | 15/15 |
| sc-CMA-ES Gissler | 5.9 (1.0) | 1.8 (0.2) | 0.78 (0.1)↑0 | 0.75 (0.1)↑0 | 0.72 (0.1)↑0 | 0.67 (0.1)↑0 | 0.64 (0.1)↑0 | 15/15 |
| scd-CMA-ES Gissler | 5.6 (0.7) | 1.7 (0.2) | 0.78 (0.1)↑0 | 0.75 (0.1)↑0 | 0.72 (0.1)↑0 | 0.69 (0.1)↑0 | 0.65 (0.1)↑0 | 15/15 |
| scdm-CMA-ES Gissler | 5.8 (0.9) | 1.8 (0.3) | 0.78 (0.1)↑1 | 0.75 (0.1)↑0 | 0.72 (0.1)↑0 | 0.67 (0.1)↑0 | 0.64 (0.1)↑0 | 15/15 |
| sd-CMA-ES Gissler | 5.6 (0.9) | 1.8 (0.3) | 0.81 (0.2) | 0.77 (0.2) | 0.74 (0.2)↑0 | 0.68 (0.1)↑0 | 0.65 (0.1)↑0 | 15/15 |
| sdm-CMA-ES Gissler | 5.6 (1.0) | 1.7 (0.2) | 0.76 (0.1)↑0 | 0.73 (0.1)↑0 | 0.70 (0.1)↑0 | 0.65 (0.1)↑0 | 0.62 (0.1)↑0 | 15/15 |
| Δ fopt f12, 10-D |
1e1 515 |
1e0 896 |
1e-1 1240 |
1e-2 1390 |
1e-3 1569 |
1e-5 3660 |
1e-7 5154 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 0.46 (0.1)↑0 | 0.50 (0.3)↑1 | 0.53 (0.4)↑1 | 0.60 (0.3)↑1 | 0.62 (0.3)↑1 | 120 (205) | 388 (558) | 3/15 |
| DIRECT-REV Kudela | 0.76 (0.4) | 0.83 (0.5) | 0.84 (0.5) | 0.84 (0.5) | 0.83 (0.4) | 92 (137) | 194 (194) | 5/15 |
| E-WOA Espinoza | 193 (149) | 494 (422) | 1205 (1008) | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| I-DBDP-GL Kudela | 55 (8) | 57 (26) | 118 (80) | 385 (298) | 800 (797) | 2009 (2187) | ∞5e5 | 0/15 |
| WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| a-CMA-ES Gissler | 3.7 (4) | 4.8 (4) | 5.0 (3) | 5.1 (2) | 4.9 (2) | 2.6 (0.8) | 2.0 (0.6) | 15/15 |
| ad-CMA-ES Gissler | 4.9 (5) | 4.7 (5) | 4.8 (5) | 5.0 (5) | 4.9 (4) | 2.6 (2) | 2.1 (1.0) | 15/15 |
| adm-CMA-ES Gissler | 2.4 (0.2) | 3.1 (2) | 3.8 (2) | 4.1 (2) | 4.3 (2) | 2.3 (0.7) | 1.9 (0.5) | 15/15 |
| c-CMA-ES Gissler | 4.1 (5) | 5.7 (6) | 6.8 (4) | 7.3 (4) | 7.4 (3) | 4.1 (1) | 3.3 (1) | 15/15 |
| cd-CMA-ES Gissler | 5.1 (7) | 5.6 (7) | 6.7 (6) | 7.3 (5) | 7.3 (4) | 4.0 (2) | 3.3 (1) | 15/15 |
| cdm-CMA-ES Gissler | 4.3 (5) | 5.2 (7) | 6.1 (6) | 7.1 (4) | 7.2 (4) | 4.1 (1) | 3.4 (0.9) | 15/15 |
| cma-bp-bbob Brockhoff | 2.7 (1) | 3.5 (3) | 3.8 (3) | 4.1 (2) | 4.3 (2) | 2.3 (1) | 1.9 (0.9) | 15/15 |
| cma-bt-bbob Brockhoff | 3.5 (2) | 4.2 (4) | 4.1 (3) | 4.0 (3) | 4.1 (3) | 2.2 (1) | 1.8 (1.0) | 15/15 |
| d-CMA-ES Gissler | 3.4 (3) | 5.0 (3) | 5.0 (3) | 5.1 (3) | 5.0 (2) | 2.7 (1) | 2.1 (0.9) | 15/15 |
| default-CMA-ES Gissler | 4.9 (4) | 5.1 (4) | 5.0 (4) | 5.2 (4) | 5.2 (3) | 2.8 (1) | 2.2 (1.0) | 15/15 |
| dm-CMA-ES Gissler | 3.9 (3) | 4.0 (4) | 4.5 (3) | 4.7 (3) | 4.7 (3) | 2.5 (1) | 2.1 (0.8) | 15/15 |
| m-SDWOA Espinoza | 42 (3) | 48 (59) | 140 (124) | 1032 (954) | ∞ | ∞ | ∞1e5 | 0/15 |
| s-CMA-ES Gissler | 3.2 (4) | 3.4 (4) | 3.8 (4) | 4.2 (3) | 4.2 (2) | 2.3 (0.9) | 1.9 (0.6) | 15/15 |
| sc-CMA-ES Gissler | 4.6 (7) | 6.6 (7) | 7.6 (7) | 8.2 (7) | 8.2 (5) | 4.6 (2) | 3.8 (2) | 15/15 |
| scd-CMA-ES Gissler | 3.8 (5) | 4.1 (6) | 5.6 (6) | 6.3 (5) | 6.4 (4) | 3.6 (2) | 3.0 (1) | 15/15 |
| scdm-CMA-ES Gissler | 4.3 (5) | 6.2 (8) | 6.7 (8) | 7.4 (8) | 7.5 (7) | 4.1 (3) | 3.4 (3) | 15/15 |
| sd-CMA-ES Gissler | 3.7 (2) | 4.3 (3) | 4.4 (3) | 4.6 (2) | 4.6 (2) | 2.4 (1) | 2.0 (0.8) | 15/15 |
| sdm-CMA-ES Gissler | 2.4 (0.3) | 3.1 (2) | 3.6 (2) | 3.8 (2) | 4.0 (2) | 2.2 (1.0) | 1.8 (0.7) | 15/15 |
| Δ fopt f13, 10-D |
1e1 387 |
1e0 596 |
1e-1 797 |
1e-2 1014 |
1e-3 4587 |
1e-5 6208 |
1e-7 7779 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 0.61 (0.3) | 12 (0.2) | 24 (0.1) | 180 (370) | 96 (109) | ∞ | ∞5e5 | 0/15 |
| DIRECT-REV Kudela | 0.61 (0.3)↑0 | 0.73 (0.2)↑0 | 0.73 (0.3) | 0.71 (0.3) | 96 (164) | 1128 (1490) | ∞5e5 | 0/15 |
| E-WOA Espinoza | 172 (147) | 1221 (2295) | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| I-DBDP-GL Kudela | 38 (13) | 78 (45) | 134 (100) | 290 (328) | 130 (72) | 1175 (1250) | ∞5e5 | 0/15 |
| WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| a-CMA-ES Gissler | 2.5 (2) | 2.7 (2) | 3.9 (2) | 4.6 (2) | 1.2 (0.5) | 1.1 (0.3) | 1.2 (0.6) | 15/15 |
| ad-CMA-ES Gissler | 1.9 (0.4) | 2.9 (1) | 3.5 (2) | 4.3 (2) | 1.0 (0.5) | 0.99 (0.4) | 1.1 (0.6) | 15/15 |
| adm-CMA-ES Gissler | 2.8 (2) | 3.2 (2) | 3.8 (1) | 3.5 (1) | 0.90 (0.3) | 0.89 (0.2) | 1.2 (0.6) | 15/15 |
| c-CMA-ES Gissler | 2.0 (0.3) | 4.5 (3) | 6.1 (1.0) | 5.4 (0.8) | 1.3 (0.3) | 1.5 (0.3) | 1.5 (0.4) | 15/15 |
| cd-CMA-ES Gissler | 2.4 (0.7) | 5.3 (2) | 4.9 (0.4) | 4.4 (0.6) | 1.2 (0.3) | 1.3 (0.2) | 1.4 (0.5) | 15/15 |
| cdm-CMA-ES Gissler | 2.9 (3) | 3.5 (2) | 4.1 (2) | 5.3 (1) | 1.5 (0.3) | 1.4 (0.3) | 1.5 (0.2) | 15/15 |
| cma-bp-bbob Brockhoff | 2.4 (1) | 3.1 (1) | 3.1 (1) | 3.5 (2) | 0.94 (0.3) | 0.98 (0.3) | 0.95 (0.3) | 15/15 |
| cma-bt-bbob Brockhoff | 2.9 (2) | 3.4 (2) | 3.8 (1) | 3.5 (1.0) | 0.91 (0.2) | 1.0 (0.2) | 0.98 (0.2) | 15/15 |
| d-CMA-ES Gissler | 2.2 (1) | 3.0 (2) | 3.5 (1) | 3.3 (0.8) | 0.90 (0.2) | 0.93 (0.2) | 0.91 (0.2) | 15/15 |
| default-CMA-ES Gissler | 2.5 (2) | 3.3 (1) | 3.4 (1) | 3.3 (1.0) | 0.86 (0.2) | 0.84 (0.1)↑1 | 0.92 (0.2) | 15/15 |
| dm-CMA-ES Gissler | 1.9 (0.3) | 2.7 (1) | 3.9 (1) | 3.6 (0.8) | 0.88 (0.1) | 0.90 (0.2) | 0.94 (0.2) | 15/15 |
| m-SDWOA Espinoza | 20 (1) | 21 (2) | 23 (3) | 27 (13) | 12 (11) | 25 (28) | 58 (42) | 1/15 |
| s-CMA-ES Gissler | 2.6 (2) | 3.6 (2) | 4.2 (2) | 4.1 (2) | 1.1 (0.5) | 1.2 (0.5) | 1.2 (0.5) | 15/15 |
| sc-CMA-ES Gissler | 2.2 (0.4) | 4.4 (4) | 5.7 (3) | 5.8 (2) | 1.6 (0.4) | 1.6 (0.4) | 1.5 (0.2) | 15/15 |
| scd-CMA-ES Gissler | 3.0 (3) | 5.4 (4) | 6.4 (2) | 5.7 (1) | 1.5 (0.4) | 1.5 (0.2) | 1.5 (0.5) | 15/15 |
| scdm-CMA-ES Gissler | 3.8 (3) | 5.6 (3) | 5.4 (2) | 5.0 (2) | 1.3 (0.4) | 1.5 (0.5) | 1.4 (0.5) | 15/15 |
| sd-CMA-ES Gissler | 2.5 (2) | 3.1 (2) | 3.7 (2) | 4.0 (2) | 1.1 (0.5) | 1.0 (0.4) | 1.0 (0.4) | 15/15 |
| sdm-CMA-ES Gissler | 2.2 (2) | 3.2 (2) | 3.7 (2) | 3.5 (2) | 1.0 (0.6) | 1.1 (0.4) | 1.2 (0.5) | 15/15 |
| Δ fopt f14, 10-D |
1e1 37 |
1e0 98 |
1e-1 133 |
1e-2 205 |
1e-3 392 |
1e-5 687 |
1e-7 4305 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 1.7 (2) | 2.5 (0.9) | 3.0 (0.7) | 3.0 (0.6) | 2.0 (0.4) | 1.6 (0.3) | ∞5e5 | 0/15 |
| DIRECT-REV Kudela | 2.0 (1) | 3.0 (1) | 3.1 (1) | 2.8 (0.5) | 2.0 (0.3) | 1.6 (0.3) | ∞5e5 | 0/15 |
| E-WOA Espinoza | 12 (12) | 50 (18) | 89 (22) | 233 (324) | 692 (857) | ∞ | ∞1e5 | 0/15 |
| I-DBDP-GL Kudela | 2.0 (3) | 14 (7) | 30 (8) | 62 (18) | 102 (43) | 2503 (1825) | ∞5e5 | 0/15 |
| WOA Espinoza | 7.1 (10) | 623 (1070) | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| a-CMA-ES Gissler | 1.2 (0.8) | 2.4 (0.7) | 3.1 (0.7) | 3.3 (0.5) | 2.8 (0.6) | 3.0 (0.4) | 0.73 (0.1)↑0 | 15/15 |
| ad-CMA-ES Gissler | 1.3 (1) | 2.5 (0.7) | 3.4 (0.6) | 3.6 (0.5) | 2.9 (0.4) | 3.2 (0.2) | 0.75 (0.1)↑0 | 15/15 |
| adm-CMA-ES Gissler | 1.1 (1) | 2.4 (0.5) | 3.2 (0.4) | 3.5 (0.3) | 2.8 (0.3) | 3.0 (0.2) | 0.73 (0.1)↑0 | 15/15 |
| c-CMA-ES Gissler | 1.5 (1) | 2.8 (0.7) | 3.5 (0.6) | 3.7 (0.4) | 3.2 (0.5) | 3.7 (0.4) | 0.92 (0.1)↑1 | 15/15 |
| cd-CMA-ES Gissler | 1.5 (1) | 2.6 (0.7) | 3.6 (0.5) | 3.8 (0.5) | 3.2 (0.3) | 3.7 (0.2) | 0.90 (0.1)↑1 | 15/15 |
| cdm-CMA-ES Gissler | 1.3 (1) | 2.6 (0.6) | 3.9 (0.6) | 4.1 (0.4) | 3.3 (0.3) | 3.8 (0.3) | 0.93 (0.1) | 15/15 |
| cma-bp-bbob Brockhoff | 0.93 (0.9) | 2.5 (0.5) | 3.4 (0.4) | 3.6 (0.5) | 3.0 (0.3) | 3.1 (0.2) | 0.76 (0.0)↑0 | 15/15 |
| cma-bt-bbob Brockhoff | 1.2 (0.9) | 2.8 (0.8) | 3.7 (0.9) | 3.6 (0.8) | 3.0 (0.5) | 3.2 (0.2) | 0.79 (0.1)↑0 | 15/15 |
| d-CMA-ES Gissler | 1.0 (0.7) | 2.7 (0.4) | 3.7 (0.4) | 3.9 (0.4) | 3.2 (0.3) | 3.3 (0.3) | 0.78 (0.1)↑0 | 15/15 |
| default-CMA-ES Gissler | 1.2 (1) | 2.3 (0.6) | 3.3 (0.8) | 3.6 (0.6) | 2.8 (0.4) | 3.1 (0.3) | 0.73 (0.1)↑0 | 15/15 |
| dm-CMA-ES Gissler | 1.0 (1) | 2.6 (0.7) | 3.8 (0.9) | 3.9 (0.4) | 3.1 (0.4) | 3.3 (0.2) | 0.78 (0.1)↑0 | 15/15 |
| m-SDWOA Espinoza | 7.5 (5) | 22 (6) | 34 (4) | 34 (3) | 25 (2) | 24 (1) | 7.3 (0.8) | 10/15 |
| s-CMA-ES Gissler | 1.6 (2) | 2.7 (0.9) | 3.3 (1.0) | 3.7 (1.0) | 3.1 (0.4) | 3.2 (0.4) | 0.79 (0.1)↑0 | 15/15 |
| sc-CMA-ES Gissler | 1.1 (1) | 2.4 (0.8) | 3.4 (0.8) | 3.7 (0.8) | 3.1 (0.4) | 3.6 (0.3) | 0.94 (0.1) | 15/15 |
| scd-CMA-ES Gissler | 1.3 (1.0) | 2.7 (1) | 3.5 (1) | 3.8 (1) | 3.3 (0.8) | 3.7 (0.4) | 0.92 (0.1) | 15/15 |
| scdm-CMA-ES Gissler | 1.6 (1) | 2.9 (0.6) | 4.0 (1) | 4.1 (0.7) | 3.4 (0.6) | 3.7 (0.5) | 0.92 (0.1) | 15/15 |
| sd-CMA-ES Gissler | 1.3 (2) | 2.4 (0.7) | 3.4 (0.9) | 3.8 (0.8) | 3.0 (0.5) | 3.2 (0.2) | 0.79 (0.1)↑1 | 15/15 |
| sdm-CMA-ES Gissler | 0.95 (0.8) | 2.4 (1.0) | 3.6 (1) | 3.8 (0.6) | 3.1 (0.4) | 3.2 (0.4) | 0.78 (0.1)↑0 | 15/15 |
| Δ fopt f15, 10-D |
1e1 4774 |
1e0 39246 |
1e-1 73643 |
1e-2 74669 |
1e-3 75790 |
1e-5 77814 |
1e-7 79834 |
#succ 12/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 205 (279) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| DIRECT-REV Kudela | 85 (137) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| E-WOA Espinoza | 302 (230) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| I-DBDP-GL Kudela | 5.5 (6) | 20 (27) | 101 (75) | 100 (117) | 99 (130) | ∞ | ∞5e5 | 0/15 |
| WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| a-CMA-ES Gissler | 0.61 (0.4)↑1 | 0.99 (0.6) | 0.90 (0.7) | 0.91 (0.7) | 0.91 (0.7) | 0.93 (0.7) | 0.94 (0.7) | 15/15 |
| ad-CMA-ES Gissler | 1.1 (1.0) | 1.00 (0.6) | 0.84 (0.6) | 0.84 (0.6) | 0.85 (0.6) | 0.86 (0.6) | 0.87 (0.6) | 15/15 |
| adm-CMA-ES Gissler | 0.90 (0.5) | 0.69 (0.4) | 0.70 (0.3)↑0 | 0.70 (0.3)↑0 | 0.71 (0.3)↑1 | 0.72 (0.3) | 0.73 (0.3) | 15/15 |
| c-CMA-ES Gissler | 0.89 (0.5) | 1.1 (0.6) | 0.93 (0.5) | 0.94 (0.5) | 0.94 (0.5) | 0.95 (0.5) | 0.96 (0.5) | 15/15 |
| cd-CMA-ES Gissler | 0.86 (0.5) | 1.2 (0.7) | 0.90 (0.3) | 0.91 (0.3) | 0.91 (0.3) | 0.92 (0.3) | 0.93 (0.3) | 15/15 |
| cdm-CMA-ES Gissler | 0.90 (0.6) | 1.1 (0.3) | 1.1 (0.6) | 1.1 (0.6) | 1.1 (0.6) | 1.1 (0.6) | 1.1 (0.6) | 15/15 |
| cma-bp-bbob Brockhoff | 1.2 (0.6) | 0.98 (0.3) | 0.91 (0.8) | 0.91 (0.6) | 0.91 (0.7) | 0.92 (0.8) | 0.92 (1.0) | 13/15 |
| cma-bt-bbob Brockhoff | 1.2 (1) | 2.5 (2) | 3.7 (4) | 3.7 (5) | 3.6 (2) | 3.6 (4) | 4.4 (4) | 4/15 |
| d-CMA-ES Gissler | 1.0 (0.6) | 1.1 (0.7) | 0.95 (0.7) | 0.96 (0.7) | 0.96 (0.7) | 0.97 (0.7) | 0.98 (0.7) | 15/15 |
| default-CMA-ES Gissler | 1.0 (0.7) | 1.2 (0.6) | 0.95 (0.7) | 0.96 (0.7) | 0.96 (0.7) | 0.97 (0.7) | 0.98 (0.7) | 15/15 |
| dm-CMA-ES Gissler | 0.78 (0.5) | 1.1 (0.8) | 0.76 (0.4) | 0.77 (0.4) | 0.77 (0.4) | 0.78 (0.4) | 0.79 (0.4) | 15/15 |
| m-SDWOA Espinoza | 30 (21) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| s-CMA-ES Gissler | 0.97 (0.6) | 0.96 (0.3) | 0.76 (0.2) | 0.76 (0.2) | 0.76 (0.2) | 0.77 (0.2) | 0.78 (0.2) | 15/15 |
| sc-CMA-ES Gissler | 1.3 (1) | 0.88 (0.3) | 0.77 (0.4) | 0.77 (0.4) | 0.78 (0.4) | 0.79 (0.4) | 0.80 (0.4) | 15/15 |
| scd-CMA-ES Gissler | 1.3 (1) | 1.0 (0.7) | 0.81 (0.4) | 0.82 (0.4) | 0.82 (0.4) | 0.84 (0.4) | 0.85 (0.4) | 15/15 |
| scdm-CMA-ES Gissler | 1.5 (1) | 1.2 (0.7) | 0.82 (0.4) | 0.83 (0.4) | 0.83 (0.4) | 0.84 (0.4) | 0.85 (0.4) | 15/15 |
| sd-CMA-ES Gissler | 0.92 (0.6) | 1.1 (0.4) | 0.89 (0.3) | 0.90 (0.3) | 0.91 (0.3) | 0.92 (0.3) | 0.93 (0.2) | 15/15 |
| sdm-CMA-ES Gissler | 1.4 (1) | 1.0 (0.8) | 0.79 (0.4) | 0.80 (0.4) | 0.80 (0.4) | 0.81 (0.5) | 0.82 (0.5) | 15/15 |
| Δ fopt f16, 10-D |
1e1 425 |
1e0 7029 |
1e-1 15779 |
1e-2 45669 |
1e-3 51151 |
1e-5 65798 |
1e-7 71570 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 5.2 (5) | 14 (14) | 19 (18) | 16 (12) | ∞ | ∞ | ∞5e5 | 0/15 |
| DIRECT-REV Kudela | 5.2 (2) | 2.6 (2) | 4.2 (2) | 20 (19) | 144 (149) | ∞ | ∞5e5 | 0/15 |
| E-WOA Espinoza | 29 (50) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| I-DBDP-GL Kudela | 5.2 (2) | 1.7 (2) | 3.1 (3) | 3.6 (2) | 4.1 (2) | 5.8 (7) | 6.8 (5) | 10/15 |
| WOA Espinoza | 53 (118) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| a-CMA-ES Gissler | 3.0 (5) | 0.71 (0.5) | 0.79 (0.3)↑1 | 0.51 (0.5) | 0.56 (0.4)↑1 | 0.46 (0.3)↑0 | 0.44 (0.3)↑0 | 15/15 |
| ad-CMA-ES Gissler | 1.5 (0.6) | 0.53 (0.4)↑1 | 0.85 (0.7) | 0.37 (0.3)↑0 | 0.56 (0.5) | 0.46 (0.4)↑1 | 0.44 (0.4)↑1 | 15/15 |
| adm-CMA-ES Gissler | 2.4 (0.7) | 0.67 (0.9) | 0.73 (0.8) | 0.46 (0.5) | 0.45 (0.4) | 0.38 (0.3)↑0 | 0.36 (0.3)↑0 | 15/15 |
| c-CMA-ES Gissler | 3.2 (1) | 0.91 (1) | 1.0 (0.4) | 1.0 (1) | 1.1 (1) | 0.94 (0.8) | 0.89 (0.8) | 15/15 |
| cd-CMA-ES Gissler | 4.7 (7) | 0.90 (0.5) | 1.0 (0.8) | 0.57 (0.6) | 0.55 (0.6) | 0.60 (0.4) | 0.58 (0.4) | 15/15 |
| cdm-CMA-ES Gissler | 2.6 (1) | 0.86 (0.5) | 0.95 (0.8) | 0.52 (0.3)↑1 | 0.55 (0.5) | 0.47 (0.4)↑0 | 0.45 (0.4)↑0 | 15/15 |
| cma-bp-bbob Brockhoff | 1.9 (0.9) | 0.48 (0.5) | 1.1 (1) | 0.72 (0.5) | 0.84 (0.5) | 0.72 (0.4) | 0.68 (0.4) | 14/15 |
| cma-bt-bbob Brockhoff | 3.7 (3) | 0.52 (0.7) | 1.1 (1) | 1.4 (2) | 1.7 (2) | 1.4 (2) | 1.3 (2) | 10/15 |
| d-CMA-ES Gissler | 2.1 (0.9) | 0.90 (0.5) | 1.2 (0.9) | 0.97 (1) | 1.1 (0.9) | 0.87 (0.8) | 0.83 (0.7) | 15/15 |
| default-CMA-ES Gissler | 2.4 (0.9) | 0.77 (0.9) | 0.83 (1) | 0.78 (0.6) | 0.86 (1.0) | 0.76 (0.8) | 0.72 (0.7) | 15/15 |
| dm-CMA-ES Gissler | 2.5 (2) | 0.64 (0.5) | 0.91 (0.7) | 0.78 (0.9) | 0.86 (0.8) | 0.69 (0.7) | 0.66 (0.6) | 15/15 |
| m-SDWOA Espinoza | 20 (14) | 213 (359) | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| s-CMA-ES Gissler | 2.7 (2) | 0.71 (0.5) | 1.2 (0.8) | 0.78 (0.5) | 0.72 (0.4) | 0.74 (0.7) | 0.70 (0.6) | 15/15 |
| sc-CMA-ES Gissler | 3.1 (2) | 0.93 (0.5) | 1.5 (0.8) | 0.93 (1.0) | 0.85 (0.9) | 0.71 (0.7) | 0.68 (0.7) | 15/15 |
| scd-CMA-ES Gissler | 3.9 (2) | 0.99 (1) | 1.2 (1.0) | 0.88 (0.6) | 0.81 (0.5) | 0.66 (0.4) | 0.63 (0.4) | 15/15 |
| scdm-CMA-ES Gissler | 3.0 (1) | 1.0 (0.9) | 1.5 (0.9) | 0.61 (0.4) | 0.72 (0.5) | 0.67 (0.4) | 0.64 (0.4)↑1 | 15/15 |
| sd-CMA-ES Gissler | 4.0 (6) | 0.91 (1) | 0.95 (1) | 0.79 (0.5) | 0.79 (0.5) | 0.65 (0.4) | 0.66 (0.4) | 15/15 |
| sdm-CMA-ES Gissler | 2.7 (1) | 0.90 (0.5) | 0.79 (0.6) | 0.68 (0.5) | 0.73 (0.4) | 0.61 (0.3)↑1 | 0.58 (0.3)↑1 | 15/15 |
| Δ fopt f17, 10-D |
1e1 26 |
1e0 429 |
1e-1 2203 |
1e-2 6329 |
1e-3 9851 |
1e-5 20190 |
1e-7 26503 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 1.6 (1) | 12 (6) | 25 (30) | 126 (172) | ∞ | ∞ | ∞5e5 | 0/15 |
| DIRECT-REV Kudela | 5.4 (10) | 8.6 (3) | 8.2 (4) | 73 (65) | ∞ | ∞ | ∞5e5 | 0/15 |
| E-WOA Espinoza | 3.6 (5) | 1554 (3255) | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| I-DBDP-GL Kudela | 0.93 (0.7) | 8.7 (4) | 8.5 (5) | 11 (7) | 16 (10) | 41 (28) | ∞5e5 | 0/15 |
| WOA Espinoza | 2.9 (4) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| a-CMA-ES Gissler | 0.61 (0.6) | 0.78 (0.2)↑1 | 0.87 (1) | 1.1 (1) | 1.3 (0.5) | 0.88 (0.6) | 1.1 (0.4) | 15/15 |
| ad-CMA-ES Gissler | 0.65 (0.8) | 0.96 (0.4) | 1.0 (2) | 0.91 (0.6) | 0.98 (0.8) | 0.84 (0.3) | 1.1 (0.4) | 15/15 |
| adm-CMA-ES Gissler | 0.79 (0.8) | 0.91 (0.2) | 0.82 (1) | 1.1 (1) | 1.1 (0.8) | 1.1 (0.7) | 1.2 (0.4) | 15/15 |
| c-CMA-ES Gissler | 0.55 (0.7) | 0.89 (0.2) | 0.42 (0.1)↑0 | 1.0 (1) | 1.1 (0.9) | 1.3 (1) | 1.3 (0.6) | 15/15 |
| cd-CMA-ES Gissler | 0.54 (0.8) | 1.1 (0.4) | 1.7 (2) | 1.5 (1) | 1.2 (0.5) | 0.99 (0.4) | 1.1 (0.4) | 15/15 |
| cdm-CMA-ES Gissler | 0.79 (1) | 1.1 (0.5) | 1.4 (3) | 1.1 (1) | 1.2 (0.7) | 1.1 (0.6) | 1.5 (0.5) | 15/15 |
| cma-bp-bbob Brockhoff | 0.74 (0.7) | 1.0 (0.4) | 0.46 (0.2)↑0 | 1.1 (0.7) | 1.1 (0.9) | 1.1 (0.5) | 1.1 (0.4) | 15/15 |
| cma-bt-bbob Brockhoff | 0.77 (0.6) | 1.1 (0.2) | 0.46 (0.1)↑0 | 1.2 (2) | 1.5 (1) | 1.3 (0.9) | 1.2 (0.5) | 15/15 |
| d-CMA-ES Gissler | 0.43 (0.5)↑1 | 1.1 (0.4) | 0.63 (0.1)↑1 | 0.44 (0.6) | 0.93 (0.9) | 0.92 (0.3) | 1.1 (0.7) | 15/15 |
| default-CMA-ES Gissler | 0.94 (1) | 0.92 (0.3) | 0.90 (2) | 1.1 (1) | 1.3 (0.7) | 0.88 (0.3) | 0.91 (0.3) | 15/15 |
| dm-CMA-ES Gissler | 0.67 (1.0) | 0.91 (0.2) | 0.49 (0.3)↑0 | 0.70 (0.6) | 0.96 (0.9) | 0.94 (0.4) | 1.4 (0.8) | 15/15 |
| m-SDWOA Espinoza | 3.2 (3) | 10 (2) | 5.2 (0.3) | 3.2 (0.2) | 3.0 (0.2) | 2.4 (0.1) | 2.8 (0.1) | 14/15 |
| s-CMA-ES Gissler | 0.79 (1) | 0.98 (0.5) | 0.81 (1) | 0.57 (0.5) | 0.80 (0.4) | 0.94 (0.2) | 0.93 (0.5) | 15/15 |
| sc-CMA-ES Gissler | 0.57 (1.0) | 1.2 (0.4) | 1.1 (2) | 1.5 (1) | 1.4 (0.7) | 1.1 (0.5) | 1.1 (0.4) | 15/15 |
| scd-CMA-ES Gissler | 0.54 (0.7) | 1.0 (0.3) | 1.1 (2) | 0.85 (0.8) | 0.97 (0.6) | 0.97 (0.5) | 1.2 (0.7) | 15/15 |
| scdm-CMA-ES Gissler | 1.00 (1) | 2.1 (0.8) | 0.91 (2) | 0.84 (0.7) | 0.87 (0.5) | 1.0 (0.4) | 1.2 (0.7) | 15/15 |
| sd-CMA-ES Gissler | 0.52 (0.6) | 0.76 (0.2)↑1 | 0.41 (0.1)↑0 | 0.51 (0.6) | 0.86 (0.8) | 1.1 (0.8) | 1.1 (0.4) | 15/15 |
| sdm-CMA-ES Gissler | 0.58 (0.6) | 1.1 (0.4) | 0.80 (1) | 0.88 (0.6) | 1.0 (0.9) | 1.1 (0.7) | 1.5 (0.5) | 15/15 |
| Δ fopt f18, 10-D |
1e1 238 |
1e0 836 |
1e-1 7012 |
1e-2 15928 |
1e-3 27536 |
1e-5 37234 |
1e-7 42708 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 6.3 (6) | 24 (20) | 36 (39) | 218 (298) | ∞ | ∞ | ∞5e5 | 0/15 |
| DIRECT-REV Kudela | 5.8 (5) | 13 (5) | 6.8 (4) | 66 (48) | ∞ | ∞ | ∞5e5 | 0/15 |
| E-WOA Espinoza | 169 (214) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| I-DBDP-GL Kudela | 4.5 (3) | 15 (6) | 10 (8) | 18 (16) | 39 (62) | ∞ | ∞5e5 | 0/15 |
| WOA Espinoza | 394 (669) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| a-CMA-ES Gissler | 0.87 (0.3) | 1.4 (0.2) | 0.69 (0.5) | 0.78 (0.3) | 0.65 (0.4) | 0.75 (0.2)↑0 | 0.76 (0.2)↑0 | 15/15 |
| ad-CMA-ES Gissler | 0.75 (0.3) | 0.79 (0.2)↑1 | 0.54 (0.7) | 1.0 (1.0) | 0.83 (0.3) | 0.86 (0.3) | 0.95 (0.3) | 15/15 |
| adm-CMA-ES Gissler | 0.95 (0.4) | 2.2 (0.6) | 0.99 (1) | 0.99 (0.7) | 0.95 (0.4) | 0.93 (0.3) | 0.90 (0.2)↑1 | 15/15 |
| c-CMA-ES Gissler | 0.89 (0.4) | 3.5 (0.3) | 1.3 (2) | 1.3 (0.8) | 1.1 (0.6) | 0.98 (0.6) | 0.98 (0.5) | 15/15 |
| cd-CMA-ES Gissler | 0.79 (0.3) | 1.0 (0.4) | 0.99 (1) | 0.74 (0.7) | 0.65 (0.3)↑1 | 0.80 (0.4) | 0.86 (0.4) | 15/15 |
| cdm-CMA-ES Gissler | 0.82 (0.4) | 0.96 (0.4) | 0.72 (1) | 1.2 (0.7) | 0.99 (0.5) | 0.92 (0.4) | 0.95 (0.3) | 15/15 |
| cma-bp-bbob Brockhoff | 0.79 (0.3) | 0.88 (0.3) | 0.64 (0.9) | 0.97 (0.7) | 0.75 (0.4) | 0.78 (0.3) | 0.83 (0.3) | 15/15 |
| cma-bt-bbob Brockhoff | 1.2 (0.6) | 1.1 (0.3) | 1.3 (2) | 1.6 (1.0) | 1.3 (0.7) | 1.1 (0.5) | 1.2 (1) | 13/15 |
| d-CMA-ES Gissler | 0.95 (0.3) | 1.0 (0.2) | 0.86 (0.8) | 0.70 (0.6) | 0.74 (0.5) | 0.75 (0.5) | 0.99 (0.4) | 15/15 |
| default-CMA-ES Gissler | 0.95 (0.5) | 1.6 (0.6) | 1.3 (1) | 1.0 (0.5) | 0.82 (0.3)↑1 | 0.86 (0.6) | 0.98 (0.6) | 15/15 |
| dm-CMA-ES Gissler | 0.87 (0.4) | 1.6 (0.4) | 1.1 (1) | 0.73 (0.5) | 0.69 (0.3)↑1 | 0.73 (0.3) | 0.81 (0.3) | 15/15 |
| m-SDWOA Espinoza | 7.0 (2) | 10 (2) | 2.7 (0.5) | 2.8 (3) | 2.0 (2) | 2.2 (1) | 2.5 (1) | 12/15 |
| s-CMA-ES Gissler | 1.1 (0.7) | 0.88 (0.3) | 0.78 (1) | 0.94 (0.6) | 0.83 (0.6) | 0.79 (0.3) | 0.80 (0.3) | 15/15 |
| sc-CMA-ES Gissler | 1.1 (0.5) | 1.9 (0.6) | 1.6 (3) | 1.3 (1) | 0.90 (0.8) | 0.98 (0.7) | 1.2 (0.6) | 15/15 |
| scd-CMA-ES Gissler | 1.00 (0.3) | 1.6 (0.2) | 0.72 (0.6) | 0.92 (0.5) | 0.70 (0.6) | 0.82 (0.4) | 1.0 (0.4) | 15/15 |
| scdm-CMA-ES Gissler | 0.88 (0.4) | 1.0 (0.3) | 0.64 (0.5) | 0.86 (0.5) | 0.80 (0.6) | 0.78 (0.4) | 0.87 (0.3) | 15/15 |
| sd-CMA-ES Gissler | 1.1 (0.6) | 1.6 (1) | 0.91 (1) | 0.88 (0.4) | 0.59 (0.3)↑1 | 0.65 (0.4) | 0.81 (0.3) | 15/15 |
| sdm-CMA-ES Gissler | 0.83 (0.3) | 0.92 (0.4) | 0.63 (0.7) | 0.81 (0.6) | 0.80 (0.5) | 0.87 (0.3) | 0.85 (0.3) | 15/15 |
| Δ fopt f19, 10-D |
1e1 1 |
1e0 1 |
1e-1 10609 |
1e-2 9.8e5 |
1e-3 1.4e6 |
1e-5 1.4e6 |
1e-7 1.4e6 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 79 (80) | 6.5e5 (1e6) | ∞ | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| DIRECT-REV Kudela | 1 (0) | 1 (0) | 8.3 (24) | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| E-WOA Espinoza | 225 (216) | 1.5e5 (1e5) | 135 (113) | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| I-DBDP-GL Kudela | 143 (154) | 1.0e5 (5e4) | ∞ | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| WOA Espinoza | 220 (148) | 1.4e6 (2e6) | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| a-CMA-ES Gissler | 1 (0) | 1 (0) | 13 (7) | 0.47 (0.2)↑0 | 0.44 (0.2)↑0 | 0.44 (0.2)↑0 | 0.44 (0.2)↑0 | 15/15 |
| ad-CMA-ES Gissler | 1 (0) | 1 (0) | 15 (7) | 0.63 (0.5) | 0.59 (0.3)↑0 | 0.59 (0.3)↑0 | 0.59 (0.3)↑0 | 15/15 |
| adm-CMA-ES Gissler | 1 (0) | 1 (0) | 12 (10) | 0.44 (0.2)↑0 | 0.39 (0.1)↑0 | 0.39 (0.1)↑0 | 0.39 (0.1)↑0 | 15/15 |
| c-CMA-ES Gissler | 1 (0) | 1 (0) | 13 (9) | 0.55 (0.2)↑0 | 0.51 (0.2)↑0 | 0.51 (0.2)↑0 | 0.52 (0.2)↑0 | 15/15 |
| cd-CMA-ES Gissler | 1 (0) | 1 (0) | 13 (6) | 0.63 (0.4)↑1 | 0.78 (0.5) | 0.78 (0.5) | 0.78 (0.5) | 14/15 |
| cdm-CMA-ES Gissler | 1 (0) | 1 (0) | 11 (8) | 0.44 (0.3)↑0 | 0.41 (0.2)↑0 | 0.42 (0.2)↑0 | 0.42 (0.2)↑0 | 15/15 |
| cma-bp-bbob Brockhoff | 1 (0) | 1 (0) | 26 (20) | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| cma-bt-bbob Brockhoff | 1 (0) | 1 (0) | 24 (15) | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| d-CMA-ES Gissler | 1 (0) | 1 (0) | 13 (6) | 0.58 (0.2)↑0 | 0.57 (0.2)↑0 | 0.58 (0.2)↑0 | 0.58 (0.2)↑0 | 15/15 |
| default-CMA-ES Gissler | 1 (0) | 1 (0) | 10 (6) | 0.49 (0.2)↑0 | 0.54 (0.3)↑0 | 0.55 (0.3)↑0 | 0.55 (0.3)↑0 | 15/15 |
| dm-CMA-ES Gissler | 1 (0) | 1 (0) | 13 (5) | 0.56 (0.3)↑1 | 0.52 (0.3)↑0 | 0.52 (0.3)↑0 | 0.53 (0.3)↑0 | 15/15 |
| m-SDWOA Espinoza | 280 (131) | 6.7e4 (3e4) | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| s-CMA-ES Gissler | 1 (0) | 1 (0) | 15 (9) | 0.58 (0.2)↑0 | 0.54 (0.3)↑0 | 0.54 (0.3)↑0 | 0.54 (0.3)↑0 | 15/15 |
| sc-CMA-ES Gissler | 1 (0) | 1 (0) | 14 (10) | 0.61 (0.5) | 0.57 (0.3)↑0 | 0.58 (0.3)↑0 | 0.58 (0.3)↑0 | 15/15 |
| scd-CMA-ES Gissler | 1 (0) | 1 (0) | 12 (7) | 0.65 (0.2)↑1 | 0.67 (0.2)↑1 | 0.68 (0.2)↑1 | 0.68 (0.2)↑1 | 15/15 |
| scdm-CMA-ES Gissler | 1 (0) | 1 (0) | 15 (11) | 0.75 (0.3) | 0.76 (0.2)↑0 | 0.76 (0.2)↑0 | 0.77 (0.2)↑0 | 15/15 |
| sd-CMA-ES Gissler | 1 (0) | 1 (0) | 14 (7) | 0.58 (0.2)↑1 | 0.53 (0.2)↑0 | 0.53 (0.2)↑0 | 0.53 (0.2)↑0 | 15/15 |
| sdm-CMA-ES Gissler | 1 (0) | 1 (0) | 15 (10) | 0.59 (0.3)↑0 | 0.50 (0.3)↑0 | 0.51 (0.3)↑0 | 0.51 (0.3)↑0 | 15/15 |
| Δ fopt f20, 10-D |
1e1 32 |
1e0 15426 |
1e-1 5.5e5 |
1e-2 5.7e5 |
1e-3 5.7e5 |
1e-5 5.8e5 |
1e-7 5.9e5 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 1.7 (0.6) | 1.1 (1) | 13 (13) | 12 (11) | ∞ | ∞ | ∞5e5 | 0/15 |
| DIRECT-REV Kudela | 1.3 (0) | 3.4 (3) | ∞ | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| E-WOA Espinoza | 47 (38) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| I-DBDP-GL Kudela | 16 (6) | 0.42 (0.4)↑0 | 0.93 (1) | 0.91 (1) | 0.93 (0.6) | 1.1 (0.8) | 1.6 (3) | 6/15 |
| WOA Espinoza | 63 (96) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| a-CMA-ES Gissler | 3.0 (2) | 2.3 (0.7) | 0.74 (0.5) | 0.75 (0.5) | 0.75 (0.5) | 0.75 (0.6) | 0.76 (0.6) | 15/15 |
| ad-CMA-ES Gissler | 3.6 (1) | 2.1 (0.8) | 1.7 (2) | 1.7 (2) | 1.7 (2) | 1.7 (2) | 1.7 (2) | 13/15 |
| adm-CMA-ES Gissler | 3.4 (1) | 2.2 (0.8) | 0.52 (0.3)↑0 | 0.52 (0.3)↑0 | 0.53 (0.3)↑0 | 0.53 (0.3)↑0 | 0.53 (0.3)↑0 | 15/15 |
| c-CMA-ES Gissler | 3.3 (2) | 1.4 (1) | 0.83 (0.6) | 0.85 (0.6) | 0.85 (0.6) | 0.86 (0.6) | 0.86 (0.6) | 15/15 |
| cd-CMA-ES Gissler | 3.2 (2) | 1.5 (1) | 2.3 (2) | 2.4 (2) | 2.5 (2) | 2.5 (2) | 2.5 (1) | 12/15 |
| cdm-CMA-ES Gissler | 3.7 (1) | 1.9 (1) | 0.81 (0.6) | 0.82 (0.6) | 0.82 (0.6) | 0.83 (0.6) | 0.83 (0.6) | 15/15 |
| cma-bp-bbob Brockhoff | 3.4 (2) | 2.1 (0.9) | 2.6 (3) | 2.6 (3) | 2.5 (2) | 2.5 (3) | 2.5 (2) | 1/15 |
| cma-bt-bbob Brockhoff | 4.2 (2) | 2.2 (0.9) | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| d-CMA-ES Gissler | 4.1 (1) | 1.9 (1) | 1.6 (0.9) | 1.6 (0.9) | 1.6 (0.9) | 1.7 (0.9) | 1.7 (0.9) | 14/15 |
| default-CMA-ES Gissler | 3.7 (2) | 1.8 (1) | 0.74 (0.4) | 0.76 (0.4) | 0.76 (0.4) | 0.77 (0.4) | 0.77 (0.4) | 15/15 |
| dm-CMA-ES Gissler | 3.8 (1) | 1.6 (1) | 0.68 (0.5) | 0.69 (0.6) | 0.70 (0.6) | 0.70 (0.6) | 0.71 (0.6) | 15/15 |
| m-SDWOA Espinoza | 27 (12) | 11 (8) | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| s-CMA-ES Gissler | 3.6 (2) | 2.6 (1) | 0.70 (0.4) | 0.71 (0.4) | 0.71 (0.4) | 0.72 (0.4) | 0.73 (0.4) | 15/15 |
| sc-CMA-ES Gissler | 3.7 (2) | 1.8 (1) | 0.93 (0.4) | 0.95 (0.4) | 0.95 (0.4) | 0.96 (0.4) | 0.96 (0.4) | 15/15 |
| scd-CMA-ES Gissler | 4.1 (2) | 1.8 (1) | 2.2 (1) | 2.2 (2) | 2.3 (1) | 2.3 (1) | 2.3 (2) | 13/15 |
| scdm-CMA-ES Gissler | 3.7 (2) | 2.4 (1) | 0.97 (0.4) | 0.98 (0.4) | 0.99 (0.4) | 0.99 (0.4) | 1.00 (0.4) | 15/15 |
| sd-CMA-ES Gissler | 3.8 (1) | 2.3 (2) | 1.4 (0.8) | 1.5 (0.9) | 1.5 (0.9) | 1.5 (0.9) | 1.6 (0.9) | 15/15 |
| sdm-CMA-ES Gissler | 3.8 (2) | 2.1 (1) | 0.68 (0.4) | 0.69 (0.4) | 0.69 (0.4) | 0.70 (0.4) | 0.70 (0.4) | 15/15 |
| Δ fopt f21, 10-D |
1e1 130 |
1e0 2236 |
1e-1 4392 |
1e-2 4487 |
1e-3 4618 |
1e-5 5074 |
1e-7 11329 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 2.2 (4) | 1.5 (2) | 1.7 (2) | 2.7 (4) | 3.2 (4) | 37 (50) | ∞5e5 | 0/15 |
| DIRECT-REV Kudela | 1.8 (3) | 2.6 (4) | 2.9 (3) | 2.8 (3) | 2.8 (3) | 2.6 (3) | ∞5e5 | 0/15 |
| E-WOA Espinoza | 25 (17) | 75 (89) | 66 (69) | 67 (67) | 67 (98) | 65 (51) | 64 (101) | 1/15 |
| I-DBDP-GL Kudela | 5.7 (4) | 7.4 (12) | 4.9 (6) | 5.3 (6) | 5.6 (7) | 6.6 (6) | 4.0 (3) | 15/15 |
| WOA Espinoza | 72 (44) | 629 (716) | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| a-CMA-ES Gissler | 6.0 (9) | 33 (16) | 84 (133) | 83 (131) | 81 (206) | 74 (176) | 33 (40) | 10/15 |
| ad-CMA-ES Gissler | 5.0 (2) | 50 (130) | 121 (132) | 119 (130) | 116 (249) | 105 (142) | 47 (75) | 8/15 |
| adm-CMA-ES Gissler | 4.7 (0.8) | 27 (9) | 55 (178) | 54 (75) | 53 (73) | 48 (64) | 22 (42) | 11/15 |
| c-CMA-ES Gissler | 1.6 (0.7) | 32 (46) | 45 (75) | 45 (71) | 43 (74) | 40 (61) | 18 (28) | 12/15 |
| cd-CMA-ES Gissler | 6.6 (11) | 45 (77) | 89 (122) | 87 (74) | 85 (125) | 78 (65) | 35 (53) | 10/15 |
| cdm-CMA-ES Gissler | 3.3 (3) | 29 (25) | 105 (112) | 103 (145) | 100 (149) | 92 (98) | 41 (87) | 9/15 |
| cma-bp-bbob Brockhoff | 6.3 (9) | 20 (46) | 15 (40) | 15 (19) | 15 (21) | 13 (19) | 6.0 (9) | 10/15 |
| cma-bt-bbob Brockhoff | 8.0 (11) | 12 (22) | 15 (18) | 15 (13) | 14 (19) | 13 (13) | 6.0 (7) | 11/15 |
| d-CMA-ES Gissler | 3.1 (2) | 48 (129) | 73 (80) | 72 (68) | 70 (100) | 64 (61) | 29 (40) | 10/15 |
| default-CMA-ES Gissler | 13 (11) | 32 (27) | 114 (75) | 113 (176) | 110 (135) | 101 (139) | 46 (45) | 9/15 |
| dm-CMA-ES Gissler | 6.2 (11) | 29 (15) | 68 (89) | 67 (143) | 65 (96) | 60 (100) | 27 (59) | 11/15 |
| m-SDWOA Espinoza | 15 (8) | 25 (34) | 28 (23) | 27 (45) | 27 (43) | 25 (39) | 11 (16) | 7/15 |
| s-CMA-ES Gissler | 1.7 (0.7) | 28 (26) | 74 (75) | 72 (72) | 70 (190) | 64 (94) | 29 (42) | 10/15 |
| sc-CMA-ES Gissler | 6.4 (12) | 78 (137) | 55 (73) | 54 (107) | 52 (74) | 48 (69) | 22 (28) | 11/15 |
| scd-CMA-ES Gissler | 10 (12) | 40 (73) | 65 (104) | 65 (75) | 63 (65) | 58 (104) | 26 (37) | 11/15 |
| scdm-CMA-ES Gissler | 3.1 (0.8) | 118 (287) | 112 (233) | 110 (200) | 107 (179) | 98 (139) | 44 (75) | 9/15 |
| sd-CMA-ES Gissler | 3.0 (1) | 50 (126) | 162 (195) | 159 (139) | 155 (185) | 142 (151) | 64 (81) | 7/15 |
| sdm-CMA-ES Gissler | 4.8 (11) | 153 (221) | 135 (114) | 132 (151) | 128 (143) | 117 (132) | 52 (74) | 8/15 |
| Δ fopt f22, 10-D |
1e1 98 |
1e0 2839 |
1e-1 6353 |
1e-2 6620 |
1e-3 6798 |
1e-5 8296 |
1e-7 10351 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 3.9 (5) | 1.6 (2) | 7.1 (4) | 18 (22) | 41 (38) | 74 (91) | 197 (314) | 0/15 |
| DIRECT-REV Kudela | 4.3 (6) | 4.5 (9) | 11 (13) | 10 (12) | 10 (12) | 8.4 (10) | 331 (362) | 1/15 |
| E-WOA Espinoza | 319 (867) | 105 (101) | 226 (193) | 226 (223) | ∞ | ∞ | ∞1e5 | 0/15 |
| I-DBDP-GL Kudela | 8.6 (4) | 8.9 (5) | 53 (70) | 52 (54) | 52 (63) | 47 (42) | 45 (33) | 10/15 |
| WOA Espinoza | 295 (531) | 498 (590) | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| a-CMA-ES Gissler | 427 (31) | 139 (156) | 1270 (947) | 1219 (1029) | 1187 (1257) | 973 (943) | 781 (753) | 1/15 |
| ad-CMA-ES Gissler | 36 (33) | 52 (97) | ∞ | ∞ | ∞ | ∞ | ∞6e5 | 0/15 |
| adm-CMA-ES Gissler | 72 (186) | 83 (166) | ∞ | ∞ | ∞ | ∞ | ∞6e5 | 0/15 |
| c-CMA-ES Gissler | 136 (65) | 136 (307) | 1277 (946) | 1226 (1843) | 1194 (1124) | 978 (819) | 784 (1148) | 1/15 |
| cd-CMA-ES Gissler | 22 (41) | 57 (100) | 1258 (953) | 1207 (1123) | 1176 (1913) | 963 (897) | 772 (892) | 1/15 |
| cdm-CMA-ES Gissler | 8.1 (15) | 121 (176) | ∞ | ∞ | ∞ | ∞ | ∞6e5 | 0/15 |
| cma-bp-bbob Brockhoff | 10 (16) | 27 (28) | 222 (229) | 213 (220) | 208 (251) | 170 (151) | 137 (148) | 1/15 |
| cma-bt-bbob Brockhoff | 7.6 (14) | 52 (77) | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| d-CMA-ES Gissler | 53 (67) | 59 (107) | 1257 (1502) | 1207 (2030) | 1175 (1199) | 963 (1152) | 772 (720) | 1/15 |
| default-CMA-ES Gissler | 85 (35) | 99 (120) | ∞ | ∞ | ∞ | ∞ | ∞6e5 | 0/15 |
| dm-CMA-ES Gissler | 65 (39) | 124 (238) | ∞ | ∞ | ∞ | ∞ | ∞6e5 | 0/15 |
| m-SDWOA Espinoza | 94 (19) | 33 (28) | 222 (331) | 214 (227) | 213 (166) | ∞ | ∞1e5 | 0/15 |
| s-CMA-ES Gissler | 73 (115) | 87 (116) | ∞ | ∞ | ∞ | ∞ | ∞6e5 | 0/15 |
| sc-CMA-ES Gissler | 12 (14) | 56 (103) | ∞ | ∞ | ∞ | ∞ | ∞6e5 | 0/15 |
| scd-CMA-ES Gissler | 40 (66) | 144 (202) | ∞ | ∞ | ∞ | ∞ | ∞6e5 | 0/15 |
| scdm-CMA-ES Gissler | 19 (33) | 123 (218) | 1397 (1431) | 1340 (1091) | 1305 (1406) | 1070 (1513) | 857 (689) | 1/15 |
| sd-CMA-ES Gissler | 12 (15) | 104 (201) | 1315 (1037) | 1265 (1563) | 1232 (1567) | 1012 (1287) | 813 (937) | 1/15 |
| sdm-CMA-ES Gissler | 14 (16) | 124 (230) | ∞ | ∞ | ∞ | ∞ | ∞6e5 | 0/15 |
| Δ fopt f23, 10-D |
1e1 3.0 |
1e0 915 |
1e-1 16425 |
1e-2 1.8e5 |
1e-3 2.0e5 |
1e-5 2.1e5 |
1e-7 2.1e5 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 1.2 (1) | 60 (51) | ∞ | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| DIRECT-REV Kudela | 5.1 (8) | 55 (112) | ∞ | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| E-WOA Espinoza | 1.6 (2) | 129 (289) | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| I-DBDP-GL Kudela | 1.2 (1) | 15 (6) | 3.8 (2) | 8.6 (9) | 18 (20) | ∞ | ∞5e5 | 0/15 |
| WOA Espinoza | 1.6 (2) | 91 (121) | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| a-CMA-ES Gissler | 1.2 (1) | 3.6 (4) | 2.0 (2) | 6.7 (14) | 7.8 (10) | 7.6 (12) | 7.5 (13) | 9/15 |
| ad-CMA-ES Gissler | 1.8 (2) | 2.9 (0.8) | 1.3 (0.5) | 5.8 (11) | 5.2 (5) | 5.1 (10) | 5.0 (10) | 10/15 |
| adm-CMA-ES Gissler | 1.6 (1) | 4.6 (6) | 1.9 (1) | 3.5 (6) | 3.2 (6) | 3.1 (5) | 3.1 (5) | 12/15 |
| c-CMA-ES Gissler | 1.4 (2) | 14 (18) | 12 (15) | 15 (24) | 14 (16) | 14 (14) | 13 (13) | 7/15 |
| cd-CMA-ES Gissler | 2.5 (3) | 22 (8) | 33 (64) | 11 (16) | 10 (11) | 10 (13) | 10 (17) | 8/15 |
| cdm-CMA-ES Gissler | 1.4 (1) | 18 (18) | 19 (19) | 8.1 (9) | 7.3 (7) | 7.2 (11) | 7.1 (9) | 10/15 |
| cma-bp-bbob Brockhoff | 2.0 (2) | 13 (18) | 7.7 (9) | 3.9 (4) | 3.5 (4) | 3.4 (3) | 3.4 (4) | 2/15 |
| cma-bt-bbob Brockhoff | 1.5 (1) | 36 (48) | 15 (14) | 7.9 (8) | 7.1 (7) | 6.9 (10) | 6.8 (8) | 1/15 |
| d-CMA-ES Gissler | 2.0 (3) | 26 (18) | 35 (61) | 20 (24) | 18 (19) | 18 (18) | 17 (24) | 6/15 |
| default-CMA-ES Gissler | 1.8 (2) | 14 (15) | 7.1 (11) | 8.2 (7) | 10 (20) | 9.4 (15) | 9.2 (12) | 7/15 |
| dm-CMA-ES Gissler | 1.4 (1) | 20 (21) | 12 (17) | 8.8 (22) | 10 (17) | 10 (15) | 10 (10) | 8/15 |
| m-SDWOA Espinoza | 1.6 (2) | 155 (188) | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| s-CMA-ES Gissler | 2.6 (3) | 13 (9) | 14 (5) | 9.3 (9) | 8.5 (8) | 8.3 (10) | 8.2 (10) | 9/15 |
| sc-CMA-ES Gissler | 1.9 (2) | 16 (18) | 26 (63) | 24 (28) | 22 (35) | 21 (39) | 21 (21) | 5/15 |
| scd-CMA-ES Gissler | 1.8 (2) | 12 (8) | 53 (97) | 153 (180) | 138 (263) | 135 (146) | 132 (148) | 1/15 |
| scdm-CMA-ES Gissler | 3.2 (4) | 16 (11) | 26 (63) | 12 (16) | 13 (25) | 13 (16) | 13 (18) | 7/15 |
| sd-CMA-ES Gissler | 2.8 (2) | 14 (15) | 15 (5) | 72 (73) | 65 (71) | 64 (84) | 62 (68) | 2/15 |
| sdm-CMA-ES Gissler | 1.7 (1) | 16 (16) | 6.5 (7) | 8.7 (10) | 7.9 (9) | 7.8 (9) | 7.6 (7) | 10/15 |
| Δ fopt f24, 10-D |
1e1 98761 |
1e0 1.0e6 |
1e-1 7.5e7 |
1e-2 7.5e7 |
1e-3 7.5e7 |
1e-5 7.5e7 |
1e-7 7.5e7 |
#succ 1/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 71 (87) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| DIRECT-REV Kudela | 35 (28) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| E-WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| I-DBDP-GL Kudela | 6.3 (4) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| a-CMA-ES Gissler | 17 (20) | 3.4 (5) | 0.19 (0.2) | 0.19 (0.2) | 0.19 (0.3) | 0.19 (0.2) | 0.19 (0.2) | 2/15 |
| ad-CMA-ES Gissler | 4.3 (10) | 2.0 (2) | 0.38 (0.5) | 0.38 (0.3) | 0.38 (0.5) | 0.38 (0.4) | 0.38 (0.4) | 1/15 |
| adm-CMA-ES Gissler | 31 (56) | 27 (29) | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| c-CMA-ES Gissler | 19 (27) | 13 (19) | 0.38 (0.4) | 0.38 (0.6) | 0.38 (0.6) | 0.38 (0.7) | 0.38 (0.4) | 1/15 |
| cd-CMA-ES Gissler | 21 (31) | 3.2 (3) | 0.19 (0.2) | 0.19 (0.1) | 0.19 (0.3) | 0.19 (0.2) | 0.19 (0.3) | 2/15 |
| cdm-CMA-ES Gissler | 81 (56) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| cma-bp-bbob Brockhoff | 1.7 (1) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| cma-bt-bbob Brockhoff | 0.80 (1) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| d-CMA-ES Gissler | 6.9 (10) | 1.3 (1) | 0.19 (0.3) | 0.39 (0.6) | 0.39 (0.5) | 0.39 (0.5) | 0.39 (0.7) | 1/15 |
| default-CMA-ES Gissler | 19 (16) | 13 (11) | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| dm-CMA-ES Gissler | 18 (30) | 13 (17) | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| m-SDWOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| s-CMA-ES Gissler | 18 (41) | 13 (13) | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| sc-CMA-ES Gissler | 59 (69) | 13 (11) | 0.39 (0.4) | 0.39 (0.3) | 0.39 (0.5) | 0.39 (0.4) | 0.39 (0.5) | 1/15 |
| scd-CMA-ES Gissler | 6.1 (11) | 3.1 (4) | 0.38 (0.5) | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| scdm-CMA-ES Gissler | 56 (101) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| sd-CMA-ES Gissler | 5.0 (10) | 1.7 (3) | 0.19 (0.2) | 0.19 (0.2) | 0.19 (0.2) | 0.19 (0.2) | 0.19 (0.2) | 2/15 |
| sdm-CMA-ES Gissler | 41 (56) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
Previous dimension | Dimension = 20 | Next dimension
| Δ fopt f1, 20-D |
1e1 43 |
1e0 43 |
1e-1 43 |
1e-2 43 |
1e-3 43 |
1e-5 43 |
1e-7 43 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 2.8 (0.4) | 2.8 (0.3) | 2.8 (0.3) | 2.8 (0.3) | 5.5 (0.5) | 6.4 (0.9) | 6.7 (1) | 15/15 |
| DIRECT-REV Kudela | 2.4 (0.3)★2 | 2.6 (0.1)★3 | 2.6 (0.1)★3 | 2.6 (0.1)★3 | 3.0 (0.1)★4 | 6.0 (0.1)★ | 6.0 (0.1)★3 | 15/15 |
| E-WOA Espinoza | 153 (42) | 460 (94) | 970 (294) | 1737 (548) | 2517 (674) | 2.3e4 (2e4) | ∞2e5 | 0/15 |
| I-DBDP-GL Kudela | 73 (30) | 283 (72) | 811 (468) | 1515 (784) | 2390 (970) | 4464 (1123) | 7132 (1221) | 15/15 |
| WOA Espinoza | 1873 (3656) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| a-CMA-ES Gissler | 5.6 (0.8) | 11 (0.8) | 17 (1) | 22 (1) | 28 (1) | 40 (1) | 51 (2) | 15/15 |
| ad-CMA-ES Gissler | 6.2 (1) | 13 (1) | 19 (2) | 25 (2) | 32 (2) | 44 (2) | 57 (2) | 15/15 |
| adm-CMA-ES Gissler | 6.3 (1.0) | 13 (0.9) | 18 (1) | 25 (2) | 31 (1) | 44 (2) | 57 (2) | 15/15 |
| c-CMA-ES Gissler | 6.6 (1) | 13 (1) | 19 (2) | 26 (1) | 33 (2) | 45 (2) | 59 (3) | 15/15 |
| cd-CMA-ES Gissler | 6.9 (1) | 14 (2) | 21 (2) | 28 (2) | 36 (2) | 50 (2) | 65 (2) | 15/15 |
| cdm-CMA-ES Gissler | 7.2 (1) | 14 (2) | 21 (2) | 28 (2) | 36 (3) | 50 (2) | 65 (3) | 15/15 |
| cma-bp-bbob Brockhoff | 6.5 (1) | 13 (1) | 19 (1) | 25 (1) | 32 (1) | 45 (3) | 57 (4) | 15/15 |
| cma-bt-bbob Brockhoff | 8.0 (2) | 15 (3) | 21 (3) | 28 (3) | 34 (3) | 47 (4) | 60 (4) | 15/15 |
| d-CMA-ES Gissler | 6.8 (1) | 14 (1) | 21 (2) | 28 (2) | 35 (2) | 49 (3) | 63 (3) | 15/15 |
| default-CMA-ES Gissler | 6.8 (1.0) | 13 (1) | 19 (1) | 25 (2) | 32 (2) | 45 (2) | 57 (3) | 15/15 |
| dm-CMA-ES Gissler | 6.3 (1) | 14 (1) | 21 (2) | 28 (2) | 35 (2) | 49 (3) | 63 (3) | 15/15 |
| m-SDWOA Espinoza | 67 (21) | 152 (41) | 239 (49) | 337 (82) | 452 (92) | 729 (205) | 1198 (276) | 14/15 |
| s-CMA-ES Gissler | 6.8 (2) | 13 (2) | 20 (2) | 27 (4) | 34 (4) | 49 (4) | 63 (6) | 15/15 |
| sc-CMA-ES Gissler | 7.4 (3) | 14 (3) | 20 (4) | 27 (6) | 35 (5) | 49 (4) | 64 (6) | 15/15 |
| scd-CMA-ES Gissler | 6.9 (2) | 15 (5) | 22 (6) | 30 (5) | 38 (6) | 53 (7) | 69 (7) | 15/15 |
| scdm-CMA-ES Gissler | 6.8 (1) | 15 (3) | 21 (3) | 30 (3) | 37 (4) | 52 (5) | 67 (4) | 15/15 |
| sd-CMA-ES Gissler | 6.7 (2) | 14 (2) | 21 (3) | 28 (4) | 35 (4) | 50 (3) | 65 (6) | 15/15 |
| sdm-CMA-ES Gissler | 6.3 (2) | 14 (4) | 21 (6) | 28 (5) | 36 (6) | 50 (6) | 66 (8) | 15/15 |
| Δ fopt f2, 20-D |
1e1 385 |
1e0 386 |
1e-1 387 |
1e-2 388 |
1e-3 390 |
1e-5 391 |
1e-7 393 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 2.7 (1) | 3.4 (0.9) | 4.1 (1) | 4.6 (1) | 5.2 (1) | 645 (1279) | 932 (1909) | 10/15 |
| DIRECT-REV Kudela | 189 (3) | 189 (2) | 402 (1292) | 402 (1289) | 400 (1283) | 1285 (1919) | 5096 (7634) | 4/15 |
| E-WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| I-DBDP-GL Kudela | 2134 (1834) | 6834 (6365) | 1.9e4 (2e4) | 3.8e4 (5e4) | ∞ | ∞ | ∞1e6 | 0/15 |
| WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| a-CMA-ES Gissler | 21 (3) | 26 (3) | 29 (2) | 31 (2) | 32 (1) | 33 (1) | 35 (1) | 15/15 |
| ad-CMA-ES Gissler | 20 (3) | 26 (4) | 29 (3) | 31 (2) | 32 (2) | 33 (2) | 35 (2) | 15/15 |
| adm-CMA-ES Gissler | 23 (4) | 27 (3) | 29 (3) | 31 (2) | 32 (2) | 33 (2) | 34 (2) | 15/15 |
| c-CMA-ES Gissler | 29 (6) | 34 (7) | 37 (6) | 39 (5) | 41 (4) | 43 (4) | 44 (3) | 15/15 |
| cd-CMA-ES Gissler | 30 (4) | 35 (5) | 38 (3) | 40 (2) | 42 (2) | 44 (2) | 45 (2) | 15/15 |
| cdm-CMA-ES Gissler | 27 (4) | 32 (5) | 35 (4) | 38 (3) | 40 (4) | 42 (4) | 44 (2) | 15/15 |
| cma-bp-bbob Brockhoff | 20 (4) | 25 (3) | 28 (3) | 30 (2) | 31 (2) | 33 (1) | 34 (2) | 15/15 |
| cma-bt-bbob Brockhoff | 22 (1) | 26 (3) | 29 (3) | 30 (2) | 31 (2) | 32 (2) | 34 (2) | 15/15 |
| d-CMA-ES Gissler | 22 (3) | 26 (3) | 28 (2) | 29 (2) | 31 (2) | 32 (2) | 34 (2) | 15/15 |
| default-CMA-ES Gissler | 21 (3) | 25 (3) | 28 (3) | 30 (3) | 31 (2) | 32 (2) | 34 (2) | 15/15 |
| dm-CMA-ES Gissler | 22 (1) | 26 (2) | 29 (2) | 30 (2) | 32 (0.9) | 33 (0.8) | 35 (0.9) | 15/15 |
| m-SDWOA Espinoza | 44 (11) | 93 (13) | 104 (13) | 114 (13) | 124 (13) | 143 (17) | 162 (19) | 14/15 |
| s-CMA-ES Gissler | 26 (5) | 32 (5) | 35 (3) | 37 (3) | 37 (3) | 39 (2) | 41 (2) | 15/15 |
| sc-CMA-ES Gissler | 35 (7) | 41 (7) | 45 (7) | 48 (5) | 50 (4) | 52 (4) | 54 (4) | 15/15 |
| scd-CMA-ES Gissler | 32 (5) | 39 (6) | 44 (4) | 47 (4) | 49 (3) | 51 (4) | 52 (4) | 15/15 |
| scdm-CMA-ES Gissler | 34 (6) | 40 (5) | 44 (5) | 46 (4) | 48 (4) | 51 (4) | 52 (4) | 15/15 |
| sd-CMA-ES Gissler | 23 (7) | 30 (4) | 34 (4) | 36 (2) | 38 (3) | 40 (3) | 41 (3) | 15/15 |
| sdm-CMA-ES Gissler | 28 (6) | 33 (5) | 36 (4) | 37 (3) | 38 (3) | 39 (3) | 41 (3) | 15/15 |
| Δ fopt f3, 20-D |
1e1 5066 |
1e0 7626 |
1e-1 7635 |
1e-2 7637 |
1e-3 7643 |
1e-5 7646 |
1e-7 7651 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| DIRECT-REV Kudela | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| E-WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| I-DBDP-GL Kudela | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| a-CMA-ES Gissler | 7.5 (5) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞3e6 | 0/15 |
| ad-CMA-ES Gissler | 8.1 (6) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| adm-CMA-ES Gissler | 7.5 (5) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞3e6 | 0/15 |
| c-CMA-ES Gissler | 12 (8) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞3e6 | 0/15 |
| cd-CMA-ES Gissler | 16 (17) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| cdm-CMA-ES Gissler | 12 (8) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞7e5 | 0/15 |
| cma-bp-bbob Brockhoff | 21 (22) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| cma-bt-bbob Brockhoff | 25 (36) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| d-CMA-ES Gissler | 15 (10) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| default-CMA-ES Gissler | 7.9 (8) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞3e6 | 0/15 |
| dm-CMA-ES Gissler | 14 (8) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞7e5 | 0/15 |
| m-SDWOA Espinoza | 110 (141) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| s-CMA-ES Gissler | 17 (28) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞3e6 | 0/15 |
| sc-CMA-ES Gissler | 10 (3) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞3e6 | 0/15 |
| scd-CMA-ES Gissler | 14 (9) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| scdm-CMA-ES Gissler | 11 (6) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞8e5 | 0/15 |
| sd-CMA-ES Gissler | 10 (4) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| sdm-CMA-ES Gissler | 12 (8) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞8e5 | 0/15 |
| Δ fopt f4, 20-D |
1e1 4722 |
1e0 7628 |
1e-1 7666 |
1e-2 7686 |
1e-3 7700 |
1e-5 7758 |
1e-7 1.4e5 |
#succ 9/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| DIRECT-REV Kudela | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| E-WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| I-DBDP-GL Kudela | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| a-CMA-ES Gissler | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞3e6 | 0/15 |
| ad-CMA-ES Gissler | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| adm-CMA-ES Gissler | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞3e6 | 0/15 |
| c-CMA-ES Gissler | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| cd-CMA-ES Gissler | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| cdm-CMA-ES Gissler | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞3e6 | 0/15 |
| cma-bp-bbob Brockhoff | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| cma-bt-bbob Brockhoff | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| d-CMA-ES Gissler | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| default-CMA-ES Gissler | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| dm-CMA-ES Gissler | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞3e6 | 0/15 |
| m-SDWOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| s-CMA-ES Gissler | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| sc-CMA-ES Gissler | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| scd-CMA-ES Gissler | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| scdm-CMA-ES Gissler | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞3e6 | 0/15 |
| sd-CMA-ES Gissler | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| sdm-CMA-ES Gissler | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞3e6 | 0/15 |
| Δ fopt f5, 20-D |
1e1 41 |
1e0 41 |
1e-1 41 |
1e-2 41 |
1e-3 41 |
1e-5 41 |
1e-7 41 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 24 (3) | 32 (3) | 36 (2) | 36 (2) | 37 (2) | 37 (2) | ∞1e6 | 0/15 |
| DIRECT-REV Kudela | 26 (0) | 36 (0) | 39 (0) | 39 (0) | 39 (0) | 40 (0) | ∞1e6 | 0/15 |
| E-WOA Espinoza | 814 (1131) | 1003 (1160) | 1005 (1161) | 1006 (1161) | 1006 (1161) | 1006 (1161) | 1006 (1161) | 15/15 |
| I-DBDP-GL Kudela | 502 (24) | 1342 (25) | 2539 (22) | 4332 (101) | 6473 (56) | 1.2e4 (164) | 1.9e4 (71) | 15/15 |
| WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| a-CMA-ES Gissler | 4.7 (1) | 5.5 (1) | 5.6 (1) | 5.6 (1) | 5.6 (1) | 5.6 (1) | 5.6 (1) | 15/15 |
| ad-CMA-ES Gissler | 4.9 (1) | 6.0 (0.9) | 6.1 (0.9) | 6.1 (0.9) | 6.1 (0.9) | 6.1 (0.9) | 6.1 (0.9) | 15/15 |
| adm-CMA-ES Gissler | 5.3 (2) | 6.0 (1) | 6.3 (1) | 6.3 (1) | 6.3 (1) | 6.3 (1) | 6.3 (1) | 15/15 |
| c-CMA-ES Gissler | 5.3 (1) | 6.5 (1) | 6.7 (1) | 6.7 (1) | 6.7 (1) | 6.7 (1) | 6.7 (1) | 15/15 |
| cd-CMA-ES Gissler | 5.6 (1) | 6.7 (2) | 7.0 (1) | 7.0 (1) | 7.0 (1) | 7.0 (1) | 7.0 (1) | 15/15 |
| cdm-CMA-ES Gissler | 5.4 (0.9) | 6.5 (1) | 6.6 (1) | 6.7 (1) | 6.7 (1) | 6.7 (1) | 6.7 (1) | 15/15 |
| cma-bp-bbob Brockhoff | 30 (24) | 51 (33) | 56 (35) | 57 (35) | 57 (35) | 57 (35) | 57 (35) | 15/15 |
| cma-bt-bbob Brockhoff | 22 (3) | 33 (8) | 41 (8) | 48 (8) | 55 (8) | 69 (9) | 83 (7) | 15/15 |
| d-CMA-ES Gissler | 5.1 (1) | 5.9 (0.9) | 6.0 (0.9) | 6.0 (1.0) | 6.0 (1.0) | 6.0 (1.0) | 6.0 (1.0) | 15/15 |
| default-CMA-ES Gissler | 4.9 (1) | 5.6 (2) | 5.8 (1) | 5.8 (1) | 5.8 (1) | 5.8 (1) | 5.8 (1) | 15/15 |
| dm-CMA-ES Gissler | 5.4 (1) | 6.1 (1) | 6.4 (1) | 6.4 (1) | 6.4 (1) | 6.4 (1) | 6.4 (1) | 15/15 |
| m-SDWOA Espinoza | 275 (33) | 483 (32) | 680 (36) | 878 (34) | 1082 (53) | 1505 (52) | 1924 (54) | 15/15 |
| s-CMA-ES Gissler | 5.4 (2) | 6.3 (2) | 6.6 (2) | 6.6 (2) | 6.6 (2) | 6.6 (2) | 6.6 (2) | 15/15 |
| sc-CMA-ES Gissler | 4.7 (1) | 5.6 (1) | 5.8 (1) | 5.8 (1) | 5.8 (1) | 5.8 (1) | 5.8 (1) | 15/15 |
| scd-CMA-ES Gissler | 5.0 (1) | 6.3 (2) | 6.5 (1) | 6.5 (1) | 6.5 (1) | 6.5 (1) | 6.5 (1) | 15/15 |
| scdm-CMA-ES Gissler | 5.1 (0.8) | 6.5 (0.9) | 6.6 (1.0) | 6.6 (0.9) | 6.6 (0.9) | 6.6 (0.9) | 6.6 (0.9) | 15/15 |
| sd-CMA-ES Gissler | 5.6 (1) | 6.5 (1) | 6.6 (1) | 6.6 (1) | 6.6 (1) | 6.6 (1) | 6.6 (1) | 15/15 |
| sdm-CMA-ES Gissler | 4.9 (2) | 5.9 (2) | 6.0 (2) | 6.0 (2) | 6.0 (2) | 6.0 (2) | 6.0 (2) | 15/15 |
| Δ fopt f6, 20-D |
1e1 1296 |
1e0 2343 |
1e-1 3413 |
1e-2 4255 |
1e-3 5220 |
1e-5 6728 |
1e-7 8409 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 1.2 (0.4) | 108 (214) | 4103 (4615) | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| DIRECT-REV Kudela | 18 (0.7) | 228 (214) | 4199 (3003) | 3368 (3408) | 2745 (1964) | ∞ | ∞1e6 | 0/15 |
| E-WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| I-DBDP-GL Kudela | 205 (187) | 327 (290) | 679 (550) | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| a-CMA-ES Gissler | 1.3 (0.3) | 1.1 (0.2) | 1.0 (0.2) | 1.0 (0.2) | 1.1 (0.1) | 1.1 (0.2) | 1.1 (0.2) | 15/15 |
| ad-CMA-ES Gissler | 1.3 (0.2) | 1.0 (0.2) | 0.95 (0.1) | 0.97 (0.2) | 0.97 (0.2) | 1.0 (0.2) | 1.1 (0.2) | 15/15 |
| adm-CMA-ES Gissler | 1.2 (0.2) | 1.0 (0.1) | 0.95 (0.1) | 0.95 (0.1) | 0.95 (0.1) | 0.98 (0.1) | 1.0 (0.1) | 15/15 |
| c-CMA-ES Gissler | 1.7 (0.2) | 1.3 (0.1) | 1.2 (0.1) | 1.1 (0.1) | 1.1 (0.1) | 1.1 (0.1) | 1.1 (0.1) | 15/15 |
| cd-CMA-ES Gissler | 1.5 (0.2) | 1.2 (0.1) | 1.1 (0.1) | 1.1 (0.1) | 1.1 (0.1) | 1.1 (0.1) | 1.1 (0.1) | 15/15 |
| cdm-CMA-ES Gissler | 1.5 (0.2) | 1.3 (0.1) | 1.1 (0.1) | 1.1 (0.1) | 1.1 (0.1) | 1.1 (0.1) | 1.1 (0.1) | 15/15 |
| cma-bp-bbob Brockhoff | 1.5 (0.8) | 1.2 (0.6) | 1.1 (0.5) | 1.1 (0.4) | 1.1 (0.3) | 1.1 (0.3) | 1.1 (0.3) | 15/15 |
| cma-bt-bbob Brockhoff | 1.5 (0.4) | 1.2 (0.2) | 1.1 (0.1) | 1.1 (0.1) | 1.1 (0.1) | 1.1 (0.1) | 1.1 (0.1) | 15/15 |
| d-CMA-ES Gissler | 1.4 (0.2) | 1.2 (0.2) | 1.1 (0.1) | 1.1 (0.1) | 1.0 (0.1) | 1.1 (0.1) | 1.1 (0.1) | 15/15 |
| default-CMA-ES Gissler | 1.4 (0.2) | 1.2 (0.1) | 1.0 (0.1) | 1.0 (0.1) | 1.0 (0.1) | 1.0 (0.1) | 1.1 (0.1) | 15/15 |
| dm-CMA-ES Gissler | 1.5 (0.2) | 1.2 (0.2) | 1.1 (0.1) | 1.1 (0.1) | 1.0 (0.1) | 1.1 (0.1) | 1.1 (0.1) | 15/15 |
| m-SDWOA Espinoza | 16 (5) | 19 (10) | 21 (12) | 23 (11) | 28 (20) | 42 (37) | 87 (54) | 1/15 |
| s-CMA-ES Gissler | 1.3 (0.4) | 1.1 (0.3) | 1.00 (0.2) | 1.0 (0.2) | 1.0 (0.2) | 1.1 (0.2) | 1.1 (0.3) | 15/15 |
| sc-CMA-ES Gissler | 1.5 (0.3) | 1.2 (0.2) | 1.1 (0.2) | 1.1 (0.2) | 1.1 (0.2) | 1.1 (0.2) | 1.1 (0.1) | 15/15 |
| scd-CMA-ES Gissler | 1.4 (0.2) | 1.2 (0.1) | 1.1 (0.1) | 1.1 (0.1) | 1.1 (0.1) | 1.1 (0.1) | 1.1 (0.1) | 15/15 |
| scdm-CMA-ES Gissler | 1.4 (0.2) | 1.2 (0.2) | 1.1 (0.2) | 1.1 (0.2) | 1.1 (0.2) | 1.1 (0.2) | 1.1 (0.1) | 15/15 |
| sd-CMA-ES Gissler | 1.5 (0.4) | 1.1 (0.2) | 1.1 (0.2) | 1.1 (0.2) | 1.1 (0.2) | 1.2 (0.2) | 1.2 (0.3) | 15/15 |
| sdm-CMA-ES Gissler | 1.5 (0.3) | 1.2 (0.2) | 1.1 (0.1) | 1.1 (0.2) | 1.1 (0.2) | 1.1 (0.2) | 1.2 (0.2) | 15/15 |
| Δ fopt f7, 20-D |
1e1 1351 |
1e0 4274 |
1e-1 9503 |
1e-2 16523 |
1e-3 16524 |
1e-5 16524 |
1e-7 16969 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 24 (27) | 1723 (1695) | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| DIRECT-REV Kudela | 29 (19) | 1060 (1631) | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| E-WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| I-DBDP-GL Kudela | 22 (11) | 191 (160) | 758 (990) | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| a-CMA-ES Gissler | 1.3 (1.0) | 2.5 (1) | 1.5 (0.5) | 0.98 (0.3) | 0.98 (0.3) | 0.98 (0.3) | 0.97 (0.3) | 15/15 |
| ad-CMA-ES Gissler | 0.67 (0.1)↑0 | 2.5 (2) | 1.8 (0.6) | 1.2 (0.4) | 1.2 (0.4) | 1.2 (0.4) | 1.1 (0.4) | 15/15 |
| adm-CMA-ES Gissler | 1.2 (1) | 2.3 (2) | 1.9 (0.7) | 1.2 (0.4) | 1.2 (0.4) | 1.2 (0.4) | 1.2 (0.4) | 15/15 |
| c-CMA-ES Gissler | 0.75 (0.2)↑1 | 2.3 (0.9) | 1.7 (0.7) | 1.1 (0.4) | 1.1 (0.4) | 1.1 (0.4) | 1.0 (0.4) | 15/15 |
| cd-CMA-ES Gissler | 0.75 (0.2)↑1 | 2.3 (0.7) | 1.8 (0.7) | 1.1 (0.4) | 1.1 (0.4) | 1.1 (0.4) | 1.1 (0.4) | 15/15 |
| cdm-CMA-ES Gissler | 0.98 (0.4) | 2.4 (0.7) | 1.5 (0.7) | 0.95 (0.4) | 0.95 (0.4) | 0.95 (0.4) | 0.93 (0.4) | 15/15 |
| cma-bp-bbob Brockhoff | 0.72 (0.2)↑1 | 2.8 (2) | 1.6 (0.6) | 1.0 (0.4) | 1.0 (0.4) | 1.0 (0.4) | 1.0 (0.4) | 15/15 |
| cma-bt-bbob Brockhoff | 1.1 (0.4) | 4.6 (3) | 3.2 (2) | 2.0 (1) | 2.0 (1) | 2.0 (1) | 1.9 (1) | 15/15 |
| d-CMA-ES Gissler | 1.0 (1.0) | 3.2 (2) | 1.9 (0.6) | 1.2 (0.4) | 1.2 (0.4) | 1.2 (0.4) | 1.2 (0.4) | 15/15 |
| default-CMA-ES Gissler | 1.0 (1) | 2.5 (2) | 1.6 (0.6) | 0.98 (0.3) | 0.98 (0.3) | 0.98 (0.3) | 0.97 (0.3) | 15/15 |
| dm-CMA-ES Gissler | 0.76 (0.2)↑1 | 2.3 (0.8) | 1.8 (0.6) | 1.2 (0.4) | 1.2 (0.4) | 1.2 (0.4) | 1.1 (0.4) | 15/15 |
| m-SDWOA Espinoza | 6.1 (2) | 135 (152) | 140 (126) | 174 (191) | ∞ | ∞ | ∞2e5 | 0/15 |
| s-CMA-ES Gissler | 1.0 (1) | 2.5 (0.4) | 1.5 (0.6) | 1.0 (0.4) | 1.0 (0.4) | 1.0 (0.4) | 1.00 (0.4) | 15/15 |
| sc-CMA-ES Gissler | 1.2 (1) | 2.4 (2) | 2.1 (1) | 1.3 (0.8) | 1.3 (0.8) | 1.3 (0.8) | 1.3 (0.8) | 15/15 |
| scd-CMA-ES Gissler | 0.93 (0.3) | 3.1 (1) | 2.2 (0.6) | 1.4 (0.4) | 1.4 (0.4) | 1.4 (0.4) | 1.4 (0.4) | 15/15 |
| scdm-CMA-ES Gissler | 0.95 (0.2) | 2.9 (2) | 1.7 (0.6) | 1.1 (0.4) | 1.1 (0.4) | 1.1 (0.4) | 1.1 (0.4) | 15/15 |
| sd-CMA-ES Gissler | 0.86 (0.2) | 2.6 (2) | 2.0 (0.7) | 1.2 (0.4) | 1.2 (0.4) | 1.2 (0.4) | 1.2 (0.4) | 15/15 |
| sdm-CMA-ES Gissler | 1.1 (1) | 3.0 (2) | 1.9 (0.6) | 1.2 (0.4) | 1.2 (0.4) | 1.2 (0.4) | 1.2 (0.4) | 15/15 |
| Δ fopt f8, 20-D |
1e1 2039 |
1e0 3871 |
1e-1 4040 |
1e-2 4148 |
1e-3 4219 |
1e-5 4371 |
1e-7 4484 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 0.63 (0.2)↑0 | 19 (0.2) | 18 (0.2) | 18 (0.2) | 17 (0.2) | 36 (114) | 35 (112) | 13/15 |
| DIRECT-REV Kudela | 0.66 (0.1)↑0 | 65 (129) | 62 (124) | 61 (121) | 60 (119) | 58 (114) | 56 (112) | 12/15 |
| E-WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| I-DBDP-GL Kudela | 452 (276) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| a-CMA-ES Gissler | 3.3 (1.0) | 3.6 (1.0) | 3.8 (1.0) | 3.9 (0.9) | 3.9 (0.9) | 3.9 (0.9) | 4.0 (0.8) | 15/15 |
| ad-CMA-ES Gissler | 3.5 (1) | 4.4 (3) | 4.6 (3) | 4.7 (3) | 4.7 (3) | 4.7 (3) | 4.7 (3) | 15/15 |
| adm-CMA-ES Gissler | 3.4 (1) | 3.8 (3) | 4.0 (3) | 4.1 (3) | 4.1 (3) | 4.1 (3) | 4.2 (3) | 15/15 |
| c-CMA-ES Gissler | 5.0 (0.8) | 5.4 (0.6) | 6.1 (0.7) | 6.5 (0.7) | 6.6 (0.7) | 6.7 (0.8) | 6.8 (0.7) | 15/15 |
| cd-CMA-ES Gissler | 5.2 (0.9) | 6.1 (4) | 6.7 (4) | 7.1 (4) | 7.2 (4) | 7.3 (4) | 7.3 (4) | 15/15 |
| cdm-CMA-ES Gissler | 5.3 (1) | 6.2 (4) | 6.8 (4) | 7.1 (4) | 7.3 (4) | 7.4 (4) | 7.4 (4) | 15/15 |
| cma-bp-bbob Brockhoff | 3.4 (1.0) | 3.4 (0.5) | 3.6 (0.5) | 3.7 (0.5) | 3.7 (0.5) | 3.8 (0.4) | 3.8 (0.5) | 15/15 |
| cma-bt-bbob Brockhoff | 3.4 (0.8) | 3.6 (0.6) | 3.8 (0.5) | 3.9 (0.5) | 4.0 (0.5) | 4.0 (0.5) | 4.0 (0.5) | 15/15 |
| d-CMA-ES Gissler | 3.6 (0.9) | 3.9 (2) | 4.1 (2) | 4.2 (2) | 4.3 (2) | 4.3 (2) | 4.3 (2) | 15/15 |
| default-CMA-ES Gissler | 3.3 (0.9) | 4.3 (3) | 4.5 (3) | 4.5 (3) | 4.6 (3) | 4.6 (3) | 4.7 (3) | 15/15 |
| dm-CMA-ES Gissler | 3.5 (0.8) | 4.8 (3) | 5.0 (3) | 5.1 (3) | 5.1 (3) | 5.2 (3) | 5.2 (3) | 15/15 |
| m-SDWOA Espinoza | 429 (343) | 370 (485) | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| s-CMA-ES Gissler | 3.5 (0.8) | 4.1 (0.5) | 4.3 (0.5) | 4.4 (0.5) | 4.4 (0.5) | 4.4 (0.5) | 4.5 (0.5) | 15/15 |
| sc-CMA-ES Gissler | 5.9 (2) | 6.6 (4) | 7.1 (4) | 7.3 (4) | 7.5 (4) | 7.5 (4) | 7.4 (4) | 15/15 |
| scd-CMA-ES Gissler | 5.8 (2) | 7.4 (4) | 7.8 (4) | 8.1 (4) | 8.2 (4) | 8.2 (4) | 8.1 (3) | 15/15 |
| scdm-CMA-ES Gissler | 5.8 (2) | 7.2 (5) | 7.7 (4) | 8.0 (4) | 8.1 (4) | 8.0 (4) | 8.0 (4) | 15/15 |
| sd-CMA-ES Gissler | 3.8 (1.0) | 4.6 (3) | 4.8 (2) | 4.9 (2) | 4.9 (2) | 4.9 (2) | 5.0 (2) | 15/15 |
| sdm-CMA-ES Gissler | 3.4 (0.6) | 3.6 (0.3) | 3.9 (0.3) | 4.0 (0.3) | 4.0 (0.3) | 4.0 (0.2) | 4.1 (0.3) | 15/15 |
| Δ fopt f9, 20-D |
1e1 1716 |
1e0 3102 |
1e-1 3277 |
1e-2 3379 |
1e-3 3455 |
1e-5 3594 |
1e-7 3727 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 0.71 (0.2)↑0 | 0.64 (0.1)↑0 | 0.66 (0.1)↑0 | 0.67 (0.1)↑0 | 0.67 (0.1)↑0 | 0.66 (0.1)↑0 | 0.65 (0.1)↑0 | 15/15 |
| DIRECT-REV Kudela | 0.86 (0.2) | 0.67 (0.2)↑0 | 0.69 (0.1)↑0 | 0.70 (0.1)↑0 | 0.70 (0.1)↑0 | 0.68 (0.1)↑0 | 0.67 (0.1)↑0 | 15/15 |
| E-WOA Espinoza | 1699 (1515) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| I-DBDP-GL Kudela | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| a-CMA-ES Gissler | 3.9 (1.0) | 4.1 (0.5) | 4.3 (0.5) | 4.4 (0.5) | 4.4 (0.5) | 4.5 (0.5) | 4.4 (0.5) | 15/15 |
| ad-CMA-ES Gissler | 3.9 (1) | 4.5 (0.7) | 4.7 (0.6) | 4.8 (0.6) | 4.8 (0.6) | 4.8 (0.6) | 4.8 (0.6) | 15/15 |
| adm-CMA-ES Gissler | 3.9 (1) | 4.5 (0.8) | 4.8 (0.8) | 4.8 (0.7) | 4.8 (0.7) | 4.8 (0.7) | 4.8 (0.7) | 15/15 |
| c-CMA-ES Gissler | 5.8 (1) | 6.8 (0.5) | 7.5 (0.4) | 7.8 (0.4) | 8.0 (0.4) | 8.1 (0.4) | 8.0 (0.4) | 15/15 |
| cd-CMA-ES Gissler | 5.8 (1) | 7.7 (5) | 8.3 (5) | 8.7 (4) | 8.8 (4) | 8.9 (4) | 8.8 (4) | 15/15 |
| cdm-CMA-ES Gissler | 5.5 (1) | 6.0 (0.8) | 6.8 (0.9) | 7.2 (0.9) | 7.4 (1.0) | 7.4 (1.0) | 7.4 (0.9) | 15/15 |
| cma-bp-bbob Brockhoff | 3.8 (0.9) | 5.3 (4) | 5.6 (3) | 5.6 (3) | 5.7 (3) | 5.6 (3) | 5.6 (3) | 15/15 |
| cma-bt-bbob Brockhoff | 3.9 (0.8) | 4.0 (0.4) | 4.3 (0.4) | 4.4 (0.4) | 4.4 (0.4) | 4.4 (0.4) | 4.4 (0.4) | 15/15 |
| d-CMA-ES Gissler | 3.8 (0.7) | 4.4 (0.4) | 4.7 (0.4) | 4.7 (0.4) | 4.8 (0.4) | 4.8 (0.4) | 4.8 (0.3) | 15/15 |
| default-CMA-ES Gissler | 3.8 (0.9) | 5.3 (4) | 5.6 (4) | 5.6 (3) | 5.7 (3) | 5.6 (3) | 5.6 (3) | 15/15 |
| dm-CMA-ES Gissler | 3.7 (0.5) | 4.0 (0.3) | 4.3 (0.3) | 4.4 (0.3) | 4.4 (0.3) | 4.5 (0.3) | 4.5 (0.3) | 15/15 |
| m-SDWOA Espinoza | 1637 (2215) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| s-CMA-ES Gissler | 4.3 (1) | 5.6 (4) | 5.8 (4) | 5.9 (4) | 5.9 (4) | 5.8 (4) | 5.8 (4) | 15/15 |
| sc-CMA-ES Gissler | 6.8 (1) | 7.9 (0.8) | 8.4 (0.8) | 8.7 (0.8) | 8.8 (0.8) | 8.7 (0.7) | 8.6 (0.7) | 15/15 |
| scd-CMA-ES Gissler | 6.0 (2) | 8.0 (5) | 8.6 (5) | 8.9 (5) | 9.0 (5) | 8.9 (5) | 8.8 (4) | 15/15 |
| scdm-CMA-ES Gissler | 6.4 (1) | 7.6 (0.6) | 8.3 (0.6) | 8.6 (0.5) | 8.7 (0.5) | 8.6 (0.5) | 8.5 (0.5) | 15/15 |
| sd-CMA-ES Gissler | 4.3 (1) | 4.7 (0.8) | 4.9 (0.7) | 5.0 (0.7) | 5.0 (0.7) | 5.0 (0.7) | 5.0 (0.7) | 15/15 |
| sdm-CMA-ES Gissler | 4.3 (0.7) | 4.8 (0.4) | 5.1 (0.3) | 5.1 (0.3) | 5.1 (0.3) | 5.1 (0.3) | 5.1 (0.3) | 15/15 |
| Δ fopt f10, 20-D |
1e1 7413 |
1e0 8661 |
1e-1 10735 |
1e-2 13641 |
1e-3 14920 |
1e-5 17073 |
1e-7 17476 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 10 (3) | 8.7 (2) | 7.1 (2) | 12 (37) | 11 (34) | 162 (220) | ∞1e6 | 0/15 |
| DIRECT-REV Kudela | 0.15 (0.1)↑0 | 18 (58) | 14 (47) | 11 (37) | 10 (34) | 234 (308) | ∞1e6 | 0/15 |
| E-WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| I-DBDP-GL Kudela | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| a-CMA-ES Gissler | 1.1 (0.1) | 1.1 (0.2) | 1.1 (0.1) | 0.88 (0.1)↑0 | 0.83 (0.0)↑0 | 0.76 (0.0)↑0 | 0.77 (0.0)↑0 | 15/15 |
| ad-CMA-ES Gissler | 1.1 (0.1) | 1.1 (0.1) | 1.0 (0.1) | 0.87 (0.0)↑0 | 0.83 (0.0)↑0 | 0.77 (0.0)↑0 | 0.78 (0.0)↑0 | 15/15 |
| adm-CMA-ES Gissler | 1.1 (0.2) | 1.2 (0.2) | 1.1 (0.1) | 0.88 (0.1)↑0 | 0.83 (0.0)↑0 | 0.77 (0.0)↑0 | 0.78 (0.0)↑0 | 15/15 |
| c-CMA-ES Gissler | 1.5 (0.2) | 1.5 (0.1) | 1.3 (0.1) | 1.1 (0.1) | 1.1 (0.1) | 0.99 (0.0) | 1.0 (0.0) | 15/15 |
| cd-CMA-ES Gissler | 1.5 (0.1) | 1.5 (0.2) | 1.3 (0.1) | 1.1 (0.1) | 1.0 (0.1) | 0.96 (0.1) | 0.98 (0.1) | 15/15 |
| cdm-CMA-ES Gissler | 1.5 (0.2) | 1.5 (0.2) | 1.3 (0.1) | 1.1 (0.1) | 1.0 (0.1) | 0.97 (0.0) | 0.99 (0.0) | 15/15 |
| cma-bp-bbob Brockhoff | 1.1 (0.1) | 1.1 (0.1) | 1.0 (0.1) | 0.87 (0.1)↑0 | 0.82 (0.0)↑0 | 0.76 (0.0)↑0 | 0.77 (0.0)↑0 | 15/15 |
| cma-bt-bbob Brockhoff | 1.6 (0.6) | 1.6 (0.5) | 1.3 (0.3) | 1.1 (0.3) | 1.0 (0.2) | 0.95 (0.2) | 0.96 (0.2) | 15/15 |
| d-CMA-ES Gissler | 1.1 (0.1) | 1.2 (0.1) | 1.0 (0.1) | 0.85 (0.1)↑0 | 0.81 (0.0)↑0 | 0.74 (0.0)↑0 | 0.76 (0.0)↑0 | 15/15 |
| default-CMA-ES Gissler | 1.1 (0.2) | 1.1 (0.2) | 1.00 (0.1) | 0.83 (0.1)↑0 | 0.79 (0.1)↑0 | 0.73 (0.0)↑0 | 0.75 (0.0)↑0 | 15/15 |
| dm-CMA-ES Gissler | 1.2 (0.2) | 1.1 (0.1) | 1.0 (0.1) | 0.84 (0.1)↑0 | 0.79 (0.0)↑0 | 0.74 (0.0)↑0 | 0.76 (0.0)↑0 | 15/15 |
| m-SDWOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| s-CMA-ES Gissler | 1.3 (0.2) | 1.4 (0.2) | 1.3 (0.2) | 1.0 (0.1) | 0.98 (0.1) | 0.90 (0.1)↑1 | 0.92 (0.1)↑1 | 15/15 |
| sc-CMA-ES Gissler | 1.7 (0.3) | 1.8 (0.3) | 1.6 (0.3) | 1.4 (0.1) | 1.3 (0.1) | 1.2 (0.1) | 1.2 (0.1) | 15/15 |
| scd-CMA-ES Gissler | 1.7 (0.2) | 1.8 (0.2) | 1.6 (0.2) | 1.4 (0.1) | 1.3 (0.1) | 1.2 (0.1) | 1.2 (0.1) | 15/15 |
| scdm-CMA-ES Gissler | 1.7 (0.2) | 1.8 (0.2) | 1.6 (0.1) | 1.4 (0.1) | 1.3 (0.1) | 1.2 (0.1) | 1.2 (0.1) | 15/15 |
| sd-CMA-ES Gissler | 1.4 (0.3) | 1.4 (0.2) | 1.2 (0.2) | 0.99 (0.1) | 0.94 (0.1) | 0.88 (0.1)↑0 | 0.89 (0.1)↑0 | 15/15 |
| sdm-CMA-ES Gissler | 1.4 (0.4) | 1.5 (0.3) | 1.3 (0.2) | 1.1 (0.1) | 0.99 (0.1) | 0.90 (0.1)↑1 | 0.92 (0.1)↑1 | 15/15 |
| Δ fopt f11, 20-D |
1e1 1002 |
1e0 2228 |
1e-1 6278 |
1e-2 8586 |
1e-3 9762 |
1e-5 12285 |
1e-7 14831 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 0.27 (0.1)↑0 | 0.21 (0.0)↑0 | 0.10 (0.0)↑0 | 0.10 (0.0)↑0 | 0.12 (0.0)↑0 | 529 (590) | ∞1e6 | 0/15 |
| DIRECT-REV Kudela | 0.27 (0.1)↑0 | 0.20 (0.0)↑0 | 0.10 (0.0)↑0 | 0.10 (0.0)↑0 | 0.12 (0.0)↑0 | 1140 (1832) | ∞1e6 | 0/15 |
| E-WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| I-DBDP-GL Kudela | 253 (183) | 275 (124) | 241 (197) | 1720 (1747) | ∞ | ∞ | ∞1e6 | 0/15 |
| WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| a-CMA-ES Gissler | 4.1 (0.3) | 2.1 (0.1) | 0.83 (0.1)↑0 | 0.66 (0.0)↑0 | 0.62 (0.0)↑0 | 0.54 (0.0)↑0 | 0.49 (0.0)↑0 | 15/15 |
| ad-CMA-ES Gissler | 4.1 (0.4) | 2.1 (0.1) | 0.83 (0.1)↑0 | 0.66 (0.0)↑0 | 0.62 (0.0)↑0 | 0.54 (0.0)↑0 | 0.49 (0.0)↑0 | 15/15 |
| adm-CMA-ES Gissler | 4.1 (0.3) | 2.1 (0.2) | 0.84 (0.0)↑0 | 0.66 (0.0)↑0 | 0.62 (0.0)↑0 | 0.55 (0.0)↑0 | 0.49 (0.0)↑0 | 15/15 |
| c-CMA-ES Gissler | 4.4 (0.2) | 2.2 (0.1) | 0.84 (0.0)↑0 | 0.66 (0.0)↑0 | 0.62 (0.0)↑0 | 0.55 (0.0)↑0 | 0.50 (0.0)↑0 | 15/15 |
| cd-CMA-ES Gissler | 4.5 (0.3) | 2.2 (0.1) | 0.86 (0.0)↑0 | 0.67 (0.0)↑0 | 0.63 (0.0)↑0 | 0.56 (0.0)↑0 | 0.51 (0.0)↑0 | 15/15 |
| cdm-CMA-ES Gissler | 4.6 (0.2) | 2.3 (0.1) | 0.88 (0.1)↑0 | 0.69 (0.0)↑0 | 0.65 (0.0)↑0 | 0.57 (0.0)↑0 | 0.52 (0.0)↑0 | 15/15 |
| cma-bp-bbob Brockhoff | 4.2 (0.3) | 2.2 (0.2) | 0.85 (0.1)↑0 | 0.67 (0.0)↑0 | 0.62 (0.0)↑0 | 0.55 (0.0)↑0 | 0.50 (0.0)↑0 | 15/15 |
| cma-bt-bbob Brockhoff | 7.4 (2) | 4.4 (2) | 1.6 (0.7) | 1.3 (0.5) | 1.1 (0.4) | 0.96 (0.3) | 0.84 (0.3) | 15/15 |
| d-CMA-ES Gissler | 4.2 (0.5) | 2.2 (0.2) | 0.84 (0.1)↑0 | 0.66 (0.0)↑0 | 0.62 (0.0)↑0 | 0.54 (0.0)↑0 | 0.50 (0.0)↑0 | 15/15 |
| default-CMA-ES Gissler | 4.4 (0.4) | 2.2 (0.1) | 0.85 (0.1)↑0 | 0.67 (0.0)↑0 | 0.62 (0.0)↑0 | 0.55 (0.0)↑0 | 0.49 (0.0)↑0 | 15/15 |
| dm-CMA-ES Gissler | 4.5 (0.2) | 2.3 (0.1) | 0.87 (0.0)↑0 | 0.69 (0.0)↑0 | 0.64 (0.0)↑0 | 0.57 (0.0)↑0 | 0.51 (0.0)↑0 | 15/15 |
| m-SDWOA Espinoza | 472 (444) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| s-CMA-ES Gissler | 4.4 (0.3) | 2.2 (0.2) | 0.87 (0.1)↑0 | 0.69 (0.1)↑0 | 0.64 (0.1)↑0 | 0.57 (0.0)↑0 | 0.51 (0.0)↑0 | 15/15 |
| sc-CMA-ES Gissler | 4.7 (0.6) | 2.3 (0.3) | 0.89 (0.1) | 0.70 (0.1)↑0 | 0.65 (0.1)↑0 | 0.57 (0.1)↑0 | 0.52 (0.0)↑0 | 15/15 |
| scd-CMA-ES Gissler | 4.5 (0.4) | 2.3 (0.2) | 0.88 (0.1)↑1 | 0.69 (0.0)↑0 | 0.64 (0.0)↑0 | 0.56 (0.0)↑0 | 0.52 (0.0)↑0 | 15/15 |
| scdm-CMA-ES Gissler | 4.4 (0.3) | 2.3 (0.2) | 0.87 (0.0)↑0 | 0.68 (0.0)↑0 | 0.63 (0.0)↑0 | 0.56 (0.0)↑0 | 0.51 (0.0)↑0 | 15/15 |
| sd-CMA-ES Gissler | 4.3 (0.4) | 2.2 (0.2) | 0.85 (0.1)↑1 | 0.68 (0.1)↑0 | 0.64 (0.1)↑0 | 0.56 (0.1)↑0 | 0.51 (0.0)↑0 | 15/15 |
| sdm-CMA-ES Gissler | 4.3 (0.4) | 2.2 (0.2) | 0.87 (0.1)↑1 | 0.69 (0.1)↑0 | 0.65 (0.1)↑0 | 0.58 (0.1)↑0 | 0.53 (0.0)↑0 | 15/15 |
| Δ fopt f12, 20-D |
1e1 1042 |
1e0 1938 |
1e-1 2740 |
1e-2 3156 |
1e-3 4140 |
1e-5 12407 |
1e-7 13827 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 1.2 (0.6) | 130 (258) | 418 (1004) | 363 (634) | 363 (483) | 323 (383) | 1013 (687) | 0/15 |
| DIRECT-REV Kudela | 1.2 (0.7) | 14 (15) | 156 (292) | 146 (249) | 111 (121) | 63 (75) | 154 (181) | 1/15 |
| E-WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| I-DBDP-GL Kudela | 246 (66) | 550 (571) | 869 (1597) | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| a-CMA-ES Gissler | 1.7 (0.2) | 2.0 (2) | 2.4 (2) | 2.7 (1) | 2.5 (0.8) | 1.1 (0.2) | 1.2 (0.2) | 15/15 |
| ad-CMA-ES Gissler | 3.0 (2) | 3.8 (3) | 3.9 (2) | 3.9 (2) | 3.4 (1) | 1.4 (0.5) | 1.5 (0.5) | 15/15 |
| adm-CMA-ES Gissler | 2.7 (2) | 2.9 (3) | 3.2 (2) | 3.5 (2) | 3.1 (1) | 1.3 (0.4) | 1.4 (0.4) | 15/15 |
| c-CMA-ES Gissler | 3.1 (0.2) | 5.5 (7) | 7.2 (7) | 8.8 (5) | 7.9 (4) | 3.5 (1) | 3.7 (0.9) | 15/15 |
| cd-CMA-ES Gissler | 4.9 (7) | 8.7 (8) | 9.1 (8) | 10 (6) | 8.9 (4) | 3.8 (1) | 3.9 (1) | 15/15 |
| cdm-CMA-ES Gissler | 2.8 (0.1) | 5.8 (6) | 7.8 (6) | 9.1 (4) | 8.1 (3) | 3.6 (0.8) | 3.8 (0.7) | 15/15 |
| cma-bp-bbob Brockhoff | 2.6 (2) | 3.5 (3) | 4.0 (2) | 4.2 (2) | 3.7 (1) | 1.5 (0.5) | 1.6 (0.4) | 15/15 |
| cma-bt-bbob Brockhoff | 3.3 (3) | 3.3 (3) | 3.7 (2) | 3.9 (2) | 3.5 (1) | 1.5 (0.3) | 1.5 (0.3) | 15/15 |
| d-CMA-ES Gissler | 2.7 (0.1) | 3.1 (2) | 3.4 (2) | 3.8 (2) | 3.4 (1) | 1.4 (0.5) | 1.5 (0.4) | 15/15 |
| default-CMA-ES Gissler | 2.8 (3) | 2.2 (2) | 2.6 (2) | 2.9 (2) | 2.8 (1) | 1.2 (0.4) | 1.3 (0.3) | 15/15 |
| dm-CMA-ES Gissler | 2.8 (0.1) | 2.8 (2) | 3.2 (3) | 3.6 (2) | 3.3 (2) | 1.4 (0.5) | 1.4 (0.4) | 15/15 |
| m-SDWOA Espinoza | 96 (98) | 171 (207) | 487 (511) | 901 (998) | ∞ | ∞ | ∞2e5 | 0/15 |
| s-CMA-ES Gissler | 2.5 (2) | 2.8 (2) | 3.5 (2) | 3.7 (2) | 3.3 (1) | 1.4 (0.5) | 1.5 (0.5) | 15/15 |
| sc-CMA-ES Gissler | 5.7 (8) | 8.5 (8) | 9.0 (8) | 9.5 (6) | 8.2 (4) | 3.5 (2) | 3.6 (1) | 15/15 |
| scd-CMA-ES Gissler | 4.1 (5) | 5.7 (7) | 7.1 (6) | 7.7 (6) | 7.2 (4) | 3.1 (1) | 3.2 (0.9) | 15/15 |
| scdm-CMA-ES Gissler | 3.1 (3) | 7.0 (6) | 9.0 (4) | 9.2 (4) | 8.0 (3) | 3.4 (1) | 3.4 (1) | 15/15 |
| sd-CMA-ES Gissler | 3.1 (3) | 3.2 (3) | 3.5 (3) | 3.8 (2) | 3.4 (1) | 1.4 (0.4) | 1.4 (0.4) | 15/15 |
| sdm-CMA-ES Gissler | 3.5 (4) | 3.3 (4) | 3.8 (3) | 4.0 (3) | 3.6 (2) | 1.5 (0.7) | 1.5 (0.6) | 15/15 |
| Δ fopt f13, 20-D |
1e1 652 |
1e0 2021 |
1e-1 2751 |
1e-2 3507 |
1e-3 18749 |
1e-5 24455 |
1e-7 30201 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 0.94 (0.5) | 248 (248) | 319 (636) | 326 (499) | 147 (160) | ∞ | ∞1e6 | 0/15 |
| DIRECT-REV Kudela | 0.69 (0.2)↑1 | 248 (248) | 352 (703) | 1141 (1212) | 747 (707) | ∞ | ∞1e6 | 0/15 |
| E-WOA Espinoza | 817 (995) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| I-DBDP-GL Kudela | 243 (92) | 657 (551) | 1702 (1185) | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| a-CMA-ES Gissler | 2.8 (0.4) | 4.7 (3) | 6.2 (2) | 5.3 (2) | 1.0 (0.4) | 1.3 (0.7) | 1.8 (2) | 15/15 |
| ad-CMA-ES Gissler | 4.2 (3) | 3.3 (3) | 4.1 (2) | 4.1 (2) | 0.81 (0.4) | 1.1 (0.5) | 1.0 (0.4) | 15/15 |
| adm-CMA-ES Gissler | 3.2 (3) | 3.0 (3) | 4.3 (3) | 5.1 (2) | 1.1 (0.4) | 1.3 (0.5) | 1.4 (0.9) | 15/15 |
| c-CMA-ES Gissler | 4.8 (7) | 4.5 (4) | 6.2 (4) | 6.8 (3) | 1.7 (0.6) | 1.8 (0.6) | 1.8 (0.5) | 15/15 |
| cd-CMA-ES Gissler | 4.5 (6) | 5.8 (5) | 7.6 (3) | 7.3 (3) | 1.5 (0.6) | 1.7 (0.5) | 2.0 (0.7) | 15/15 |
| cdm-CMA-ES Gissler | 5.6 (9) | 4.5 (5) | 5.9 (4) | 6.6 (4) | 1.8 (0.5) | 1.8 (0.6) | 1.9 (1.0) | 15/15 |
| cma-bp-bbob Brockhoff | 3.2 (3) | 3.3 (2) | 3.6 (2) | 3.5 (2) | 0.72 (0.4) | 1.3 (0.9) | 1.4 (0.5) | 15/15 |
| cma-bt-bbob Brockhoff | 3.8 (3) | 2.6 (2) | 4.5 (3) | 4.4 (2) | 0.93 (0.4) | 1.1 (0.7) | 1.2 (0.6) | 15/15 |
| d-CMA-ES Gissler | 3.1 (0.4) | 3.2 (3) | 4.3 (2) | 3.6 (2) | 0.73 (0.3) | 1.0 (0.5) | 1.2 (0.6) | 15/15 |
| default-CMA-ES Gissler | 2.3 (0.3) | 2.7 (2) | 4.0 (3) | 4.0 (2) | 1.0 (0.6) | 1.2 (0.6) | 1.4 (0.5) | 15/15 |
| dm-CMA-ES Gissler | 3.5 (3) | 3.5 (3) | 3.0 (2) | 3.1 (2) | 0.85 (0.4) | 1.1 (0.6) | 1.4 (0.7) | 15/15 |
| m-SDWOA Espinoza | 85 (156) | 132 (151) | 505 (412) | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| s-CMA-ES Gissler | 2.9 (0.4) | 5.5 (4) | 6.1 (3) | 6.3 (2) | 1.3 (0.4) | 1.3 (0.4) | 1.7 (0.6) | 15/15 |
| sc-CMA-ES Gissler | 6.8 (10) | 3.5 (3) | 7.5 (6) | 8.8 (2) | 1.7 (0.4) | 1.6 (0.4) | 1.8 (0.8) | 15/15 |
| scd-CMA-ES Gissler | 4.4 (7) | 6.2 (5) | 7.6 (4) | 7.0 (5) | 1.5 (0.6) | 1.6 (0.4) | 1.6 (0.5) | 15/15 |
| scdm-CMA-ES Gissler | 5.0 (10) | 5.4 (5) | 6.6 (5) | 7.5 (4) | 1.8 (0.5) | 1.7 (0.5) | 1.9 (0.7) | 15/15 |
| sd-CMA-ES Gissler | 3.4 (3) | 4.3 (3) | 6.0 (2) | 5.2 (2) | 1.0 (0.5) | 1.2 (0.4) | 1.5 (0.9) | 15/15 |
| sdm-CMA-ES Gissler | 3.5 (4) | 4.9 (3) | 5.8 (2) | 5.3 (2) | 1.1 (0.3) | 1.4 (0.6) | 1.8 (1.0) | 15/15 |
| Δ fopt f14, 20-D |
1e1 75 |
1e0 239 |
1e-1 304 |
1e-2 451 |
1e-3 932 |
1e-5 1648 |
1e-7 15661 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 3.8 (1) | 3.1 (0.7) | 3.7 (0.7) | 3.6 (0.7) | 2.3 (0.3) | ∞ | ∞1e6 | 0/15 |
| DIRECT-REV Kudela | 3.1 (1) | 2.8 (0.7) | 3.4 (0.5) | 3.4 (0.6) | 2.3 (0.3) | 3946 (5613) | ∞1e6 | 0/15 |
| E-WOA Espinoza | 48 (31) | 83 (30) | 153 (50) | 339 (66) | ∞ | ∞ | ∞2e5 | 0/15 |
| I-DBDP-GL Kudela | 20 (9) | 44 (15) | 103 (51) | 252 (130) | 499 (220) | ∞ | ∞1e6 | 0/15 |
| WOA Espinoza | 62 (33) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| a-CMA-ES Gissler | 2.3 (1) | 2.0 (0.3) | 2.7 (0.4) | 3.2 (0.4) | 2.8 (0.3) | 3.5 (0.3) | 0.64 (0.1)↑0 | 15/15 |
| ad-CMA-ES Gissler | 2.1 (0.9) | 2.1 (0.3) | 3.0 (0.3) | 3.4 (0.3) | 2.8 (0.2) | 3.7 (0.3) | 0.65 (0.1)↑0 | 15/15 |
| adm-CMA-ES Gissler | 2.9 (0.8) | 2.4 (0.4) | 3.0 (0.3) | 3.5 (0.5) | 2.9 (0.2) | 3.6 (0.2) | 0.67 (0.1)↑0 | 15/15 |
| c-CMA-ES Gissler | 2.9 (0.9) | 2.5 (0.5) | 3.3 (0.5) | 3.9 (0.5) | 3.4 (0.2) | 4.7 (0.2) | 0.84 (0.0)↑0 | 15/15 |
| cd-CMA-ES Gissler | 2.6 (1) | 2.6 (0.5) | 3.5 (0.3) | 4.1 (0.7) | 3.4 (0.3) | 4.7 (0.3) | 0.82 (0.1)↑0 | 15/15 |
| cdm-CMA-ES Gissler | 3.0 (1) | 2.6 (0.5) | 3.7 (0.4) | 4.1 (0.4) | 3.5 (0.4) | 4.7 (0.2) | 0.84 (0.0)↑0 | 15/15 |
| cma-bp-bbob Brockhoff | 2.4 (1) | 2.3 (0.4) | 3.3 (0.4) | 3.7 (0.4) | 3.0 (0.2) | 3.8 (0.2) | 0.66 (0.0)↑0 | 15/15 |
| cma-bt-bbob Brockhoff | 3.0 (1) | 2.9 (0.7) | 3.7 (0.4) | 4.0 (0.6) | 3.3 (0.2) | 3.9 (0.2) | 0.69 (0.0)↑0 | 15/15 |
| d-CMA-ES Gissler | 3.2 (1) | 2.5 (0.6) | 3.4 (0.7) | 3.9 (0.6) | 3.2 (0.4) | 4.0 (0.3) | 0.66 (0.0)↑0 | 15/15 |
| default-CMA-ES Gissler | 2.5 (1) | 2.3 (0.3) | 3.2 (0.5) | 3.6 (0.4) | 3.1 (0.4) | 3.7 (0.3) | 0.67 (0.1)↑0 | 15/15 |
| dm-CMA-ES Gissler | 2.6 (2) | 2.5 (0.5) | 3.4 (0.4) | 3.8 (0.4) | 3.2 (0.3) | 3.8 (0.2) | 0.67 (0.0)↑0 | 15/15 |
| m-SDWOA Espinoza | 21 (8) | 27 (7) | 35 (7) | 45 (14) | 126 (135) | ∞ | ∞2e5 | 0/15 |
| s-CMA-ES Gissler | 3.4 (1) | 2.5 (0.9) | 3.4 (0.9) | 3.9 (0.7) | 3.1 (0.6) | 3.7 (0.4) | 0.71 (0.1)↑0 | 15/15 |
| sc-CMA-ES Gissler | 3.6 (2) | 2.7 (0.7) | 3.6 (0.6) | 3.9 (0.5) | 3.5 (0.5) | 4.7 (0.3) | 0.87 (0.1)↑0 | 15/15 |
| scd-CMA-ES Gissler | 3.4 (2) | 2.7 (0.6) | 3.6 (0.8) | 4.0 (0.7) | 3.4 (0.5) | 4.8 (0.4) | 0.89 (0.1)↑0 | 15/15 |
| scdm-CMA-ES Gissler | 3.1 (1) | 2.6 (0.7) | 3.6 (0.5) | 3.9 (0.7) | 3.3 (0.4) | 4.5 (0.5) | 0.86 (0.1)↑0 | 15/15 |
| sd-CMA-ES Gissler | 4.0 (3) | 2.7 (0.8) | 3.5 (0.8) | 3.9 (0.7) | 3.2 (0.3) | 3.8 (0.3) | 0.71 (0.1)↑0 | 15/15 |
| sdm-CMA-ES Gissler | 2.8 (2) | 2.6 (0.8) | 3.4 (0.6) | 3.8 (0.8) | 3.0 (0.2) | 3.6 (0.3) | 0.72 (0.1)↑0 | 15/15 |
| Δ fopt f15, 20-D |
1e1 30378 |
1e0 1.5e5 |
1e-1 3.1e5 |
1e-2 3.2e5 |
1e-3 3.2e5 |
1e-5 4.5e5 |
1e-7 4.6e5 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| DIRECT-REV Kudela | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| E-WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| I-DBDP-GL Kudela | 69 (58) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| a-CMA-ES Gissler | 0.78 (0.3) | 0.90 (0.6) | 0.54 (0.2)↑0 | 0.55 (0.2)↑0 | 0.55 (0.2)↑0 | 0.41 (0.1)↑0 | 0.42 (0.1)↑0 | 15/15 |
| ad-CMA-ES Gissler | 0.85 (0.3) | 0.84 (0.3) | 0.58 (0.3)↑0 | 0.59 (0.3)↑0 | 0.59 (0.4)↑0 | 0.44 (0.3)↑0 | 0.45 (0.3)↑0 | 15/15 |
| adm-CMA-ES Gissler | 0.84 (0.4) | 0.91 (0.3) | 0.56 (0.3)↑0 | 0.57 (0.3)↑0 | 0.57 (0.3)↑0 | 0.43 (0.2)↑0 | 0.44 (0.2)↑0 | 15/15 |
| c-CMA-ES Gissler | 0.86 (0.3) | 1.2 (0.7) | 0.78 (0.2) | 0.79 (0.2) | 0.79 (0.2) | 0.59 (0.2)↑1 | 0.60 (0.2)↑1 | 15/15 |
| cd-CMA-ES Gissler | 1.3 (0.5) | 1.2 (0.8) | 0.72 (0.4) | 0.73 (0.4) | 0.73 (0.4) | 0.55 (0.3)↑0 | 0.56 (0.3)↑0 | 15/15 |
| cdm-CMA-ES Gissler | 1.1 (0.4) | 1.3 (0.8) | 0.91 (0.3) | 0.92 (0.3) | 0.92 (0.3) | 0.68 (0.2)↑1 | 0.69 (0.2)↑1 | 14/15 |
| cma-bp-bbob Brockhoff | 0.98 (0.5) | 1.3 (0.7) | 1.4 (1) | 1.4 (2) | 1.7 (2) | 2.0 (3) | 2.0 (3) | 3/15 |
| cma-bt-bbob Brockhoff | 1.2 (0.8) | 20 (19) | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| d-CMA-ES Gissler | 0.96 (0.7) | 0.98 (0.4) | 0.63 (0.2)↑1 | 0.64 (0.2)↑1 | 0.65 (0.2)↑1 | 0.48 (0.1)↑0 | 0.49 (0.1)↑0 | 15/15 |
| default-CMA-ES Gissler | 0.75 (0.6) | 1.2 (0.4) | 0.71 (0.4) | 0.71 (0.4) | 0.72 (0.4) | 0.53 (0.3)↑0 | 0.54 (0.3)↑0 | 15/15 |
| dm-CMA-ES Gissler | 0.98 (0.7) | 1.7 (1) | 0.93 (0.8) | 0.94 (0.8) | 0.94 (0.6) | 0.69 (0.5) | 0.69 (0.7) | 12/15 |
| m-SDWOA Espinoza | 49 (56) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| s-CMA-ES Gissler | 0.86 (0.4) | 1.0 (0.8) | 0.71 (0.3) | 0.72 (0.3) | 0.73 (0.3) | 0.54 (0.3)↑0 | 0.55 (0.3)↑0 | 15/15 |
| sc-CMA-ES Gissler | 0.97 (0.6) | 1.0 (0.4) | 0.77 (0.4) | 0.77 (0.4) | 0.78 (0.4) | 0.58 (0.3)↑1 | 0.58 (0.3)↑1 | 15/15 |
| scd-CMA-ES Gissler | 1.3 (0.5) | 1.4 (0.4) | 0.77 (0.4) | 0.78 (0.4) | 0.79 (0.4) | 0.58 (0.3)↑0 | 0.59 (0.3)↑0 | 15/15 |
| scdm-CMA-ES Gissler | 1.1 (0.7) | 1.3 (0.7) | 0.95 (0.3) | 0.96 (0.3) | 0.96 (0.3) | 0.71 (0.2)↑1 | 0.72 (0.2)↑1 | 15/15 |
| sd-CMA-ES Gissler | 0.96 (0.2) | 1.3 (0.8) | 0.82 (0.3) | 0.82 (0.3) | 0.83 (0.3) | 0.62 (0.2)↑0 | 0.63 (0.2)↑0 | 15/15 |
| sdm-CMA-ES Gissler | 0.97 (0.6) | 1.0 (0.5) | 0.90 (0.7) | 0.90 (0.7) | 0.91 (0.7) | 0.67 (0.5) | 0.68 (0.5) | 14/15 |
| Δ fopt f16, 20-D |
1e1 1384 |
1e0 27265 |
1e-1 77015 |
1e-2 1.4e5 |
1e-3 1.9e5 |
1e-5 2.0e5 |
1e-7 2.2e5 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 48 (54) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| DIRECT-REV Kudela | 9.3 (6) | 99 (77) | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| E-WOA Espinoza | 597 (694) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| I-DBDP-GL Kudela | 8.6 (3) | 3.8 (2) | 19 (20) | 106 (102) | ∞ | ∞ | ∞1e6 | 0/15 |
| WOA Espinoza | 946 (1120) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| a-CMA-ES Gissler | 1.0 (0.3) | 0.58 (0.4)↑0 | 0.53 (0.2)↑1 | 0.51 (0.2)↑1 | 0.46 (0.2)↑1 | 0.56 (0.4) | 0.52 (0.4)↑1 | 15/15 |
| ad-CMA-ES Gissler | 0.96 (0.3) | 0.53 (0.4)↑0 | 0.62 (0.4) | 0.74 (1) | 0.76 (1) | 0.82 (1) | 0.76 (0.9) | 15/15 |
| adm-CMA-ES Gissler | 0.92 (0.2) | 0.47 (0.4)↑0 | 0.41 (0.3)↑1 | 0.61 (0.6) | 0.48 (0.4) | 0.59 (0.4) | 0.57 (0.4) | 15/15 |
| c-CMA-ES Gissler | 2.0 (1) | 1.3 (1) | 1.1 (0.7) | 0.85 (0.9) | 0.98 (0.7) | 1.1 (0.6) | 1.1 (0.6) | 15/15 |
| cd-CMA-ES Gissler | 3.3 (5) | 0.95 (0.7) | 0.95 (0.8) | 0.93 (0.8) | 0.90 (0.7) | 1.0 (1) | 1.0 (1.0) | 15/15 |
| cdm-CMA-ES Gissler | 1.8 (0.9) | 1.0 (0.5) | 0.94 (0.6) | 0.95 (0.7) | 1.1 (1) | 1.2 (0.9) | 1.1 (0.8) | 15/15 |
| cma-bp-bbob Brockhoff | 1.2 (0.3) | 0.30 (0.2)↑0 | 0.66 (0.5) | 0.74 (0.6) | 1.0 (1.0) | 2.0 (2) | 1.8 (2) | 6/15 |
| cma-bt-bbob Brockhoff | 4.1 (3) | 0.58 (0.4)↑1 | 1.2 (1) | 2.0 (2) | 2.1 (1) | 2.6 (3) | 2.4 (3) | 5/15 |
| d-CMA-ES Gissler | 1.6 (0.7) | 0.88 (0.7) | 1.1 (0.7) | 0.95 (0.9) | 0.96 (0.6) | 0.95 (0.6) | 0.89 (0.6) | 15/15 |
| default-CMA-ES Gissler | 1.9 (0.8) | 0.65 (0.6) | 0.65 (0.4)↑1 | 0.81 (0.8) | 1.2 (1) | 1.1 (1) | 1.1 (1) | 15/15 |
| dm-CMA-ES Gissler | 1.6 (0.6) | 0.94 (0.8) | 0.97 (0.7) | 0.78 (0.3) | 0.89 (0.5) | 0.95 (0.6) | 0.92 (0.5) | 15/15 |
| m-SDWOA Espinoza | 143 (85) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| s-CMA-ES Gissler | 2.0 (1) | 1.0 (0.8) | 1.00 (0.8) | 0.84 (0.5) | 0.96 (0.6) | 1.1 (1.0) | 1.1 (0.9) | 15/15 |
| sc-CMA-ES Gissler | 3.2 (4) | 1.1 (0.5) | 0.82 (0.5) | 1.1 (0.9) | 1.4 (0.9) | 1.4 (0.9) | 1.3 (0.8) | 15/15 |
| scd-CMA-ES Gissler | 2.2 (0.9) | 0.86 (0.4) | 0.94 (0.6) | 0.78 (0.5) | 1.4 (1) | 1.5 (1) | 1.4 (1) | 15/15 |
| scdm-CMA-ES Gissler | 3.2 (1) | 1.1 (0.5) | 1.2 (0.7) | 0.96 (0.9) | 1.2 (1) | 1.2 (1) | 1.1 (0.9) | 15/15 |
| sd-CMA-ES Gissler | 2.7 (2) | 0.98 (1.0) | 1.0 (0.7) | 0.95 (0.9) | 1.0 (0.8) | 1.2 (0.6) | 1.2 (0.6) | 15/15 |
| sdm-CMA-ES Gissler | 2.6 (1) | 1.0 (1) | 1.1 (0.8) | 0.68 (0.4) | 0.75 (0.6) | 0.90 (0.5) | 0.85 (0.4) | 15/15 |
| Δ fopt f17, 20-D |
1e1 63 |
1e0 1030 |
1e-1 4005 |
1e-2 12242 |
1e-3 30677 |
1e-5 56288 |
1e-7 80472 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 12 (25) | 46 (44) | 1771 (2185) | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| DIRECT-REV Kudela | 21 (27) | 25 (9) | 320 (258) | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| E-WOA Espinoza | 30 (27) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| I-DBDP-GL Kudela | 5.0 (6) | 26 (12) | 64 (63) | 275 (205) | ∞ | ∞ | ∞1e6 | 0/15 |
| WOA Espinoza | 295 (436) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| a-CMA-ES Gissler | 1.2 (0.8) | 0.87 (0.4) | 1.5 (2) | 1.4 (1) | 0.95 (0.6) | 0.86 (0.2) | 0.80 (0.0)↑1 | 15/15 |
| ad-CMA-ES Gissler | 1.0 (0.9) | 0.93 (0.3) | 2.1 (2) | 1.3 (0.7) | 0.95 (0.6) | 0.98 (0.3) | 0.87 (0.6) | 15/15 |
| adm-CMA-ES Gissler | 1.1 (0.9) | 0.88 (0.5) | 1.5 (1) | 1.1 (1.0) | 0.93 (0.7) | 0.79 (0.3) | 0.85 (0.5) | 15/15 |
| c-CMA-ES Gissler | 1.3 (1) | 0.90 (0.3) | 1.0 (2) | 1.4 (1) | 0.98 (0.9) | 1.0 (0.3) | 1.1 (0.7) | 15/15 |
| cd-CMA-ES Gissler | 1.1 (1) | 0.94 (0.3) | 1.1 (2) | 1.3 (0.8) | 1.1 (0.9) | 1.0 (0.4) | 1.1 (0.1) | 15/15 |
| cdm-CMA-ES Gissler | 1.4 (1) | 0.96 (0.3) | 0.96 (2) | 1.2 (0.7) | 0.87 (0.4) | 0.77 (0.2)↑1 | 0.91 (0.3) | 15/15 |
| cma-bp-bbob Brockhoff | 0.98 (0.6) | 0.90 (0.3) | 1.1 (2) | 1.1 (0.7) | 0.76 (0.3) | 0.77 (0.0)↑1 | 0.78 (0.3) | 15/15 |
| cma-bt-bbob Brockhoff | 0.97 (0.6) | 1.1 (0.2) | 2.0 (2) | 1.6 (0.5) | 1.0 (0.9) | 1.1 (0.4) | 0.98 (0.3) | 15/15 |
| d-CMA-ES Gissler | 1.3 (0.9) | 0.85 (0.2) | 0.74 (0.1)↑1 | 0.97 (0.8) | 0.91 (0.6) | 0.95 (0.4) | 0.89 (0.3) | 15/15 |
| default-CMA-ES Gissler | 1.2 (1) | 0.96 (0.4) | 1.2 (2) | 0.98 (0.7) | 0.73 (0.3) | 0.88 (0.3) | 0.85 (0.2) | 15/15 |
| dm-CMA-ES Gissler | 1.1 (0.7) | 0.89 (0.2) | 1.2 (2) | 1.0 (0.7) | 0.81 (0.4) | 0.79 (0.5) | 0.95 (0.3) | 15/15 |
| m-SDWOA Espinoza | 8.0 (6) | 10 (2) | 6.7 (2) | 8.3 (8) | 15 (28) | ∞ | ∞2e5 | 0/15 |
| s-CMA-ES Gissler | 1.7 (1) | 0.98 (0.3) | 0.93 (1) | 0.80 (0.5) | 0.67 (0.3) | 0.91 (0.3) | 0.89 (0.3) | 15/15 |
| sc-CMA-ES Gissler | 1.7 (2) | 1.1 (0.4) | 1.1 (2) | 1.3 (1) | 0.89 (0.4) | 0.84 (0.3) | 1.0 (0.3) | 15/15 |
| scd-CMA-ES Gissler | 1.5 (1) | 1.0 (0.2) | 1.8 (1) | 1.1 (0.6) | 0.89 (0.4) | 0.93 (0.4) | 0.90 (0.3) | 15/15 |
| scdm-CMA-ES Gissler | 1.5 (2) | 1.1 (0.4) | 1.8 (2) | 1.4 (0.2) | 0.86 (0.4) | 0.82 (0.1)↑1 | 0.86 (0.3) | 15/15 |
| sd-CMA-ES Gissler | 1.3 (1) | 0.97 (0.3) | 0.78 (0.2)↑1 | 1.1 (0.6) | 0.72 (0.4) | 0.82 (0.4) | 0.84 (0.3) | 15/15 |
| sdm-CMA-ES Gissler | 1.2 (1) | 1.0 (0.4) | 0.83 (0.4) | 1.0 (0.6) | 0.80 (0.4) | 0.82 (0.3) | 0.96 (0.3) | 15/15 |
| Δ fopt f18, 20-D |
1e1 621 |
1e0 3972 |
1e-1 19561 |
1e-2 28555 |
1e-3 67569 |
1e-5 1.3e5 |
1e-7 1.5e5 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 12 (4) | 71 (68) | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| DIRECT-REV Kudela | 14 (4) | 43 (27) | 764 (447) | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| E-WOA Espinoza | 4534 (3945) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| I-DBDP-GL Kudela | 13 (7) | 28 (18) | 77 (45) | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| a-CMA-ES Gissler | 0.72 (0.2)↑1 | 0.95 (1) | 0.69 (0.6) | 1.3 (0.5) | 0.89 (0.5) | 0.75 (0.2)↑0 | 0.78 (0.2)↑0 | 15/15 |
| ad-CMA-ES Gissler | 0.78 (0.3) | 0.97 (1) | 0.87 (0.4) | 1.1 (0.1) | 0.78 (0.2)↑1 | 0.79 (0.3) | 0.82 (0.3)↑0 | 15/15 |
| adm-CMA-ES Gissler | 0.78 (0.3) | 1.1 (1) | 1.2 (0.5) | 1.2 (0.7) | 0.72 (0.2)↑1 | 0.76 (0.4)↑1 | 0.83 (0.3)↑1 | 15/15 |
| c-CMA-ES Gissler | 0.89 (0.4) | 0.50 (0.2)↑0 | 0.72 (0.5) | 1.3 (0.9) | 0.85 (0.2) | 0.81 (0.5) | 0.86 (0.4) | 15/15 |
| cd-CMA-ES Gissler | 1.0 (0.4) | 1.4 (2) | 0.95 (0.9) | 1.3 (0.5) | 0.82 (0.3) | 0.70 (0.2)↑1 | 0.75 (0.6) | 15/15 |
| cdm-CMA-ES Gissler | 0.86 (0.2) | 1.1 (2) | 0.80 (0.5) | 1.1 (0.5) | 0.85 (0.3) | 0.84 (0.5) | 0.91 (0.4) | 15/15 |
| cma-bp-bbob Brockhoff | 0.85 (0.3) | 0.90 (2) | 0.87 (0.8) | 1.3 (0.4) | 0.80 (0.3) | 0.72 (0.5) | 0.76 (0.4) | 14/15 |
| cma-bt-bbob Brockhoff | 0.96 (0.2) | 0.97 (0.1)↑1 | 1.2 (1.0) | 3.4 (6) | 2.3 (2) | 2.1 (2) | 2.0 (2) | 7/15 |
| d-CMA-ES Gissler | 0.89 (0.4) | 1.3 (2) | 1.00 (1.0) | 1.2 (0.5) | 0.99 (1.0) | 0.86 (0.4) | 0.90 (0.4) | 15/15 |
| default-CMA-ES Gissler | 0.86 (0.3) | 0.73 (0.1)↑1 | 0.87 (0.8) | 1.3 (0.8) | 0.86 (0.3) | 0.82 (0.4) | 0.79 (0.3) | 15/15 |
| dm-CMA-ES Gissler | 0.82 (0.2) | 0.43 (0.1)↑0 | 0.86 (0.9) | 1.5 (0.9) | 0.90 (0.3) | 0.81 (0.5) | 0.87 (0.4) | 15/15 |
| m-SDWOA Espinoza | 7.6 (3) | 5.3 (2) | 5.2 (8) | 48 (46) | ∞ | ∞ | ∞2e5 | 0/15 |
| s-CMA-ES Gissler | 0.85 (0.2) | 0.75 (0.4) | 0.75 (0.7) | 1.0 (0.4) | 0.65 (0.4) | 0.72 (0.5) | 0.92 (0.4) | 15/15 |
| sc-CMA-ES Gissler | 1.1 (0.5) | 1.0 (2) | 0.93 (0.8) | 1.2 (0.4) | 0.79 (0.3) | 0.96 (0.6) | 0.92 (0.5) | 15/15 |
| scd-CMA-ES Gissler | 0.97 (0.3) | 1.5 (2) | 0.75 (0.4) | 1.3 (0.4) | 0.75 (0.3) | 0.74 (0.6) | 0.89 (0.6) | 15/15 |
| scdm-CMA-ES Gissler | 1.1 (0.6) | 1.2 (2) | 0.71 (0.4)↑0 | 1.2 (0.5) | 0.77 (0.4) | 0.82 (0.6) | 0.83 (0.4) | 15/15 |
| sd-CMA-ES Gissler | 1.1 (0.3) | 0.79 (0.4) | 0.77 (0.4)↑1 | 1.2 (1) | 0.84 (0.5) | 0.76 (0.6) | 0.94 (0.4) | 15/15 |
| sdm-CMA-ES Gissler | 0.90 (0.3) | 1.1 (2) | 0.70 (0.8) | 1.0 (0.4) | 0.81 (0.3) | 0.86 (0.5) | 0.98 (0.4) | 15/15 |
| Δ fopt f19, 20-D |
1e1 1 |
1e0 1 |
1e-1 3.4e5 |
1e-2 4.7e6 |
1e-3 6.2e6 |
1e-5 6.7e6 |
1e-7 6.7e6 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 363 (268) | 2.8e6 (3e6) | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| DIRECT-REV Kudela | 1 (0) | 1 (0) | 2.2 (3) | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| E-WOA Espinoza | 824 (1622) | 2.9e6 (3e6) | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| I-DBDP-GL Kudela | 2109 (1259) | 4.7e5 (4e5) | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| WOA Espinoza | 417 (92) | 1.3e6 (2e6) | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| a-CMA-ES Gissler | 1 (0) | 1 (0) | 1.3 (0.8) | 0.53 (0.2)↑0 | 0.46 (0.2)↑1 | 0.47 (0.4) | 0.47 (0.4) | 13/15 |
| ad-CMA-ES Gissler | 1 (0) | 1 (0) | 1.5 (1) | 0.59 (0.1)↑1 | 1.2 (2) | 1.3 (2) | 1.3 (1) | 6/15 |
| adm-CMA-ES Gissler | 1 (0) | 1 (0) | 1.4 (1) | 0.48 (0.2)↑1 | 0.42 (0.1)↑1 | 0.41 (0.1)↑1 | 0.41 (0.1)↑1 | 14/15 |
| c-CMA-ES Gissler | 1 (0) | 1 (0) | 1.6 (0.6) | 0.71 (0.6) | 1.2 (0.7) | 1.3 (1) | 1.3 (1) | 6/15 |
| cd-CMA-ES Gissler | 1 (0) | 1 (0) | 1.8 (1) | 1.0 (0.8) | 2.9 (2) | 4.2 (6) | 4.2 (5) | 2/15 |
| cdm-CMA-ES Gissler | 1 (0) | 1 (0) | 1.4 (1) | 0.84 (0.7) | 2.2 (2) | 2.8 (3) | 2.8 (2) | 3/15 |
| cma-bp-bbob Brockhoff | 1 (0) | 1 (0) | 2.8 (3) | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| cma-bt-bbob Brockhoff | 1 (0) | 1 (0) | 8.5 (16) | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| d-CMA-ES Gissler | 1 (0) | 1 (0) | 1.5 (0.7) | 0.81 (0.6) | 0.91 (0.7) | 1.2 (0.7) | 1.2 (1.0) | 7/15 |
| default-CMA-ES Gissler | 1 (0) | 1 (0) | 1.1 (0.9) | 0.48 (0.2)↑0 | 0.54 (0.4) | 0.59 (0.4) | 0.59 (0.3) | 12/15 |
| dm-CMA-ES Gissler | 1 (0) | 1 (0) | 1.3 (1.0) | 0.53 (0.1)↑1 | 0.56 (0.3) | 0.59 (0.3) | 0.59 (0.5) | 11/15 |
| m-SDWOA Espinoza | 560 (214) | 7.9e4 (5e4) | 8.7 (8) | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| s-CMA-ES Gissler | 1 (0) | 1 (0) | 1.1 (0.9) | 0.55 (0.5) | 0.80 (0.4) | 0.76 (0.6) | 0.76 (0.6) | 8/15 |
| sc-CMA-ES Gissler | 1 (0) | 1 (0) | 1.6 (1) | 1.1 (1) | 1.4 (1) | 4.3 (7) | 4.3 (5) | 2/15 |
| scd-CMA-ES Gissler | 1 (0) | 1 (0) | 1.5 (0.8) | 1.2 (1.0) | 1.3 (0.8) | 1.8 (1) | 2.2 (2) | 3/15 |
| scdm-CMA-ES Gissler | 1 (0) | 1 (0) | 1.4 (0.8) | 0.74 (0.6) | 1.3 (1.0) | 2.9 (2) | 2.9 (4) | 3/15 |
| sd-CMA-ES Gissler | 1 (0) | 1 (0) | 1.6 (0.9) | 0.63 (0.2)↑1 | 0.79 (0.4) | 1.0 (1.0) | 1.4 (1) | 6/15 |
| sdm-CMA-ES Gissler | 1 (0) | 1 (0) | 1.3 (1) | 0.53 (0.1)↑1 | 0.66 (0.4) | 1.1 (0.9) | 1.3 (1) | 6/15 |
| Δ fopt f20, 20-D |
1e1 82 |
1e0 46150 |
1e-1 3.1e6 |
1e-2 5.5e6 |
1e-3 5.5e6 |
1e-5 5.6e6 |
1e-7 5.6e6 |
#succ 14/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 1.6 (0.7) | 99 (132) | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| DIRECT-REV Kudela | 0.89 (0)★↑0 | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| E-WOA Espinoza | 73 (28) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| I-DBDP-GL Kudela | 53 (35) | 1.9 (2) | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| WOA Espinoza | 249 (119) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| a-CMA-ES Gissler | 3.0 (1.0) | 3.5 (0.2) | 0.59 (0.3)↑1 | 1.4 (1) | 1.4 (1) | 1.4 (2) | 1.4 (1) | 6/15 |
| ad-CMA-ES Gissler | 3.5 (0.4) | 2.9 (1) | 7.1 (8) | ∞ | ∞ | ∞ | ∞3e6 | 0/15 |
| adm-CMA-ES Gissler | 3.7 (0.8) | 3.4 (1) | 0.55 (0.3)↑1 | 0.70 (0.8) | 0.70 (0.5) | 0.70 (0.5) | 0.70 (0.5) | 10/15 |
| c-CMA-ES Gissler | 4.1 (1) | 3.6 (1) | 3.3 (3) | 5.0 (6) | 5.0 (7) | 5.0 (6) | 4.9 (5) | 2/15 |
| cd-CMA-ES Gissler | 3.9 (1.0) | 3.1 (1) | ∞ | ∞ | ∞ | ∞ | ∞3e6 | 0/15 |
| cdm-CMA-ES Gissler | 4.4 (1) | 3.6 (1) | 2.1 (2) | 11 (14) | 10 (13) | 10 (9) | 10 (11) | 1/15 |
| cma-bp-bbob Brockhoff | 3.8 (0.7) | 5.5 (4) | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| cma-bt-bbob Brockhoff | 4.0 (2) | 6.2 (7) | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| d-CMA-ES Gissler | 4.1 (1) | 3.6 (3) | 3.5 (4) | 8.2 (10) | 8.2 (7) | 8.1 (10) | 8.0 (6) | 1/15 |
| default-CMA-ES Gissler | 3.8 (0.9) | 4.0 (1) | 1.0 (1) | 1.5 (1) | 1.5 (1) | 1.7 (2) | 1.7 (2) | 5/15 |
| dm-CMA-ES Gissler | 3.9 (1) | 4.8 (3) | 1.6 (2) | 5.1 (4) | 5.0 (7) | 5.0 (5) | 5.0 (4) | 2/15 |
| m-SDWOA Espinoza | 24 (8) | 31 (22) | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| s-CMA-ES Gissler | 4.0 (2) | 3.8 (1) | 1.3 (1) | 1.4 (1) | 1.4 (1) | 2.5 (2) | 3.3 (3) | 3/15 |
| sc-CMA-ES Gissler | 4.3 (1) | 3.6 (1) | 3.2 (4) | 10 (6) | 10 (9) | 10 (9) | 10 (15) | 1/15 |
| scd-CMA-ES Gissler | 5.0 (1) | 4.3 (1) | ∞ | ∞ | ∞ | ∞ | ∞3e6 | 0/15 |
| scdm-CMA-ES Gissler | 4.4 (1) | 3.6 (1) | 1.5 (1) | 3.3 (3) | 3.2 (6) | 3.2 (3) | 3.2 (4) | 3/15 |
| sd-CMA-ES Gissler | 4.8 (1) | 4.4 (3) | 15 (13) | ∞ | ∞ | ∞ | ∞3e6 | 0/15 |
| sdm-CMA-ES Gissler | 4.1 (2) | 4.3 (1) | 1.1 (0.7) | 1.8 (1) | 1.8 (2) | 1.8 (2) | 1.7 (3) | 5/15 |
| Δ fopt f21, 20-D |
1e1 561 |
1e0 6541 |
1e-1 14103 |
1e-2 14318 |
1e-3 14643 |
1e-5 15567 |
1e-7 17589 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 3.3 (5) | 12 (14) | 18 (21) | 25 (38) | 52 (92) | 79 (84) | ∞1e6 | 0/15 |
| DIRECT-REV Kudela | 3.5 (3) | 25 (29) | 20 (36) | 20 (39) | 20 (35) | 51 (72) | ∞1e6 | 0/15 |
| E-WOA Espinoza | 156 (226) | 131 (133) | 203 (216) | 201 (126) | 198 (195) | ∞ | ∞2e5 | 0/15 |
| I-DBDP-GL Kudela | 8.4 (4) | 42 (77) | 71 (80) | 72 (75) | 72 (73) | 73 (103) | 70 (57) | 8/15 |
| WOA Espinoza | 559 (544) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| a-CMA-ES Gissler | 2.9 (4) | 76 (122) | 96 (162) | 95 (92) | 93 (108) | 88 (111) | 78 (114) | 7/15 |
| ad-CMA-ES Gissler | 7.4 (10) | 52 (79) | 44 (42) | 44 (59) | 43 (61) | 41 (73) | 36 (53) | 10/15 |
| adm-CMA-ES Gissler | 4.2 (4) | 123 (190) | 168 (288) | 165 (208) | 161 (217) | 152 (279) | 135 (136) | 5/15 |
| c-CMA-ES Gissler | 3.2 (5) | 86 (142) | 89 (113) | 88 (114) | 86 (91) | 81 (102) | 72 (108) | 7/15 |
| cd-CMA-ES Gissler | 5.7 (5) | 147 (320) | 124 (100) | 123 (141) | 120 (155) | 114 (165) | 101 (151) | 6/15 |
| cdm-CMA-ES Gissler | 18 (13) | 208 (309) | 229 (328) | 225 (266) | 220 (397) | 207 (168) | 184 (349) | 4/15 |
| cma-bp-bbob Brockhoff | 1.4 (1) | 30 (46) | 29 (57) | 29 (21) | 28 (45) | 26 (36) | 23 (40) | 5/15 |
| cma-bt-bbob Brockhoff | 7.9 (24) | 45 (46) | 40 (57) | 39 (73) | 38 (28) | 36 (42) | 32 (49) | 4/15 |
| d-CMA-ES Gissler | 5.3 (5) | 83 (123) | 152 (224) | 149 (258) | 146 (237) | 138 (121) | 122 (105) | 5/15 |
| default-CMA-ES Gissler | 1.6 (4) | 115 (203) | 74 (82) | 73 (83) | 71 (135) | 67 (78) | 60 (91) | 8/15 |
| dm-CMA-ES Gissler | 5.0 (11) | 92 (136) | 125 (125) | 123 (204) | 120 (197) | 113 (261) | 100 (67) | 6/15 |
| m-SDWOA Espinoza | 33 (4) | 63 (84) | 58 (74) | 57 (115) | 57 (79) | 55 (61) | 51 (60) | 3/15 |
| s-CMA-ES Gissler | 4.2 (5) | 194 (253) | 213 (385) | 209 (265) | 205 (189) | 193 (191) | 171 (260) | 4/15 |
| sc-CMA-ES Gissler | 64 (78) | 152 (333) | 159 (168) | 156 (168) | 153 (150) | 144 (142) | 128 (153) | 5/15 |
| scd-CMA-ES Gissler | 2.6 (5) | 90 (165) | 118 (156) | 116 (166) | 114 (145) | 107 (135) | 95 (105) | 6/15 |
| scdm-CMA-ES Gissler | 96 (23) | 178 (188) | 229 (409) | 226 (264) | 221 (318) | 208 (167) | 184 (200) | 4/15 |
| sd-CMA-ES Gissler | 8.0 (12) | 130 (193) | 97 (97) | 95 (166) | 93 (97) | 88 (101) | 78 (109) | 7/15 |
| sdm-CMA-ES Gissler | 18 (23) | 202 (306) | 226 (226) | 223 (262) | 218 (297) | 205 (303) | 181 (262) | 4/15 |
| Δ fopt f22, 20-D |
1e1 467 |
1e0 5580 |
1e-1 23491 |
1e-2 24163 |
1e-3 24948 |
1e-5 26847 |
1e-7 1.3e5 |
#succ 12/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 3.3 (4) | 49 (87) | 596 (596) | 580 (962) | ∞ | ∞ | ∞1e6 | 0/15 |
| DIRECT-REV Kudela | 2.9 (3) | 142 (166) | 292 (461) | 284 (469) | 561 (571) | ∞ | ∞1e6 | 0/15 |
| E-WOA Espinoza | 87 (217) | 60 (102) | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| I-DBDP-GL Kudela | 10 (8) | 46 (90) | 600 (596) | 590 (383) | 576 (501) | 558 (522) | ∞1e6 | 0/15 |
| WOA Espinoza | 406 (428) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| a-CMA-ES Gissler | 106 (389) | 174 (218) | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| ad-CMA-ES Gissler | 8.5 (13) | 109 (128) | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| adm-CMA-ES Gissler | 9.3 (23) | 134 (208) | 844 (1064) | 821 (964) | 795 (973) | 739 (826) | 147 (184) | 1/15 |
| c-CMA-ES Gissler | 26 (13) | 121 (165) | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| cd-CMA-ES Gissler | 10 (6) | 172 (336) | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| cdm-CMA-ES Gissler | 8.8 (14) | 167 (185) | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| cma-bp-bbob Brockhoff | 16 (28) | 42 (54) | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| cma-bt-bbob Brockhoff | 33 (6) | 57 (64) | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| d-CMA-ES Gissler | 185 (106) | 148 (264) | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| default-CMA-ES Gissler | 171 (24) | 141 (244) | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| dm-CMA-ES Gissler | 3.2 (6) | 208 (461) | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| m-SDWOA Espinoza | 77 (216) | 145 (170) | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| s-CMA-ES Gissler | 1.4 (0.3) | 140 (290) | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| sc-CMA-ES Gissler | 104 (14) | 192 (301) | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| scd-CMA-ES Gissler | 8.4 (14) | 141 (193) | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| scdm-CMA-ES Gissler | 7.1 (14) | 222 (219) | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| sd-CMA-ES Gissler | 43 (5) | 180 (333) | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| sdm-CMA-ES Gissler | 45 (27) | 297 (316) | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| Δ fopt f23, 20-D |
1e1 3.0 |
1e0 1614 |
1e-1 67457 |
1e-2 3.7e5 |
1e-3 4.9e5 |
1e-5 8.1e5 |
1e-7 8.4e5 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | 4.5 (7) | 192 (419) | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| DIRECT-REV Kudela | 6.9 (12) | 124 (310) | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| E-WOA Espinoza | 2.3 (2) | 879 (1175) | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| I-DBDP-GL Kudela | 2.1 (2) | 29 (8) | 4.5 (2) | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| WOA Espinoza | 2.3 (2) | 830 (1270) | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| a-CMA-ES Gissler | 2.1 (2) | 4.6 (0.6) | 0.58 (0.5) | 1.3 (0.5) | 4.2 (6) | 2.6 (4) | 2.5 (4) | 11/15 |
| ad-CMA-ES Gissler | 2.4 (3) | 5.5 (4) | 0.49 (0.3)↑1 | 3.2 (8) | 23 (37) | 14 (12) | 14 (12) | 4/15 |
| adm-CMA-ES Gissler | 1.5 (2) | 4.3 (5) | 0.64 (0.8) | 0.51 (0.4) | 5.0 (8) | 3.1 (3) | 3.0 (3) | 10/15 |
| c-CMA-ES Gissler | 2.2 (2) | 1668 (2480) | 164 (223) | ∞ | ∞ | ∞ | ∞4e6 | 0/15 |
| cd-CMA-ES Gissler | 2.0 (2) | 1339 (2482) | 69 (104) | 153 (164) | ∞ | ∞ | ∞4e6 | 0/15 |
| cdm-CMA-ES Gissler | 1.8 (2) | 1383 (3103) | 94 (148) | ∞ | ∞ | ∞ | ∞4e6 | 0/15 |
| cma-bp-bbob Brockhoff | 1.6 (2) | 22 (20) | 1.8 (2) | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| cma-bt-bbob Brockhoff | 2.3 (4) | 90 (77) | 5.4 (7) | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| d-CMA-ES Gissler | 2.0 (2) | 402 (1247) | 69 (89) | ∞ | ∞ | ∞ | ∞4e6 | 0/15 |
| default-CMA-ES Gissler | 1.9 (2) | 1924 (2491) | 90 (104) | 154 (153) | 115 (174) | ∞ | ∞4e6 | 0/15 |
| dm-CMA-ES Gissler | 2.6 (2) | 1666 (1866) | 164 (237) | ∞ | ∞ | ∞ | ∞4e6 | 0/15 |
| m-SDWOA Espinoza | 2.3 (2) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| s-CMA-ES Gissler | 1.7 (2) | 1695 (2482) | 70 (74) | 72 (107) | ∞ | ∞ | ∞4e6 | 0/15 |
| sc-CMA-ES Gissler | 1.4 (2) | 401 (1240) | 69 (90) | ∞ | ∞ | ∞ | ∞4e6 | 0/15 |
| scd-CMA-ES Gissler | 1.3 (1) | 391 (1241) | 53 (89) | ∞ | ∞ | ∞ | ∞4e6 | 0/15 |
| scdm-CMA-ES Gissler | 2.3 (2) | 208 (76) | 44 (75) | 75 (102) | 56 (74) | 34 (33) | 33 (50) | 2/15 |
| sd-CMA-ES Gissler | 1.8 (2) | 911 (2481) | 119 (134) | 154 (156) | ∞ | ∞ | ∞4e6 | 0/15 |
| sdm-CMA-ES Gissler | 2.7 (3) | 1349 (2481) | 95 (76) | 74 (90) | 116 (160) | 70 (68) | 68 (53) | 1/15 |
| Δ fopt f24, 20-D |
1e1 1.3e6 |
1e0 7.5e6 |
1e-1 5.2e7 |
1e-2 5.2e7 |
1e-3 5.2e7 |
1e-5 5.2e7 |
1e-7 5.2e7 |
#succ 3/15 |
|---|---|---|---|---|---|---|---|---|
| BIRMIN Kudela | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| DIRECT-REV Kudela | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| E-WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| I-DBDP-GL Kudela | 11 (14) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| a-CMA-ES Gissler | 3.1 (4) | 3.8 (4) | 1.1 (1.0) | 1.1 (2) | 1.1 (1) | 1.1 (0.6) | 1.1 (0.9) | 1/15 |
| ad-CMA-ES Gissler | 1.8 (3) | 0.41 (0.5) | 0.38 (0.4) | 0.38 (0.4) | 0.38 (0.4) | 0.58 (0.6) | 0.58 (0.5) | 2/15 |
| adm-CMA-ES Gissler | 20 (29) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e6 | 0/15 |
| c-CMA-ES Gissler | 20 (22) | 7.6 (8) | ∞ | ∞ | ∞ | ∞ | ∞4e6 | 0/15 |
| cd-CMA-ES Gissler | 2.5 (3) | 0.96 (2) | 1.1 (1) | 1.1 (0.9) | 1.1 (0.7) | 1.1 (1) | 1.1 (1) | 1/15 |
| cdm-CMA-ES Gissler | 19 (39) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e6 | 0/15 |
| cma-bp-bbob Brockhoff | 0.50 (0.7) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| cma-bt-bbob Brockhoff | 0.37 (0.4) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| d-CMA-ES Gissler | 4.3 (6) | 1.0 (1) | ∞ | ∞ | ∞ | ∞ | ∞4e6 | 0/15 |
| default-CMA-ES Gissler | 4.5 (3) | 7.6 (12) | ∞ | ∞ | ∞ | ∞ | ∞4e6 | 0/15 |
| dm-CMA-ES Gissler | 8.3 (16) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e6 | 0/15 |
| m-SDWOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| s-CMA-ES Gissler | 19 (24) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e6 | 0/15 |
| sc-CMA-ES Gissler | 42 (64) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e6 | 0/15 |
| scd-CMA-ES Gissler | 7.1 (9) | 2.4 (3) | ∞ | ∞ | ∞ | ∞ | ∞4e6 | 0/15 |
| scdm-CMA-ES Gissler | 42 (49) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e6 | 0/15 |
| sd-CMA-ES Gissler | 1.3 (2) | 0.41 (0.3) | ∞ | ∞ | ∞ | ∞ | ∞4e6 | 0/15 |
| sdm-CMA-ES Gissler | 12 (10) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e6 | 0/15 |
Previous dimension | Dimension = 40 | First dimension
| Δ fopt f1, 40-D |
1e1 83 |
1e0 83 |
1e-1 83 |
1e-2 83 |
1e-3 83 |
1e-5 83 |
1e-7 83 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| E-WOA Espinoza | 231 (57) | 614 (115) | 1214 (180) | 1997 (315) | 3435 (826) | ∞ | ∞4e5 | 0/15 |
| WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| a-CMA-ES Gissler | 7.0 (0.5)★ | 12 (0.5)★2 | 17 (0.6)★2 | 22 (0.7)★3 | 27 (0.9)★3 | 38 (1)★4 | 48 (1)★4 | 15/15 |
| ad-CMA-ES Gissler | 7.9 (0.9) | 14 (0.7) | 19 (1) | 25 (0.9) | 31 (1) | 42 (1) | 54 (1) | 15/15 |
| adm-CMA-ES Gissler | 8.0 (0.6) | 14 (1) | 20 (0.8) | 25 (0.6) | 31 (1) | 43 (1) | 55 (1) | 15/15 |
| c-CMA-ES Gissler | 8.2 (1) | 14 (1) | 20 (1) | 26 (1) | 32 (1) | 45 (2) | 57 (2) | 15/15 |
| cd-CMA-ES Gissler | 9.2 (0.6) | 16 (1.0) | 23 (0.9) | 30 (1) | 37 (1) | 51 (2) | 65 (2) | 15/15 |
| cdm-CMA-ES Gissler | 9.1 (1) | 16 (1.0) | 22 (0.8) | 30 (1) | 36 (1.0) | 50 (2) | 64 (1) | 15/15 |
| d-CMA-ES Gissler | 9.2 (0.7) | 16 (1) | 23 (2) | 29 (2) | 36 (2) | 50 (2) | 63 (2) | 15/15 |
| default-CMA-ES Gissler | 8.5 (1) | 14 (1) | 21 (1) | 27 (2) | 33 (2) | 45 (2) | 57 (2) | 15/15 |
| dm-CMA-ES Gissler | 8.9 (0.9) | 16 (1) | 22 (1.0) | 29 (1) | 36 (1) | 49 (1) | 63 (2) | 15/15 |
| m-SDWOA Espinoza | 127 (29) | 275 (58) | 443 (101) | 629 (150) | 1608 (2469) | 1.1e4 (1e4) | 1.5e4 (1e4) | 4/15 |
| s-CMA-ES Gissler | 10 (3) | 16 (4) | 22 (3) | 29 (3) | 36 (4) | 50 (5) | 65 (6) | 15/15 |
| sc-CMA-ES Gissler | 9.1 (2) | 17 (3) | 24 (4) | 31 (4) | 38 (5) | 52 (5) | 66 (6) | 15/15 |
| scd-CMA-ES Gissler | 10 (3) | 18 (4) | 25 (4) | 32 (5) | 40 (4) | 54 (5) | 68 (6) | 15/15 |
| scdm-CMA-ES Gissler | 10 (2) | 17 (3) | 25 (3) | 32 (2) | 39 (4) | 53 (5) | 67 (6) | 15/15 |
| sd-CMA-ES Gissler | 10 (3) | 18 (4) | 25 (4) | 31 (4) | 39 (5) | 53 (6) | 67 (6) | 15/15 |
| sdm-CMA-ES Gissler | 10 (2) | 16 (3) | 24 (4) | 31 (4) | 38 (5) | 53 (4) | 68 (6) | 15/15 |
| Δ fopt f2, 40-D |
1e1 796 |
1e0 797 |
1e-1 799 |
1e-2 799 |
1e-3 800 |
1e-5 802 |
1e-7 804 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| E-WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| a-CMA-ES Gissler | 41 (3) | 48 (3) | 53 (4) | 58 (4) | 60 (3) | 63 (2) | 65 (1) | 15/15 |
| ad-CMA-ES Gissler | 39 (3) | 47 (3) | 52 (2) | 57 (3) | 61 (3) | 64 (1.0) | 65 (1) | 15/15 |
| adm-CMA-ES Gissler | 39 (3) | 47 (4) | 52 (4) | 56 (2) | 60 (3) | 63 (3) | 65 (2) | 15/15 |
| c-CMA-ES Gissler | 61 (7) | 70 (8) | 76 (5) | 80 (5) | 84 (6) | 89 (5) | 94 (5) | 15/15 |
| cd-CMA-ES Gissler | 61 (4) | 71 (6) | 77 (5) | 81 (4) | 85 (4) | 90 (4) | 93 (3) | 15/15 |
| cdm-CMA-ES Gissler | 59 (5) | 69 (5) | 76 (4) | 80 (4) | 85 (4) | 90 (4) | 93 (4) | 15/15 |
| d-CMA-ES Gissler | 40 (3) | 47 (3) | 52 (3) | 56 (2) | 59 (4) | 62 (2) | 64 (2) | 15/15 |
| default-CMA-ES Gissler | 39 (4) | 46 (4) | 51 (4) | 54 (4) | 58 (4) | 62 (3) | 64 (2) | 15/15 |
| dm-CMA-ES Gissler | 39 (4) | 46 (3) | 51 (2) | 55 (2) | 58 (2) | 62 (3) | 63 (2) | 15/15 |
| m-SDWOA Espinoza | 276 (260) | 548 (634) | 700 (1125) | 1150 (1880) | 1547 (1628) | 3468 (3977) | 7244 (9206) | 0/15 |
| s-CMA-ES Gissler | 46 (10) | 59 (8) | 67 (9) | 72 (8) | 75 (5) | 79 (4) | 81 (4) | 15/15 |
| sc-CMA-ES Gissler | 69 (10) | 80 (12) | 90 (7) | 97 (7) | 102 (9) | 111 (7) | 116 (6) | 15/15 |
| scd-CMA-ES Gissler | 72 (9) | 84 (8) | 92 (7) | 99 (8) | 106 (8) | 112 (8) | 116 (6) | 15/15 |
| scdm-CMA-ES Gissler | 69 (9) | 82 (9) | 92 (8) | 98 (7) | 104 (6) | 111 (4) | 116 (4) | 15/15 |
| sd-CMA-ES Gissler | 50 (4) | 59 (7) | 66 (7) | 72 (6) | 76 (5) | 79 (4) | 81 (4) | 15/15 |
| sdm-CMA-ES Gissler | 48 (8) | 60 (8) | 66 (10) | 72 (8) | 76 (9) | 80 (7) | 82 (4) | 15/15 |
| Δ fopt f3, 40-D |
1e1 15526 |
1e0 15602 |
1e-1 15612 |
1e-2 15641 |
1e-3 15646 |
1e-5 15651 |
1e-7 15656 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| E-WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| a-CMA-ES Gissler | 173 (233) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞7e6 | 0/15 |
| ad-CMA-ES Gissler | 866 (1330) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞5e6 | 0/15 |
| adm-CMA-ES Gissler | 183 (240) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞7e6 | 0/15 |
| c-CMA-ES Gissler | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞6e6 | 0/15 |
| cd-CMA-ES Gissler | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞5e6 | 0/15 |
| cdm-CMA-ES Gissler | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| d-CMA-ES Gissler | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞5e6 | 0/15 |
| default-CMA-ES Gissler | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞5e6 | 0/15 |
| dm-CMA-ES Gissler | 463 (372) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| m-SDWOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| s-CMA-ES Gissler | 2322 (2595) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞6e6 | 0/15 |
| sc-CMA-ES Gissler | 5044 (4919) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞6e6 | 0/15 |
| scd-CMA-ES Gissler | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞5e6 | 0/15 |
| scdm-CMA-ES Gissler | 694 (721) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞7e5 | 0/15 |
| sd-CMA-ES Gissler | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞5e6 | 0/15 |
| sdm-CMA-ES Gissler | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞7e5 | 0/15 |
| Δ fopt f4, 40-D |
1e1 15536 |
1e0 15601 |
1e-1 15659 |
1e-2 15678 |
1e-3 15703 |
1e-5 15733 |
1e-7 2.8e5 |
#succ 6/15 |
|---|---|---|---|---|---|---|---|---|
| E-WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| a-CMA-ES Gissler | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞6e6 | 0/15 |
| ad-CMA-ES Gissler | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞5e6 | 0/15 |
| adm-CMA-ES Gissler | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞7e6 | 0/15 |
| c-CMA-ES Gissler | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞6e6 | 0/15 |
| cd-CMA-ES Gissler | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞5e6 | 0/15 |
| cdm-CMA-ES Gissler | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞6e6 | 0/15 |
| d-CMA-ES Gissler | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞5e6 | 0/15 |
| default-CMA-ES Gissler | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞5e6 | 0/15 |
| dm-CMA-ES Gissler | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞6e6 | 0/15 |
| m-SDWOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| s-CMA-ES Gissler | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞5e6 | 0/15 |
| sc-CMA-ES Gissler | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞5e6 | 0/15 |
| scd-CMA-ES Gissler | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞5e6 | 0/15 |
| scdm-CMA-ES Gissler | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞6e6 | 0/15 |
| sd-CMA-ES Gissler | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞5e6 | 0/15 |
| sdm-CMA-ES Gissler | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞6e6 | 0/15 |
| Δ fopt f5, 40-D |
1e1 98 |
1e0 116 |
1e-1 120 |
1e-2 121 |
1e-3 121 |
1e-5 121 |
1e-7 121 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| E-WOA Espinoza | 1.2e4 (1e4) | 2.3e4 (2e4) | 2.3e4 (4e4) | 2.3e4 (3e4) | 2.3e4 (2e4) | 2.3e4 (2e4) | 2.3e4 (2e4) | 2/15 |
| WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| a-CMA-ES Gissler | 4.9 (0.8) | 4.6 (0.8) | 4.6 (0.7) | 4.6 (0.7) | 4.6 (0.7) | 4.6 (0.7) | 4.6 (0.7) | 15/15 |
| ad-CMA-ES Gissler | 4.8 (1.0) | 4.5 (0.7) | 4.5 (0.7) | 4.4 (0.7) | 4.4 (0.7) | 4.4 (0.7) | 4.4 (0.7) | 15/15 |
| adm-CMA-ES Gissler | 4.6 (0.8) | 4.3 (0.7) | 4.3 (0.6) | 4.3 (0.6) | 4.3 (0.6) | 4.3 (0.6) | 4.3 (0.6) | 15/15 |
| c-CMA-ES Gissler | 5.2 (0.6) | 5.0 (0.5) | 5.0 (0.6) | 4.9 (0.6) | 4.9 (0.6) | 4.9 (0.6) | 4.9 (0.6) | 15/15 |
| cd-CMA-ES Gissler | 5.0 (0.8) | 4.9 (0.8) | 5.0 (0.5) | 4.9 (0.5) | 4.9 (0.5) | 4.9 (0.5) | 4.9 (0.5) | 15/15 |
| cdm-CMA-ES Gissler | 5.0 (0.7) | 4.9 (0.6) | 4.8 (0.6) | 4.9 (0.5) | 4.9 (0.5) | 4.9 (0.5) | 4.9 (0.5) | 15/15 |
| d-CMA-ES Gissler | 4.6 (0.5) | 4.4 (0.8) | 4.5 (0.7) | 4.5 (0.7) | 4.5 (0.7) | 4.5 (0.7) | 4.5 (0.7) | 15/15 |
| default-CMA-ES Gissler | 4.6 (0.7) | 4.4 (0.4) | 4.3 (0.4) | 4.2 (0.4) | 4.2 (0.4) | 4.2 (0.4) | 4.2 (0.4) | 15/15 |
| dm-CMA-ES Gissler | 4.4 (0.7) | 4.3 (0.4) | 4.2 (0.4) | 4.2 (0.4) | 4.2 (0.4) | 4.2 (0.4) | 4.2 (0.4) | 15/15 |
| m-SDWOA Espinoza | 271 (18) | 366 (16) | 480 (24) | 602 (26) | 732 (31) | 984 (39) | 1237 (38) | 15/15 |
| s-CMA-ES Gissler | 3.9 (0.8) | 3.8 (0.7) | 3.7 (0.7) | 3.7 (0.7) | 3.7 (0.7) | 3.7 (0.7) | 3.7 (0.7) | 15/15 |
| sc-CMA-ES Gissler | 4.6 (1.0) | 4.6 (0.7) | 4.6 (0.5) | 4.6 (0.9) | 4.6 (0.9) | 4.6 (0.9) | 4.6 (0.9) | 15/15 |
| scd-CMA-ES Gissler | 4.6 (0.9) | 4.7 (0.7) | 4.8 (0.7) | 4.7 (0.7) | 4.7 (0.7) | 4.7 (0.7) | 4.7 (0.7) | 15/15 |
| scdm-CMA-ES Gissler | 4.8 (0.8) | 4.8 (0.7) | 4.9 (0.7) | 5.0 (0.7) | 5.0 (0.7) | 5.0 (0.7) | 5.0 (0.7) | 15/15 |
| sd-CMA-ES Gissler | 4.2 (0.7) | 4.1 (0.6) | 4.1 (0.6) | 4.1 (0.6) | 4.1 (0.6) | 4.1 (0.6) | 4.1 (0.6) | 15/15 |
| sdm-CMA-ES Gissler | 4.2 (0.7) | 4.1 (0.6) | 4.0 (0.5) | 4.0 (0.5) | 4.0 (0.5) | 4.0 (0.5) | 4.0 (0.5) | 15/15 |
| Δ fopt f6, 40-D |
1e1 3507 |
1e0 5523 |
1e-1 7168 |
1e-2 9470 |
1e-3 11538 |
1e-5 15007 |
1e-7 19222 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| E-WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| a-CMA-ES Gissler | 1.3 (0.2) | 1.3 (0.2) | 1.3 (0.2) | 1.2 (0.2) | 1.2 (0.2) | 1.3 (0.2) | 1.4 (0.2) | 15/15 |
| ad-CMA-ES Gissler | 1.3 (0.2) | 1.2 (0.2) | 1.3 (0.1) | 1.3 (0.1) | 1.3 (0.2) | 1.4 (0.2) | 1.4 (0.3) | 15/15 |
| adm-CMA-ES Gissler | 1.3 (0.2) | 1.2 (0.1) | 1.3 (0.2) | 1.2 (0.2) | 1.2 (0.1) | 1.4 (0.2) | 1.4 (0.1) | 15/15 |
| c-CMA-ES Gissler | 1.4 (0.2) | 1.3 (0.1) | 1.3 (0.1) | 1.2 (0.1) | 1.2 (0.1) | 1.2 (0.1) | 1.2 (0.1) | 15/15 |
| cd-CMA-ES Gissler | 1.5 (0.2) | 1.4 (0.1) | 1.3 (0.1) | 1.3 (0.1) | 1.2 (0.1) | 1.2 (0.1) | 1.1 (0.0) | 15/15 |
| cdm-CMA-ES Gissler | 1.5 (0.3) | 1.4 (0.2) | 1.4 (0.1) | 1.3 (0.1) | 1.2 (0.1) | 1.2 (0.1) | 1.2 (0.1) | 15/15 |
| d-CMA-ES Gissler | 1.5 (0.2) | 1.3 (0.1) | 1.3 (0.1) | 1.3 (0.1) | 1.2 (0.1) | 1.2 (0.1) | 1.2 (0.1) | 15/15 |
| default-CMA-ES Gissler | 1.5 (0.2) | 1.4 (0.1) | 1.4 (0.1) | 1.3 (0.1) | 1.2 (0.1) | 1.3 (0.1) | 1.2 (0.1) | 15/15 |
| dm-CMA-ES Gissler | 1.5 (0.1) | 1.4 (0.1) | 1.4 (0.1) | 1.3 (0.1) | 1.3 (0.1) | 1.3 (0.1) | 1.3 (0.1) | 15/15 |
| m-SDWOA Espinoza | 26 (5) | 35 (13) | 55 (29) | 86 (98) | 519 (416) | ∞ | ∞4e5 | 0/15 |
| s-CMA-ES Gissler | 1.5 (0.2) | 1.4 (0.2) | 1.5 (0.2) | 1.5 (0.4) | 1.5 (0.4) | 1.7 (0.6) | 3.0 (5) | 15/15 |
| sc-CMA-ES Gissler | 1.5 (0.3) | 1.3 (0.2) | 1.3 (0.1) | 1.2 (0.1) | 1.2 (0.1) | 1.2 (0.1) | 1.2 (0.1) | 15/15 |
| scd-CMA-ES Gissler | 1.4 (0.3) | 1.3 (0.3) | 1.3 (0.2) | 1.2 (0.1) | 1.2 (0.1) | 1.2 (0.1) | 1.2 (0.1) | 15/15 |
| scdm-CMA-ES Gissler | 1.5 (0.3) | 1.4 (0.2) | 1.3 (0.2) | 1.2 (0.2) | 1.2 (0.1) | 1.2 (0.1) | 1.2 (0.1) | 15/15 |
| sd-CMA-ES Gissler | 1.4 (0.2) | 1.4 (0.2) | 1.5 (0.2) | 1.5 (0.4) | 1.7 (0.6) | 3.6 (2) | 5.8 (9) | 15/15 |
| sdm-CMA-ES Gissler | 1.4 (0.2) | 1.3 (0.1) | 1.4 (0.2) | 1.4 (0.2) | 1.5 (0.3) | 3.4 (0.5) | 3.2 (0.9) | 15/15 |
| Δ fopt f7, 40-D |
1e1 10698 |
1e0 17839 |
1e-1 41037 |
1e-2 66294 |
1e-3 66294 |
1e-5 66294 |
1e-7 68145 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| E-WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| a-CMA-ES Gissler | 1.0 (0.5) | 4.1 (1) | 1.9 (0.5) | 1.2 (0.3) | 1.2 (0.3) | 1.2 (0.3) | 1.2 (0.3) | 15/15 |
| ad-CMA-ES Gissler | 1.1 (0.4) | 3.7 (1) | 1.8 (0.5) | 1.2 (0.3) | 1.2 (0.3) | 1.2 (0.3) | 1.2 (0.3) | 15/15 |
| adm-CMA-ES Gissler | 1.4 (0.6) | 3.4 (1) | 1.7 (0.5) | 1.2 (0.3) | 1.2 (0.3) | 1.2 (0.3) | 1.1 (0.3) | 15/15 |
| c-CMA-ES Gissler | 1.2 (0.8) | 4.5 (1) | 2.3 (0.1) | 1.5 (0.1) | 1.5 (0.1) | 1.5 (0.1) | 1.5 (0.1) | 15/15 |
| cd-CMA-ES Gissler | 1.2 (1.0) | 4.1 (1) | 2.1 (0.6) | 1.4 (0.4) | 1.4 (0.4) | 1.4 (0.4) | 1.4 (0.4) | 15/15 |
| cdm-CMA-ES Gissler | 0.97 (0.9) | 4.0 (1) | 2.1 (0.6) | 1.4 (0.4) | 1.4 (0.4) | 1.4 (0.4) | 1.3 (0.4) | 15/15 |
| d-CMA-ES Gissler | 1.1 (0.9) | 3.3 (1) | 1.6 (0.6) | 1.1 (0.4) | 1.1 (0.4) | 1.1 (0.4) | 1.0 (0.4) | 15/15 |
| default-CMA-ES Gissler | 1.1 (0.8) | 3.7 (1) | 2.0 (0.5) | 1.3 (0.3) | 1.3 (0.3) | 1.3 (0.3) | 1.3 (0.3) | 15/15 |
| dm-CMA-ES Gissler | 0.86 (0.4) | 3.6 (1) | 1.9 (0.6) | 1.2 (0.4) | 1.2 (0.4) | 1.2 (0.4) | 1.2 (0.4) | 15/15 |
| m-SDWOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| s-CMA-ES Gissler | 1.1 (0.8) | 3.9 (1) | 1.9 (0.6) | 1.2 (0.4) | 1.2 (0.4) | 1.2 (0.4) | 1.2 (0.4) | 15/15 |
| sc-CMA-ES Gissler | 1.5 (0.7) | 4.0 (1) | 2.0 (0.6) | 1.3 (0.4) | 1.3 (0.4) | 1.3 (0.4) | 1.3 (0.4) | 15/15 |
| scd-CMA-ES Gissler | 1.3 (0.7) | 4.3 (1) | 2.2 (0.6) | 1.5 (0.4) | 1.5 (0.4) | 1.5 (0.4) | 1.4 (0.4) | 15/15 |
| scdm-CMA-ES Gissler | 1.6 (2) | 4.4 (1) | 2.1 (0.2) | 1.4 (0.1) | 1.4 (0.1) | 1.4 (0.1) | 1.4 (0.1) | 15/15 |
| sd-CMA-ES Gissler | 1.5 (2) | 3.6 (1) | 1.8 (0.6) | 1.2 (0.4) | 1.2 (0.4) | 1.2 (0.4) | 1.2 (0.4) | 15/15 |
| sdm-CMA-ES Gissler | 1.6 (0.6) | 3.3 (1) | 1.9 (0.6) | 1.2 (0.4) | 1.2 (0.4) | 1.2 (0.4) | 1.2 (0.4) | 15/15 |
| Δ fopt f8, 40-D |
1e1 7080 |
1e0 10655 |
1e-1 11012 |
1e-2 11265 |
1e-3 11430 |
1e-5 11701 |
1e-7 11969 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| E-WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| a-CMA-ES Gissler | 5.6 (0.5) | 5.4 (0.4) | 5.5 (0.4) | 5.5 (0.4) | 5.5 (0.4) | 5.5 (0.4) | 5.5 (0.4) | 15/15 |
| ad-CMA-ES Gissler | 5.8 (0.6) | 6.9 (4) | 7.0 (4) | 7.0 (4) | 7.0 (4) | 6.9 (4) | 6.9 (4) | 15/15 |
| adm-CMA-ES Gissler | 5.6 (0.3) | 6.1 (0.3) | 6.2 (0.3) | 6.2 (0.3) | 6.2 (0.3) | 6.2 (0.3) | 6.2 (0.3) | 15/15 |
| c-CMA-ES Gissler | 10 (2) | 10 (8) | 11 (8) | 11 (8) | 11 (8) | 11 (8) | 11 (7) | 15/15 |
| cd-CMA-ES Gissler | 10 (0.6) | 11 (6) | 11 (6) | 12 (6) | 12 (6) | 12 (6) | 12 (6) | 15/15 |
| cdm-CMA-ES Gissler | 10 (1) | 10 (0.7) | 11 (0.7) | 11 (0.7) | 11 (0.7) | 11 (0.6) | 11 (0.6) | 15/15 |
| d-CMA-ES Gissler | 5.6 (0.2) | 5.0 (0.1) | 5.1 (0.1) | 5.1 (0.1) | 5.2 (0.1) | 5.2 (0.1) | 5.2 (0.1) | 15/15 |
| default-CMA-ES Gissler | 5.5 (0.4) | 4.9 (0.2) | 5.1 (0.3) | 5.1 (0.2) | 5.1 (0.2) | 5.1 (0.2) | 5.1 (0.2) | 15/15 |
| dm-CMA-ES Gissler | 5.7 (0.5) | 5.4 (0.4) | 5.6 (0.4) | 5.6 (0.3) | 5.6 (0.3) | 5.6 (0.3) | 5.6 (0.3) | 15/15 |
| m-SDWOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| s-CMA-ES Gissler | 7.2 (1) | 7.3 (4) | 7.5 (4) | 7.5 (4) | 7.5 (4) | 7.5 (4) | 7.4 (4) | 15/15 |
| sc-CMA-ES Gissler | 11 (0.7) | 10 (0.6) | 10 (0.6) | 11 (0.6) | 11 (0.5) | 11 (0.6) | 11 (0.5) | 15/15 |
| scd-CMA-ES Gissler | 12 (0.8) | 12 (6) | 13 (6) | 13 (6) | 13 (6) | 13 (6) | 13 (6) | 15/15 |
| scdm-CMA-ES Gissler | 12 (1) | 12 (7) | 13 (6) | 13 (6) | 13 (6) | 13 (6) | 13 (6) | 15/15 |
| sd-CMA-ES Gissler | 7.1 (0.7) | 7.2 (4) | 7.4 (4) | 7.4 (4) | 7.4 (4) | 7.4 (4) | 7.3 (3) | 15/15 |
| sdm-CMA-ES Gissler | 7.4 (0.8) | 6.5 (0.5) | 6.7 (0.5) | 6.7 (0.5) | 6.7 (0.5) | 6.7 (0.5) | 6.7 (0.5) | 15/15 |
| Δ fopt f9, 40-D |
1e1 6122 |
1e0 12982 |
1e-1 13300 |
1e-2 13496 |
1e-3 13651 |
1e-5 13909 |
1e-7 14142 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| E-WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| a-CMA-ES Gissler | 6.8 (0.6) | 4.6 (0.3) | 4.8 (0.3) | 4.8 (0.3) | 4.8 (0.3) | 4.8 (0.3) | 4.8 (0.3) | 15/15 |
| ad-CMA-ES Gissler | 6.5 (0.9) | 5.1 (3) | 5.3 (3) | 5.3 (3) | 5.3 (3) | 5.3 (3) | 5.3 (3) | 15/15 |
| adm-CMA-ES Gissler | 6.4 (0.4) | 4.4 (0.2) | 4.6 (0.2) | 4.6 (0.2) | 4.6 (0.2) | 4.7 (0.2) | 4.7 (0.2) | 15/15 |
| c-CMA-ES Gissler | 12 (1.0) | 7.5 (0.5) | 8.0 (0.4) | 8.4 (0.4) | 8.6 (0.5) | 8.8 (0.4) | 8.8 (0.4) | 15/15 |
| cd-CMA-ES Gissler | 12 (1) | 9.1 (5) | 9.5 (5) | 10 (5) | 10 (5) | 10 (5) | 10 (5) | 15/15 |
| cdm-CMA-ES Gissler | 12 (1.0) | 8.0 (0.5) | 8.6 (0.6) | 8.9 (0.6) | 9.1 (0.6) | 9.3 (0.5) | 9.3 (0.5) | 15/15 |
| d-CMA-ES Gissler | 6.7 (0.7) | 4.5 (0.3) | 4.7 (0.3) | 4.7 (0.3) | 4.8 (0.3) | 4.8 (0.3) | 4.8 (0.3) | 15/15 |
| default-CMA-ES Gissler | 6.5 (0.4) | 4.5 (0.2) | 4.6 (0.2) | 4.7 (0.2) | 4.7 (0.2) | 4.7 (0.2) | 4.7 (0.2) | 15/15 |
| dm-CMA-ES Gissler | 6.4 (0.5) | 4.0 (0.2) | 4.2 (0.2) | 4.2 (0.2) | 4.3 (0.2) | 4.3 (0.2) | 4.3 (0.2) | 15/15 |
| m-SDWOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| s-CMA-ES Gissler | 8.2 (1) | 5.6 (0.6) | 5.7 (0.6) | 5.8 (0.6) | 5.8 (0.6) | 5.8 (0.6) | 5.8 (0.6) | 15/15 |
| sc-CMA-ES Gissler | 13 (2) | 11 (5) | 11 (5) | 12 (5) | 12 (5) | 12 (5) | 12 (5) | 15/15 |
| scd-CMA-ES Gissler | 13 (1.0) | 8.8 (0.6) | 9.2 (0.6) | 9.5 (0.6) | 10 (0.6) | 10 (0.6) | 10 (0.6) | 15/15 |
| scdm-CMA-ES Gissler | 13 (1.0) | 8.2 (0.5) | 8.7 (0.5) | 9.0 (0.5) | 9.1 (0.5) | 9.1 (0.5) | 9.1 (0.5) | 15/15 |
| sd-CMA-ES Gissler | 8.1 (0.7) | 5.2 (0.3) | 5.4 (0.2) | 5.5 (0.2) | 5.5 (0.2) | 5.5 (0.2) | 5.6 (0.3) | 15/15 |
| sdm-CMA-ES Gissler | 8.2 (0.6) | 5.2 (0.3) | 5.4 (0.3) | 5.4 (0.3) | 5.4 (0.3) | 5.5 (0.3) | 5.5 (0.3) | 15/15 |
| Δ fopt f10, 40-D |
1e1 25536 |
1e0 29762 |
1e-1 35676 |
1e-2 51579 |
1e-3 56007 |
1e-5 65128 |
1e-7 70824 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| E-WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| a-CMA-ES Gissler | 1.2 (0.1) | 1.3 (0.1) | 1.2 (0.1) | 0.88 (0.1)↑0 | 0.86 (0.1)↑0 | 0.78 (0.0)↑0 | 0.73 (0.0)↑0 | 15/15 |
| ad-CMA-ES Gissler | 1.2 (0.1) | 1.2 (0.1) | 1.2 (0.1) | 0.87 (0.0)↑0 | 0.85 (0.0)↑0 | 0.78 (0.0)↑0 | 0.74 (0.0)↑0 | 15/15 |
| adm-CMA-ES Gissler | 1.2 (0.1) | 1.3 (0.2) | 1.2 (0.1) | 0.89 (0.1)↑0 | 0.86 (0.1)↑0 | 0.79 (0.0)↑0 | 0.74 (0.0)↑0 | 15/15 |
| c-CMA-ES Gissler | 1.9 (0.2) | 1.8 (0.1) | 1.7 (0.1) | 1.2 (0.1) | 1.2 (0.0) | 1.1 (0.0) | 1.0 (0.0) | 15/15 |
| cd-CMA-ES Gissler | 1.8 (0.2) | 1.8 (0.2) | 1.7 (0.1) | 1.2 (0.1) | 1.2 (0.1) | 1.1 (0.1) | 1.0 (0.1) | 15/15 |
| cdm-CMA-ES Gissler | 1.9 (0.2) | 1.9 (0.2) | 1.7 (0.1) | 1.2 (0.1) | 1.2 (0.1) | 1.1 (0.1) | 1.0 (0.1) | 15/15 |
| d-CMA-ES Gissler | 1.2 (0.1) | 1.2 (0.1) | 1.2 (0.1) | 0.86 (0.0)↑0 | 0.84 (0.0)↑0 | 0.77 (0.0)↑0 | 0.72 (0.0)↑0 | 15/15 |
| default-CMA-ES Gissler | 1.2 (0.2) | 1.2 (0.2) | 1.1 (0.1) | 0.86 (0.1)↑0 | 0.83 (0.1)↑0 | 0.76 (0.0)↑0 | 0.72 (0.0)↑0 | 15/15 |
| dm-CMA-ES Gissler | 1.2 (0.1) | 1.3 (0.1) | 1.2 (0.1) | 0.86 (0.1)↑0 | 0.83 (0.1)↑0 | 0.76 (0.0)↑0 | 0.72 (0.0)↑0 | 15/15 |
| m-SDWOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| s-CMA-ES Gissler | 1.5 (0.1) | 1.6 (0.2) | 1.5 (0.1) | 1.1 (0.1) | 1.1 (0.1) | 0.99 (0.1) | 0.93 (0.0)↑1 | 15/15 |
| sc-CMA-ES Gissler | 2.2 (0.2) | 2.2 (0.2) | 2.0 (0.2) | 1.5 (0.1) | 1.5 (0.1) | 1.4 (0.1) | 1.3 (0.0) | 15/15 |
| scd-CMA-ES Gissler | 2.2 (0.3) | 2.2 (0.2) | 2.0 (0.2) | 1.5 (0.1) | 1.5 (0.1) | 1.4 (0.1) | 1.3 (0.1) | 15/15 |
| scdm-CMA-ES Gissler | 2.1 (0.4) | 2.2 (0.2) | 2.0 (0.1) | 1.5 (0.1) | 1.5 (0.1) | 1.4 (0.1) | 1.3 (0.0) | 15/15 |
| sd-CMA-ES Gissler | 1.5 (0.2) | 1.6 (0.2) | 1.5 (0.1) | 1.1 (0.1) | 1.1 (0.1) | 0.97 (0.0)↑1 | 0.91 (0.0)↑0 | 15/15 |
| sdm-CMA-ES Gissler | 1.5 (0.2) | 1.5 (0.2) | 1.5 (0.1) | 1.1 (0.1) | 1.1 (0.1) | 0.98 (0.0) | 0.92 (0.0)↑0 | 15/15 |
| Δ fopt f11, 40-D |
1e1 2368 |
1e0 4855 |
1e-1 11681 |
1e-2 25315 |
1e-3 29749 |
1e-5 38949 |
1e-7 48211 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| E-WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| a-CMA-ES Gissler | 5.2 (0.2) | 2.9 (0.1) | 1.3 (0.0) | 0.63 (0.0)↑0 | 0.57 (0.0)↑0 | 0.47 (0.0)↑0 | 0.41 (1e-2)↑0 | 15/15 |
| ad-CMA-ES Gissler | 5.2 (0.2) | 2.9 (0.1) | 1.3 (0.0) | 0.63 (0.0)↑0 | 0.57 (0.0)↑0 | 0.48 (0.0)↑0 | 0.41 (0.0)↑0 | 15/15 |
| adm-CMA-ES Gissler | 5.2 (0.1) | 2.9 (0.1) | 1.3 (0.0) | 0.64 (0.0)↑0 | 0.57 (0.0)↑0 | 0.48 (0.0)↑0 | 0.41 (1e-2)↑0 | 15/15 |
| c-CMA-ES Gissler | 5.8 (0.2) | 3.1 (0.1) | 1.3 (0.0) | 0.65 (0.0)↑0 | 0.58 (0.0)↑0 | 0.48 (0.0)↑0 | 0.41 (0.0)↑0 | 15/15 |
| cd-CMA-ES Gissler | 5.9 (0.2) | 3.1 (0.1) | 1.4 (0.0) | 0.66 (0.0)↑0 | 0.59 (0.0)↑0 | 0.49 (0.0)↑0 | 0.42 (9e-3)↑0 | 15/15 |
| cdm-CMA-ES Gissler | 5.8 (0.3) | 3.1 (0.1) | 1.4 (0.0) | 0.66 (0.0)↑0 | 0.58 (0.0)↑0 | 0.48 (1e-2)↑0 | 0.42 (7e-3)↑0 | 15/15 |
| d-CMA-ES Gissler | 5.8 (0.4) | 3.1 (0.1) | 1.4 (0.1) | 0.67 (0.0)↑0 | 0.59 (0.0)↑0 | 0.49 (0.0)↑0 | 0.42 (7e-3)↑0 | 15/15 |
| default-CMA-ES Gissler | 5.8 (0.3) | 3.1 (0.1) | 1.4 (0.0) | 0.66 (0.0)↑0 | 0.59 (0.0)↑0 | 0.48 (1e-2)↑0 | 0.42 (8e-3)↑0 | 15/15 |
| dm-CMA-ES Gissler | 5.8 (0.2) | 3.1 (0.1) | 1.4 (0.0) | 0.66 (0.0)↑0 | 0.59 (0.0)↑0 | 0.49 (8e-3)↑0 | 0.42 (7e-3)↑0 | 15/15 |
| m-SDWOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| s-CMA-ES Gissler | 5.5 (0.2) | 3.0 (0.1) | 1.3 (0.1) | 0.65 (0.0)↑0 | 0.58 (0.0)↑0 | 0.49 (0.0)↑0 | 0.42 (0.0)↑0 | 15/15 |
| sc-CMA-ES Gissler | 5.7 (0.3) | 3.0 (0.1) | 1.3 (0.0) | 0.65 (0.0)↑0 | 0.57 (0.0)↑0 | 0.47 (0.0)↑0 | 0.41 (0.0)↑0 | 15/15 |
| scd-CMA-ES Gissler | 5.8 (0.3) | 3.1 (0.1) | 1.3 (0.1) | 0.65 (0.0)↑0 | 0.58 (0.0)↑0 | 0.48 (0.0)↑0 | 0.42 (0.0)↑0 | 15/15 |
| scdm-CMA-ES Gissler | 5.7 (0.2) | 3.0 (0.1) | 1.3 (0.0) | 0.65 (0.0)↑0 | 0.58 (0.0)↑0 | 0.48 (0.0)↑0 | 0.41 (0.0)↑0 | 15/15 |
| sd-CMA-ES Gissler | 5.5 (0.2) | 3.0 (0.1) | 1.3 (0.1) | 0.65 (0.0)↑0 | 0.58 (0.0)↑0 | 0.48 (0.0)↑0 | 0.42 (0.0)↑0 | 15/15 |
| sdm-CMA-ES Gissler | 5.6 (0.3) | 3.0 (0.2) | 1.3 (0.1) | 0.66 (0.0)↑0 | 0.59 (0.0)↑0 | 0.49 (0.0)↑0 | 0.43 (0.0)↑0 | 15/15 |
| Δ fopt f12, 40-D |
1e1 4169 |
1e0 7452 |
1e-1 9174 |
1e-2 10751 |
1e-3 13146 |
1e-5 22758 |
1e-7 25192 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| E-WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| a-CMA-ES Gissler | 1.1 (1) | 1.5 (1) | 1.9 (0.8) | 2.0 (0.7) | 1.9 (0.5) | 1.4 (0.3) | 1.4 (0.3) | 15/15 |
| ad-CMA-ES Gissler | 1.4 (1) | 1.8 (1) | 2.0 (1) | 2.1 (0.9) | 2.0 (0.8) | 1.4 (0.5) | 1.4 (0.4) | 15/15 |
| adm-CMA-ES Gissler | 1.1 (0.9) | 1.1 (1.0) | 1.4 (0.9) | 1.6 (0.6) | 1.7 (0.5) | 1.2 (0.3) | 1.3 (0.3) | 15/15 |
| c-CMA-ES Gissler | 2.8 (6) | 7.5 (6) | 9.3 (4) | 8.9 (3) | 8.6 (3) | 6.2 (2) | 6.3 (2) | 15/15 |
| cd-CMA-ES Gissler | 2.5 (5) | 6.8 (6) | 8.7 (6) | 8.8 (3) | 8.5 (2) | 6.1 (1) | 6.3 (1) | 15/15 |
| cdm-CMA-ES Gissler | 3.0 (7) | 7.8 (6) | 9.3 (6) | 10 (3) | 8.9 (3) | 6.3 (2) | 6.5 (1) | 15/15 |
| d-CMA-ES Gissler | 1.8 (1) | 2.0 (1) | 2.2 (1) | 2.2 (1) | 2.1 (0.9) | 1.5 (0.5) | 1.5 (0.5) | 15/15 |
| default-CMA-ES Gissler | 2.4 (2) | 2.3 (2) | 2.7 (1) | 2.6 (1) | 2.5 (1.0) | 1.7 (0.6) | 1.7 (0.5) | 15/15 |
| dm-CMA-ES Gissler | 1.8 (2) | 1.8 (2) | 2.2 (1) | 2.2 (0.9) | 2.1 (0.7) | 1.5 (0.4) | 1.5 (0.4) | 15/15 |
| m-SDWOA Espinoza | 77 (74) | 162 (242) | 625 (523) | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| s-CMA-ES Gissler | 1.1 (0.1) | 1.3 (1.0) | 1.9 (0.9) | 2.0 (0.8) | 2.0 (0.7) | 1.5 (0.4) | 1.5 (0.4) | 15/15 |
| sc-CMA-ES Gissler | 4.1 (5) | 6.7 (6) | 7.5 (5) | 7.5 (3) | 7.2 (3) | 5.0 (1) | 5.1 (1) | 15/15 |
| scd-CMA-ES Gissler | 4.7 (8) | 7.3 (6) | 8.4 (3) | 8.1 (2) | 7.5 (2) | 5.2 (0.8) | 5.2 (0.7) | 15/15 |
| scdm-CMA-ES Gissler | 3.8 (4) | 5.3 (5) | 7.0 (3) | 6.8 (2) | 6.6 (2) | 4.7 (1.0) | 4.8 (0.9) | 15/15 |
| sd-CMA-ES Gissler | 1.5 (1.0) | 1.8 (1) | 2.0 (1) | 2.2 (0.7) | 2.1 (0.6) | 1.5 (0.4) | 1.6 (0.4) | 15/15 |
| sdm-CMA-ES Gissler | 1.6 (2) | 1.5 (1) | 2.0 (1) | 2.1 (0.8) | 2.0 (0.6) | 1.5 (0.3) | 1.5 (0.3) | 15/15 |
| Δ fopt f13, 40-D |
1e1 2029 |
1e0 6916 |
1e-1 8734 |
1e-2 11861 |
1e-3 71936 |
1e-5 98467 |
1e-7 1.2e5 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| E-WOA Espinoza | 2942 (5076) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| a-CMA-ES Gissler | 3.0 (3) | 2.4 (4) | 5.4 (3) | 5.4 (6) | 1.5 (1) | 1.6 (0.9) | 1.8 (1) | 15/15 |
| ad-CMA-ES Gissler | 2.4 (4) | 3.3 (4) | 6.5 (5) | 7.1 (6) | 1.3 (1) | 1.7 (0.9) | 2.2 (0.7) | 15/15 |
| adm-CMA-ES Gissler | 2.3 (3) | 2.7 (2) | 4.9 (5) | 6.3 (3) | 1.5 (1) | 1.5 (0.6) | 2.0 (1) | 15/15 |
| c-CMA-ES Gissler | 2.1 (0.2) | 4.9 (5) | 11 (7) | 13 (6) | 2.5 (0.9) | 2.6 (0.7) | 2.6 (0.8) | 15/15 |
| cd-CMA-ES Gissler | 1.6 (0.1) | 2.2 (3) | 6.3 (8) | 12 (8) | 2.9 (0.9) | 2.8 (0.9) | 3.0 (0.7) | 15/15 |
| cdm-CMA-ES Gissler | 2.8 (4) | 2.8 (1) | 8.8 (7) | 12 (8) | 2.2 (1) | 2.8 (1) | 3.0 (1) | 15/15 |
| d-CMA-ES Gissler | 1.7 (0.2) | 2.8 (3) | 6.9 (5) | 7.0 (4) | 1.4 (0.7) | 1.6 (0.5) | 2.5 (0.9) | 15/15 |
| default-CMA-ES Gissler | 3.0 (4) | 2.8 (5) | 5.0 (5) | 6.4 (4) | 1.1 (0.8) | 1.7 (1.0) | 2.1 (0.9) | 15/15 |
| dm-CMA-ES Gissler | 2.2 (0.4) | 2.7 (3) | 5.9 (4) | 6.3 (4) | 1.4 (1) | 1.6 (1) | 2.2 (1) | 15/15 |
| m-SDWOA Espinoza | 116 (105) | 98 (104) | 679 (1008) | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| s-CMA-ES Gissler | 3.0 (4) | 3.4 (3) | 4.5 (5) | 5.7 (6) | 1.2 (0.8) | 1.3 (0.5) | 2.1 (1) | 15/15 |
| sc-CMA-ES Gissler | 3.3 (4) | 4.3 (3) | 7.2 (6) | 12 (8) | 2.3 (1) | 2.1 (0.8) | 2.6 (0.9) | 15/15 |
| scd-CMA-ES Gissler | 2.2 (0.2) | 2.2 (3) | 12 (8) | 12 (11) | 2.4 (1) | 2.1 (0.8) | 2.6 (1) | 15/15 |
| scdm-CMA-ES Gissler | 3.3 (4) | 3.9 (3) | 7.4 (7) | 8.8 (6) | 2.0 (0.8) | 2.3 (0.9) | 3.2 (0.3) | 15/15 |
| sd-CMA-ES Gissler | 1.8 (0.4) | 3.9 (3) | 5.9 (3) | 6.7 (4) | 1.1 (0.7) | 0.94 (0.6) | 1.8 (1) | 15/15 |
| sdm-CMA-ES Gissler | 2.3 (0.4) | 4.0 (4) | 6.8 (4) | 6.7 (3) | 1.3 (0.6) | 1.0 (0.5) | 1.9 (1) | 15/15 |
| Δ fopt f14, 40-D |
1e1 304 |
1e0 616 |
1e-1 777 |
1e-2 1105 |
1e-3 2207 |
1e-5 4825 |
1e-7 57711 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| E-WOA Espinoza | 48 (22) | 89 (23) | 165 (33) | 1337 (1449) | ∞ | ∞ | ∞4e5 | 0/15 |
| WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| a-CMA-ES Gissler | 1.6 (0.3) | 1.8 (0.2) | 2.3 (0.2)★ | 2.9 (0.2) | 3.0 (0.2) | 3.8 (0.3) | 0.62 (0.0)↑0 | 15/15 |
| ad-CMA-ES Gissler | 1.8 (0.4) | 1.9 (0.2) | 2.5 (0.1) | 3.1 (0.1) | 3.1 (0.2) | 3.9 (0.2) | 0.65 (0.0)↑0 | 15/15 |
| adm-CMA-ES Gissler | 1.8 (0.3) | 1.9 (0.1) | 2.5 (0.2) | 3.1 (0.2) | 3.1 (0.1) | 3.8 (0.2) | 0.63 (0.0)↑0 | 15/15 |
| c-CMA-ES Gissler | 1.9 (0.4) | 2.1 (0.2) | 2.8 (0.2) | 3.5 (0.2) | 3.9 (0.3) | 5.5 (0.2) | 0.84 (0.0)↑0 | 15/15 |
| cd-CMA-ES Gissler | 2.1 (0.6) | 2.2 (0.3) | 2.9 (0.3) | 3.7 (0.3) | 3.9 (0.2) | 5.5 (0.3) | 0.86 (0.0)↑0 | 15/15 |
| cdm-CMA-ES Gissler | 2.3 (0.4) | 2.3 (0.3) | 3.0 (0.2) | 3.8 (0.2) | 4.0 (0.4) | 5.5 (0.2) | 0.84 (0.0)↑0 | 15/15 |
| d-CMA-ES Gissler | 2.1 (0.6) | 2.2 (0.3) | 3.0 (0.3) | 3.7 (0.3) | 3.6 (0.3) | 4.3 (0.3) | 0.65 (0.0)↑0 | 15/15 |
| default-CMA-ES Gissler | 2.1 (0.4) | 2.2 (0.2) | 2.8 (0.2) | 3.6 (0.3) | 3.5 (0.2) | 4.2 (0.2) | 0.65 (0.0)↑0 | 15/15 |
| dm-CMA-ES Gissler | 2.2 (0.3) | 2.2 (0.3) | 3.0 (0.2) | 3.8 (0.2) | 3.7 (0.2) | 4.2 (0.2) | 0.65 (0.0)↑0 | 15/15 |
| m-SDWOA Espinoza | 19 (5) | 35 (8) | 50 (15) | 113 (28) | 1349 (1808) | ∞ | ∞4e5 | 0/15 |
| s-CMA-ES Gissler | 2.3 (0.7) | 2.2 (0.5) | 2.9 (0.5) | 3.5 (0.5) | 3.2 (0.3) | 3.9 (0.2) | 0.70 (0.1)↑0 | 15/15 |
| sc-CMA-ES Gissler | 2.4 (1) | 2.2 (0.5) | 2.9 (0.5) | 3.5 (0.5) | 3.8 (0.4) | 5.4 (0.3) | 0.89 (0.0)↑0 | 15/15 |
| scd-CMA-ES Gissler | 2.5 (0.6) | 2.3 (0.5) | 3.1 (0.5) | 3.6 (0.4) | 3.8 (0.1) | 5.3 (0.2) | 0.88 (0.1)↑0 | 15/15 |
| scdm-CMA-ES Gissler | 2.5 (0.9) | 2.4 (0.5) | 3.2 (0.7) | 3.7 (0.6) | 4.0 (0.5) | 5.2 (0.5) | 0.89 (0.1)↑0 | 15/15 |
| sd-CMA-ES Gissler | 2.4 (1.0) | 2.3 (0.7) | 3.0 (0.8) | 3.6 (0.7) | 3.2 (0.3) | 3.8 (0.2) | 0.70 (0.1)↑0 | 15/15 |
| sdm-CMA-ES Gissler | 2.5 (0.9) | 2.4 (0.6) | 3.1 (0.7) | 3.7 (0.6) | 3.2 (0.3) | 3.8 (0.4) | 0.70 (0.1)↑0 | 15/15 |
| Δ fopt f15, 40-D |
1e1 1.9e5 |
1e0 7.9e5 |
1e-1 1.0e6 |
1e-2 1.1e6 |
1e-3 1.1e6 |
1e-5 1.1e6 |
1e-7 1.1e6 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| E-WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| a-CMA-ES Gissler | 0.69 (0.2)↑1 | 0.46 (0.2)↑0 | 0.43 (0.1)↑0 | 0.43 (0.1)↑1 | 0.44 (0.1)↑1 | 0.44 (0.1)↑1 | 0.45 (0.1)↑1 | 15/15 |
| ad-CMA-ES Gissler | 0.63 (0.2)↑0 | 0.53 (0.2)↑0 | 0.52 (0.2)↑0 | 0.53 (0.2)↑0 | 0.54 (0.2)↑0 | 0.56 (0.2)↑0 | 0.58 (0.2)↑0 | 15/15 |
| adm-CMA-ES Gissler | 0.73 (0.3)↑1 | 0.48 (0.2)↑0 | 0.44 (0.2)↑1 | 0.44 (0.2)↑1 | 0.45 (0.2)↑1 | 0.46 (0.2)↑1 | 0.47 (0.2)↑1 | 15/15 |
| c-CMA-ES Gissler | 0.86 (0.3) | 0.70 (0.3) | 0.74 (0.4) | 0.74 (0.5) | 0.75 (0.5) | 0.76 (0.5) | 0.77 (0.5) | 15/15 |
| cd-CMA-ES Gissler | 0.79 (0.3) | 0.79 (0.3) | 0.84 (0.2)↑1 | 0.85 (0.2)↑1 | 0.86 (0.2)↑1 | 0.87 (0.2)↑1 | 0.89 (0.3) | 15/15 |
| cdm-CMA-ES Gissler | 0.94 (0.4) | 2.9 (3) | 3.3 (2) | 3.3 (4) | 3.3 (4) | 3.2 (3) | 3.1 (2) | 2/15 |
| d-CMA-ES Gissler | 0.88 (0.3) | 0.76 (0.3) | 0.85 (0.5) | 0.86 (0.5) | 0.87 (0.5) | 0.89 (0.5) | 0.90 (0.5) | 15/15 |
| default-CMA-ES Gissler | 0.86 (0.4) | 0.63 (0.2)↑1 | 0.61 (0.2)↑0 | 0.61 (0.2)↑0 | 0.62 (0.2)↑0 | 0.63 (0.2)↑0 | 0.64 (0.2)↑0 | 15/15 |
| dm-CMA-ES Gissler | 0.85 (0.4) | 7.3 (7) | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| m-SDWOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| s-CMA-ES Gissler | 0.94 (0.4) | 0.77 (0.3) | 0.82 (0.5) | 0.83 (0.5) | 0.83 (0.5) | 0.85 (0.5) | 0.86 (0.5) | 15/15 |
| sc-CMA-ES Gissler | 1.0 (0.3) | 0.71 (0.3) | 0.75 (0.2)↑1 | 0.75 (0.2)↑1 | 0.76 (0.2)↑1 | 0.77 (0.2)↑1 | 0.78 (0.2)↑1 | 15/15 |
| scd-CMA-ES Gissler | 0.99 (0.3) | 0.76 (0.3) | 0.84 (0.5) | 0.85 (0.5) | 0.86 (0.5) | 0.87 (0.5) | 0.89 (0.5) | 15/15 |
| scdm-CMA-ES Gissler | 1.0 (0.3) | 1.0 (0.8) | 3.2 (4) | 3.2 (3) | 3.2 (3) | 3.1 (4) | 3.1 (2) | 3/15 |
| sd-CMA-ES Gissler | 0.90 (0.3) | 0.79 (0.3) | 0.89 (0.5) | 0.90 (0.5) | 0.91 (0.5) | 0.93 (0.5) | 0.95 (0.5) | 15/15 |
| sdm-CMA-ES Gissler | 0.83 (0.4) | 1.3 (0.7) | 1.2 (1) | 1.2 (1) | 1.2 (0.8) | 1.1 (1) | 1.1 (0.8) | 7/15 |
| Δ fopt f16, 40-D |
1e1 5244 |
1e0 72122 |
1e-1 3.2e5 |
1e-2 7.1e5 |
1e-3 1.4e6 |
1e-5 2.0e6 |
1e-7 2.0e6 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| E-WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| a-CMA-ES Gissler | 0.45 (0.1)↑0 | 0.64 (0.2)↑1 | 0.43 (0.2)↑1 | 0.30 (0.2)↑1 | 0.22 (0.3)↑0 | 0.27 (0.4)↑0 | 0.29 (0.4)↑0 | 15/15 |
| ad-CMA-ES Gissler | 0.47 (0.1)↑0 | 0.71 (0.5) | 0.43 (0.2)↑1 | 0.47 (0.3)↑1 | 0.35 (0.3)↑1 | 0.32 (0.5) | 0.33 (0.5) | 15/15 |
| adm-CMA-ES Gissler | 0.51 (0.1)↑0 | 0.63 (0.2)↑0 | 0.33 (0.2)↑0 | 0.32 (0.2)↑0 | 0.33 (0.3)↑0 | 0.29 (0.2)↑0 | 0.33 (0.2)↑0 | 15/15 |
| c-CMA-ES Gissler | 1.0 (0.3) | 1.2 (0.2) | 0.84 (0.4) | 0.70 (0.3) | 0.39 (0.2)↑1 | 0.40 (0.3)↑1 | 0.41 (0.3)↑1 | 15/15 |
| cd-CMA-ES Gissler | 0.93 (0.3) | 1.0 (0.4) | 0.82 (0.5) | 0.73 (0.4) | 0.47 (0.2)↑0 | 0.70 (0.5) | 0.71 (0.5) | 15/15 |
| cdm-CMA-ES Gissler | 1.7 (0.5) | 1.3 (0.9) | 0.69 (0.4) | 0.96 (0.9) | 0.68 (0.6) | 0.67 (0.5) | 0.84 (0.6) | 15/15 |
| d-CMA-ES Gissler | 1.1 (0.2) | 1.2 (0.9) | 0.71 (0.3) | 0.64 (0.5) | 0.40 (0.2)↑1 | 0.68 (1.0) | 0.69 (1.0) | 15/15 |
| default-CMA-ES Gissler | 0.95 (0.2) | 1.00 (0.7) | 0.60 (0.4) | 0.73 (0.4) | 0.46 (0.3)↑1 | 0.58 (0.2)↑1 | 0.72 (0.9) | 15/15 |
| dm-CMA-ES Gissler | 1.3 (0.4) | 0.94 (0.4) | 0.74 (0.7) | 0.64 (0.5) | 0.52 (0.4)↑0 | 0.49 (0.3)↑1 | 0.50 (0.3)↑1 | 15/15 |
| m-SDWOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| s-CMA-ES Gissler | 1.1 (0.4) | 1.2 (1.0) | 0.61 (0.3)↑1 | 0.74 (0.4) | 0.53 (0.4) | 0.58 (0.5) | 0.59 (0.5) | 15/15 |
| sc-CMA-ES Gissler | 1.8 (0.9) | 1.5 (0.5) | 0.97 (0.7) | 0.82 (0.6) | 0.53 (0.3)↑1 | 0.71 (0.5) | 0.72 (0.5) | 15/15 |
| scd-CMA-ES Gissler | 1.7 (0.8) | 1.6 (0.9) | 0.82 (0.6) | 0.76 (0.3) | 0.47 (0.2)↑1 | 0.43 (0.3)↑1 | 0.44 (0.3)↑1 | 15/15 |
| scdm-CMA-ES Gissler | 2.3 (4) | 1.6 (0.8) | 0.97 (0.8) | 0.79 (0.4) | 0.57 (0.4)↑1 | 0.53 (0.2)↑1 | 0.54 (0.2)↑1 | 15/15 |
| sd-CMA-ES Gissler | 1.3 (0.7) | 1.1 (0.2) | 0.82 (0.5) | 0.60 (0.3)↑1 | 0.58 (0.5) | 0.63 (0.4)↑1 | 0.67 (0.4)↑1 | 15/15 |
| sdm-CMA-ES Gissler | 1.9 (1) | 1.3 (0.6) | 0.78 (0.6) | 0.82 (0.7) | 0.77 (0.7) | 0.71 (0.5) | 0.72 (0.5) | 15/15 |
| Δ fopt f17, 40-D |
1e1 399 |
1e0 4220 |
1e-1 14158 |
1e-2 34948 |
1e-3 51958 |
1e-5 1.3e5 |
1e-7 2.7e5 |
#succ 14/15 |
|---|---|---|---|---|---|---|---|---|
| E-WOA Espinoza | 28 (41) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| WOA Espinoza | 299 (564) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| a-CMA-ES Gissler | 0.42 (0.3)↑0 | 0.47 (0.2)↑0 | 1.5 (1) | 1.0 (0.4) | 1.0 (0.6) | 1.00 (0.3) | 0.64 (0.2)↑0 | 15/15 |
| ad-CMA-ES Gissler | 0.50 (0.3)↑0 | 0.48 (0.2)↑1 | 1.2 (0.7) | 1.1 (0.4) | 1.0 (0.0) | 1.1 (0.4) | 0.70 (0.2)↑0 | 15/15 |
| adm-CMA-ES Gissler | 0.51 (0.3)↑0 | 1.2 (2) | 1.3 (0.8) | 0.92 (0.4) | 1.1 (0.0) | 0.97 (0.5) | 0.72 (0.2)↑1 | 15/15 |
| c-CMA-ES Gissler | 0.54 (0.3)↑0 | 0.45 (0.1)↑0 | 0.71 (1) | 0.92 (0.5) | 0.86 (0.3) | 0.84 (0.3) | 0.81 (0.3) | 15/15 |
| cd-CMA-ES Gissler | 0.76 (0.4) | 0.52 (0.2)↑0 | 0.75 (1) | 1.0 (0.1) | 1.0 (0.4) | 1.1 (0.8) | 0.82 (0.3) | 15/15 |
| cdm-CMA-ES Gissler | 0.75 (0.5) | 0.97 (0.2)↑1 | 0.87 (1.0) | 1.0 (0.1) | 0.89 (0.4) | 0.94 (0.3) | 0.72 (0.3) | 15/15 |
| d-CMA-ES Gissler | 0.66 (0.4) | 0.49 (0.1)↑0 | 0.71 (0.9) | 1.1 (0.2) | 0.89 (0.4) | 1.00 (0.8) | 0.69 (0.3) | 15/15 |
| default-CMA-ES Gissler | 0.53 (0.4) | 0.44 (0.1)↑0 | 0.95 (1) | 0.96 (0.1) | 0.97 (0.4) | 0.92 (0.2) | 0.64 (0.3) | 15/15 |
| dm-CMA-ES Gissler | 0.67 (0.4)↑1 | 0.53 (0.1)↑0 | 0.87 (1) | 1.0 (0.2) | 0.81 (0.4) | 0.94 (0.2) | 0.75 (0.3) | 15/15 |
| m-SDWOA Espinoza | 3.7 (1) | 26 (50) | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| s-CMA-ES Gissler | 0.79 (0.5) | 0.56 (0.1)↑0 | 0.57 (0.9) | 0.80 (0.4)↑1 | 0.82 (0.4) | 1.0 (0.3) | 0.64 (0.0)↑1 | 15/15 |
| sc-CMA-ES Gissler | 0.99 (0.3) | 0.61 (0.2)↑1 | 0.94 (0.9) | 0.97 (0.1) | 0.95 (0.4) | 0.92 (0.3) | 0.69 (0.4) | 15/15 |
| scd-CMA-ES Gissler | 1.1 (0.6) | 0.61 (0.1)↑0 | 0.86 (0.9) | 0.88 (0.4)↑1 | 0.91 (0.4) | 1.1 (0.8) | 0.86 (0.3) | 15/15 |
| scdm-CMA-ES Gissler | 0.92 (0.5) | 0.60 (0.2)↑1 | 1.0 (0.9) | 0.79 (0.4)↑1 | 1.1 (0.4) | 0.91 (0.3) | 0.80 (0.3) | 15/15 |
| sd-CMA-ES Gissler | 0.85 (0.5) | 0.55 (0.1)↑0 | 0.74 (0.8) | 0.90 (0.8) | 0.95 (0.4) | 1.00 (0.3) | 0.63 (0.1)↑1 | 15/15 |
| sdm-CMA-ES Gissler | 0.80 (0.4) | 0.63 (0.2)↑0 | 0.70 (0.9) | 0.92 (0.2) | 1.0 (0.5) | 0.94 (0.3) | 0.81 (0.4) | 15/15 |
| Δ fopt f18, 40-D |
1e1 1442 |
1e0 16998 |
1e-1 47068 |
1e-2 1.3e5 |
1e-3 1.9e5 |
1e-5 6.7e5 |
1e-7 9.5e5 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| E-WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| a-CMA-ES Gissler | 0.71 (0.1)↑0 | 1.1 (0.7) | 1.1 (0.7) | 0.73 (0.5) | 0.78 (0.2) | 0.51 (0.2)↑1 | 0.61 (0.4) | 15/15 |
| ad-CMA-ES Gissler | 0.81 (0.2)↑1 | 1.1 (0.7) | 1.1 (0.7) | 0.73 (0.2)↑1 | 0.92 (0.2) | 0.54 (0.2)↑0 | 0.45 (0.1)↑0 | 15/15 |
| adm-CMA-ES Gissler | 0.76 (0.2) | 0.69 (0.6) | 1.1 (0.7) | 0.74 (0.5) | 0.85 (0.2) | 0.51 (0.2)↑1 | 0.48 (0.4)↑1 | 15/15 |
| c-CMA-ES Gissler | 1.0 (0.2) | 0.78 (0.9) | 0.99 (0.4) | 0.67 (0.2) | 0.67 (0.2)↑0 | 0.50 (0.3)↑1 | 0.45 (0.2)↑1 | 15/15 |
| cd-CMA-ES Gissler | 0.86 (0.2) | 0.41 (0.2)↑1 | 0.99 (0.7) | 0.81 (0.3) | 0.76 (0.2)↑1 | 0.47 (0.1)↑1 | 0.40 (8e-3)↑0 | 15/15 |
| cdm-CMA-ES Gissler | 0.92 (0.2) | 0.51 (0.8) | 0.95 (0.5) | 0.70 (0.2) | 0.82 (0.5) | 0.56 (0.3)↑1 | 0.50 (0.2)↑1 | 15/15 |
| d-CMA-ES Gissler | 0.89 (0.2) | 0.68 (1.0) | 0.91 (0.4) | 0.68 (0.4) | 0.71 (0.2)↑0 | 0.41 (0.1)↑1 | 0.39 (0.0)↑0 | 15/15 |
| default-CMA-ES Gissler | 0.74 (0.2)↑1 | 0.47 (0.8) | 1.1 (0.5) | 0.69 (0.3) | 0.71 (0.2)↑0 | 0.43 (0.3)↑0 | 0.39 (0.2)↑0 | 15/15 |
| dm-CMA-ES Gissler | 0.82 (0.1)↑1 | 0.47 (0.9) | 1.00 (0.5) | 0.83 (0.4) | 0.72 (0.2)↑1 | 0.57 (0.3)↑0 | 0.45 (0.2)↑0 | 15/15 |
| m-SDWOA Espinoza | 9.0 (3) | 70 (71) | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| s-CMA-ES Gissler | 0.98 (0.3) | 0.30 (0.1)↑0 | 0.97 (0.4) | 0.71 (0.3) | 0.83 (0.5) | 0.45 (0.3)↑0 | 0.36 (0.2)↑0 | 15/15 |
| sc-CMA-ES Gissler | 1.0 (0.3) | 0.63 (0.7) | 0.83 (0.7) | 0.66 (0.4) | 0.84 (0.4) | 0.50 (0.3)↑1 | 0.46 (0.2)↑0 | 15/15 |
| scd-CMA-ES Gissler | 1.1 (0.3) | 0.75 (0.7) | 0.88 (0.4) | 0.65 (0.2) | 0.75 (0.2)↑1 | 0.49 (0.4) | 0.43 (0.3)↑0 | 15/15 |
| scdm-CMA-ES Gissler | 1.1 (0.3) | 0.82 (0.7) | 0.88 (0.4) | 0.59 (0.2)↑1 | 0.73 (0.2)↑0 | 0.44 (0.3)↑0 | 0.40 (0.3)↑0 | 15/15 |
| sd-CMA-ES Gissler | 1.1 (0.3) | 0.87 (0.8) | 0.88 (0.4) | 0.77 (0.3) | 0.78 (0.2)↑1 | 0.43 (0.1)↑1 | 0.45 (0.4)↑0 | 15/15 |
| sdm-CMA-ES Gissler | 0.97 (0.4) | 0.48 (0.7) | 0.75 (0.1)↑1 | 0.59 (0.1)↑1 | 0.59 (0.2)↑0 | 0.53 (0.3)↑0 | 0.48 (0.3)↑0 | 15/15 |
| Δ fopt f19, 40-D |
1e1 1 |
1e0 1 |
1e-1 1.4e6 |
1e-2 1.7e7 |
1e-3 2.6e7 |
1e-5 4.5e7 |
1e-7 4.5e7 |
#succ 8/15 |
|---|---|---|---|---|---|---|---|---|
| E-WOA Espinoza | 4466 (1823) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| WOA Espinoza | 547 (202) | 2.9e5 (3e5) | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| a-CMA-ES Gissler | 1 (0) | 1 (0) | 1.5 (1) | 0.56 (0.3) | 0.48 (0.5) | 0.42 (0.4) | 0.42 (0.4) | 6/15 |
| ad-CMA-ES Gissler | 1 (0) | 1 (0) | 1.0 (0.9) | 1.7 (2) | 1.5 (2) | ∞ | ∞8e6 | 0/15 |
| adm-CMA-ES Gissler | 1 (0) | 1 (0) | 1.2 (0.7) | 0.41 (0.1)↑1 | 0.38 (0.2) | 0.23 (0.2) | 0.24 (0.2) | 10/15 |
| c-CMA-ES Gissler | 1 (0) | 1 (0) | 1.5 (0.6) | 7.1 (5) | ∞ | ∞ | ∞8e6 | 0/15 |
| cd-CMA-ES Gissler | 1 (0) | 1 (0) | 1.7 (0.4) | ∞ | ∞ | ∞ | ∞8e6 | 0/15 |
| cdm-CMA-ES Gissler | 1 (0) | 1 (0) | 1.9 (0.9) | 7.1 (5) | ∞ | ∞ | ∞8e6 | 0/15 |
| d-CMA-ES Gissler | 1 (0) | 1 (0) | 1.4 (0.8) | 3.4 (5) | ∞ | ∞ | ∞8e6 | 0/15 |
| default-CMA-ES Gissler | 1 (0) | 1 (0) | 1.4 (1) | 1.7 (2) | 4.6 (7) | ∞ | ∞8e6 | 0/15 |
| dm-CMA-ES Gissler | 1 (0) | 1 (0) | 1.2 (1) | 1.1 (0.5) | 1.5 (2) | ∞ | ∞8e6 | 0/15 |
| m-SDWOA Espinoza | 783 (194) | 5.9e5 (3e5) | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| s-CMA-ES Gissler | 1 (0) | 1 (0) | 1.1 (0.5) | 0.72 (0.7) | 1.1 (1.0) | 0.86 (0.7) | 0.86 (0.6) | 3/15 |
| sc-CMA-ES Gissler | 1 (0) | 1 (0) | 1.3 (1.0) | 7.1 (13) | 4.7 (4) | ∞ | ∞8e6 | 0/15 |
| scd-CMA-ES Gissler | 1 (0) | 1 (0) | 1.4 (1.0) | 3.4 (5) | ∞ | ∞ | ∞8e6 | 0/15 |
| scdm-CMA-ES Gissler | 1 (0) | 1 (0) | 1.5 (1) | 6.9 (9) | ∞ | ∞ | ∞8e6 | 0/15 |
| sd-CMA-ES Gissler | 1 (0) | 1 (0) | 1.0 (0.9) | 2.1 (2) | ∞ | ∞ | ∞8e6 | 0/15 |
| sdm-CMA-ES Gissler | 1 (0) | 1 (0) | 1.3 (1) | 1.1 (1.0) | 4.7 (4) | 2.6 (3) | 2.6 (2) | 1/15 |
| Δ fopt f20, 40-D |
1e1 222 |
1e0 1.3e5 |
1e-1 1.6e8 |
1e-2 ∞ |
1e-3 ∞ |
1e-5 ∞ |
1e-7 ∞ |
#succ 0/15 |
|---|---|---|---|---|---|---|---|---|
| E-WOA Espinoza | 88 (55) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| a-CMA-ES Gissler | 2.6 (0.3) | 6.6 (0.3) | 0.12 (0.1) | ∞ | ∞ | ∞ | ∞8e6 | 0/15 |
| ad-CMA-ES Gissler | 3.0 (0.4) | 6.3 (0.3) | ∞ | ∞ | ∞ | ∞ | ∞7e6 | 0/15 |
| adm-CMA-ES Gissler | 2.8 (0.5) | 6.3 (0.5) | 0.04 (0.0) | ∞ | ∞ | ∞ | ∞8e6 | 0/15 |
| c-CMA-ES Gissler | 3.3 (0.6) | 9.1 (1) | ∞ | ∞ | ∞ | ∞ | ∞8e6 | 0/15 |
| cd-CMA-ES Gissler | 3.7 (0.5) | 16 (18) | ∞ | ∞ | ∞ | ∞ | ∞7e6 | 0/15 |
| cdm-CMA-ES Gissler | 3.7 (0.5) | 11 (5) | ∞ | ∞ | ∞ | ∞ | ∞8e6 | 0/15 |
| d-CMA-ES Gissler | 3.7 (0.3) | 17 (19) | ∞ | ∞ | ∞ | ∞ | ∞7e6 | 0/15 |
| default-CMA-ES Gissler | 3.2 (0.4) | 12 (5) | ∞ | ∞ | ∞ | ∞ | ∞8e6 | 0/15 |
| dm-CMA-ES Gissler | 3.6 (0.5) | 10 (4) | ∞ | ∞ | ∞ | ∞ | ∞8e6 | 0/15 |
| m-SDWOA Espinoza | 17 (3) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| s-CMA-ES Gissler | 3.7 (2) | 12 (5) | ∞ | ∞ | ∞ | ∞ | ∞8e6 | 0/15 |
| sc-CMA-ES Gissler | 3.8 (1) | 10 (5) | ∞ | ∞ | ∞ | ∞ | ∞8e6 | 0/15 |
| scd-CMA-ES Gissler | 4.2 (1.0) | 15 (9) | ∞ | ∞ | ∞ | ∞ | ∞7e6 | 0/15 |
| scdm-CMA-ES Gissler | 3.6 (1.0) | 12 (5) | ∞ | ∞ | ∞ | ∞ | ∞8e6 | 0/15 |
| sd-CMA-ES Gissler | 4.1 (1) | 16 (18) | ∞ | ∞ | ∞ | ∞ | ∞7e6 | 0/15 |
| sdm-CMA-ES Gissler | 4.1 (1) | 12 (5) | ∞ | ∞ | ∞ | ∞ | ∞8e6 | 0/15 |
| Δ fopt f21, 40-D |
1e1 1044 |
1e0 21144 |
1e-1 1.0e5 |
1e-2 1.0e5 |
1e-3 1.0e5 |
1e-5 1.0e5 |
1e-7 1.0e5 |
#succ 26/30 |
|---|---|---|---|---|---|---|---|---|
| E-WOA Espinoza | 357 (769) | 268 (284) | 57 (93) | 57 (70) | 58 (38) | ∞ | ∞4e5 | 0/15 |
| WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| a-CMA-ES Gissler | 1.5 (4) | 36 (66) | 35 (44) | 34 (80) | 34 (34) | 34 (33) | 34 (33) | 6/15 |
| ad-CMA-ES Gissler | 3.7 (5) | 46 (53) | 27 (44) | 27 (38) | 27 (33) | 27 (32) | 27 (34) | 8/15 |
| adm-CMA-ES Gissler | 0.62 (0.1)↑0 | 61 (137) | 51 (90) | 51 (75) | 51 (64) | 50 (49) | 50 (81) | 6/15 |
| c-CMA-ES Gissler | 2.4 (4) | 59 (61) | 49 (43) | 49 (50) | 49 (55) | 49 (73) | 48 (48) | 5/15 |
| cd-CMA-ES Gissler | 0.69 (0.2)↑0 | 64 (91) | 52 (52) | 52 (46) | 52 (50) | 51 (56) | 51 (68) | 5/15 |
| cdm-CMA-ES Gissler | 3.2 (5) | 68 (137) | 44 (53) | 44 (40) | 44 (53) | 44 (46) | 44 (44) | 6/15 |
| d-CMA-ES Gissler | 53 (13) | 69 (79) | 53 (67) | 53 (81) | 53 (50) | 53 (76) | 53 (58) | 5/15 |
| default-CMA-ES Gissler | 0.69 (0.2)↑1 | 79 (117) | 68 (79) | 67 (86) | 67 (111) | 67 (97) | 66 (91) | 4/15 |
| dm-CMA-ES Gissler | 8.3 (24) | 160 (342) | 84 (86) | 84 (103) | 84 (102) | 84 (81) | 83 (116) | 4/15 |
| m-SDWOA Espinoza | 36 (5) | 39 (52) | 11 (20) | 12 (11) | 17 (26) | 27 (18) | 28 (27) | 2/15 |
| s-CMA-ES Gissler | 2.9 (5) | 81 (145) | 68 (97) | 68 (122) | 68 (80) | 67 (108) | 67 (96) | 4/15 |
| sc-CMA-ES Gissler | 2.3 (0.4) | 104 (119) | 50 (49) | 49 (68) | 49 (31) | 49 (43) | 49 (91) | 5/15 |
| scd-CMA-ES Gissler | 6.0 (12) | 35 (60) | 38 (50) | 38 (50) | 37 (56) | 37 (43) | 37 (36) | 6/15 |
| scdm-CMA-ES Gissler | 0.81 (0.3) | 128 (191) | 118 (103) | 117 (186) | 117 (154) | 116 (88) | 116 (113) | 3/15 |
| sd-CMA-ES Gissler | 1.4 (0.3) | 112 (188) | 103 (133) | 103 (143) | 103 (142) | 102 (94) | 102 (139) | 3/15 |
| sdm-CMA-ES Gissler | 5.2 (5) | 61 (90) | 35 (52) | 35 (43) | 35 (45) | 35 (32) | 35 (32) | 7/15 |
| Δ fopt f22, 40-D |
1e1 3090 |
1e0 35442 |
1e-1 6.5e5 |
1e-2 6.5e5 |
1e-3 6.5e5 |
1e-5 6.5e5 |
1e-7 6.5e5 |
#succ 8/30 |
|---|---|---|---|---|---|---|---|---|
| E-WOA Espinoza | 41 (66) | 19 (17) | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| a-CMA-ES Gissler | 120 (374) | 33 (48) | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| ad-CMA-ES Gissler | 118 (379) | 57 (81) | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| adm-CMA-ES Gissler | 272 (608) | 113 (195) | ∞ | ∞ | ∞ | ∞ | ∞4e6 | 0/15 |
| c-CMA-ES Gissler | 62 (7) | 88 (176) | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| cd-CMA-ES Gissler | 177 (416) | 83 (127) | ∞ | ∞ | ∞ | ∞ | ∞3e6 | 0/15 |
| cdm-CMA-ES Gissler | 157 (498) | 140 (195) | ∞ | ∞ | ∞ | ∞ | ∞3e6 | 0/15 |
| d-CMA-ES Gissler | 130 (421) | 110 (146) | ∞ | ∞ | ∞ | ∞ | ∞3e6 | 0/15 |
| default-CMA-ES Gissler | 205 (411) | 80 (87) | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| dm-CMA-ES Gissler | 171 (508) | 83 (127) | ∞ | ∞ | ∞ | ∞ | ∞3e6 | 0/15 |
| m-SDWOA Espinoza | 50 (66) | 46 (57) | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| s-CMA-ES Gissler | 129 (410) | 63 (107) | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| sc-CMA-ES Gissler | 130 (415) | 107 (123) | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| scd-CMA-ES Gissler | 66 (31) | 70 (73) | ∞ | ∞ | ∞ | ∞ | ∞3e6 | 0/15 |
| scdm-CMA-ES Gissler | 176 (535) | 144 (254) | ∞ | ∞ | ∞ | ∞ | ∞4e6 | 0/15 |
| sd-CMA-ES Gissler | 305 (420) | 113 (118) | ∞ | ∞ | ∞ | ∞ | ∞3e6 | 0/15 |
| sdm-CMA-ES Gissler | 3.4 (4) | 76 (111) | ∞ | ∞ | ∞ | ∞ | ∞3e6 | 0/15 |
| Δ fopt f23, 40-D |
1e1 7.0 |
1e0 11925 |
1e-1 75453 |
1e-2 6.6e5 |
1e-3 1.3e6 |
1e-5 3.2e6 |
1e-7 3.4e6 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| E-WOA Espinoza | 1 (1) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| WOA Espinoza | 1 (1) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| a-CMA-ES Gissler | 1.7 (1) | 0.55 (0.1)↑0 | 0.61 (0.3)↑1 | 0.33 (0.2)↑0 | 1.1 (0.5) | 2.0 (1) | 2.0 (5) | 9/15 |
| ad-CMA-ES Gissler | 1.4 (1) | 0.55 (0.1)↑0 | 0.58 (0.6) | 0.35 (0.2)↑0 | 2.0 (3) | 16 (15) | 16 (12) | 2/15 |
| adm-CMA-ES Gissler | 2.0 (2) | 1.0 (0.1) | 0.52 (0.5) | 0.36 (0.2)↑0 | 0.56 (0.2)↑1 | 3.2 (4) | 3.1 (7) | 7/15 |
| c-CMA-ES Gissler | 1.6 (2) | 339 (837) | 122 (106) | ∞ | ∞ | ∞ | ∞8e6 | 0/15 |
| cd-CMA-ES Gissler | 1.5 (1) | 1009 (1510) | 293 (477) | ∞ | ∞ | ∞ | ∞8e6 | 0/15 |
| cdm-CMA-ES Gissler | 1.2 (1) | 451 (672) | 691 (901) | ∞ | ∞ | ∞ | ∞8e6 | 0/15 |
| d-CMA-ES Gissler | 1.7 (2) | 1011 (1343) | 1486 (1644) | ∞ | ∞ | ∞ | ∞8e6 | 0/15 |
| default-CMA-ES Gissler | 1.6 (1) | 451 (672) | 426 (557) | 170 (133) | ∞ | ∞ | ∞8e6 | 0/15 |
| dm-CMA-ES Gissler | 2.1 (2) | 452 (506) | 293 (531) | 170 (248) | ∞ | ∞ | ∞8e6 | 0/15 |
| m-SDWOA Espinoza | 1 (1) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| s-CMA-ES Gissler | 1.2 (1) | 171 (336) | 216 (291) | 80 (85) | ∞ | ∞ | ∞8e6 | 0/15 |
| sc-CMA-ES Gissler | 1.1 (1) | 337 (503) | 424 (424) | ∞ | ∞ | ∞ | ∞8e6 | 0/15 |
| scd-CMA-ES Gissler | 1.9 (1) | 248 (671) | 123 (187) | 170 (118) | ∞ | ∞ | ∞8e6 | 0/15 |
| scdm-CMA-ES Gissler | 1.3 (1) | 341 (341) | 214 (213) | 170 (97) | ∞ | ∞ | ∞8e6 | 0/15 |
| sd-CMA-ES Gissler | 1.9 (2) | 339 (671) | 214 (159) | ∞ | ∞ | ∞ | ∞8e6 | 0/15 |
| sdm-CMA-ES Gissler | 1.8 (2) | 52 (4) | 95 (80) | 170 (163) | ∞ | ∞ | ∞8e6 | 0/15 |
| Δ fopt f24, 40-D |
1e1 5.8e6 |
1e0 9.8e7 |
1e-1 3.0e8 |
1e-2 3.0e8 |
1e-3 3.0e8 |
1e-5 3.0e8 |
1e-7 3.0e8 |
#succ 1/15 |
|---|---|---|---|---|---|---|---|---|
| E-WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| a-CMA-ES Gissler | 3.5 (4) | 0.21 (0.2) | ∞ | ∞ | ∞ | ∞ | ∞8e6 | 0/15 |
| ad-CMA-ES Gissler | 1.4 (1) | 0.11 (0.1) | ∞ | ∞ | ∞ | ∞ | ∞8e6 | 0/15 |
| adm-CMA-ES Gissler | 2.7 (3) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞8e6 | 0/15 |
| c-CMA-ES Gissler | 8.9 (10) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞8e6 | 0/15 |
| cd-CMA-ES Gissler | 5.1 (3) | 0.30 (0.3) | 0.40 (0.5) | 0.40 (0.3) | 0.40 (0.4) | 0.40 (0.5) | ∞8e6 | 0/15 |
| cdm-CMA-ES Gissler | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞8e6 | 0/15 |
| d-CMA-ES Gissler | 6.6 (5) | 0.61 (0.6) | ∞ | ∞ | ∞ | ∞ | ∞8e6 | 0/15 |
| default-CMA-ES Gissler | 8.9 (11) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞8e6 | 0/15 |
| dm-CMA-ES Gissler | 9.0 (7) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞8e6 | 0/15 |
| m-SDWOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| s-CMA-ES Gissler | 19 (20) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞8e6 | 0/15 |
| sc-CMA-ES Gissler | 9.0 (14) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞8e6 | 0/15 |
| scd-CMA-ES Gissler | 2.5 (3) | 0.23 (0.1) | 0.40 (0.4) | 0.40 (0.4) | 0.40 (0.3) | ∞ | ∞8e6 | 0/15 |
| scdm-CMA-ES Gissler | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞8e6 | 0/15 |
| sd-CMA-ES Gissler | 5.1 (3) | 0.40 (0.3) | 0.20 (0.2) | 0.20 (0.2) | 0.20 (0.2) | 0.20 (0.1) | 0.40 (0.4) | 1/15 |
| sdm-CMA-ES Gissler | 19 (20) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞8e6 | 0/15 |