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 (8334) | 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 (998) | 3096 (3790) | 1.1e4 (1e4) | 1.1e4 (9800) | 1.1e4 (1e4) | 1.0e4 (9286) | 1.0e4 (7759) | 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 (108) | 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 (45) | 31 (36) | 41 (45) | 70 (47) | 145 (141) | 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 (265) | 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 (38) | 32 (29) | 32 (26) | 39 (24) | 46 (40) | 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 (37) | 58 (77) | 71 (94) | 69 (55) | 97 (148) | 517 (592) | 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 (331) | 372 (552) | 370 (585) | 360 (506) | 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 (296) | 351 (525) | 350 (460) | 342 (275) | 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 (135) | 140 (107) | 134 (161) | 175 (142) | 254 (370) | 1/15 |
cma-bt-bbob Brockhoff | 2.2 (2) | 8.9 (11) | 52 (40) | 77 (108) | 119 (128) | 116 (119) | 112 (87) | 4/15 |
d-CMA-ES Gissler | 2.3 (1) | 6.1 (6) | 70 (93) | 262 (284) | 294 (372) | 307 (370) | 302 (264) | 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 (278) | 242 (511) | 262 (372) | 256 (387) | 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 (281) | 337 (250) | 331 (402) | 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 (275) | 285 (216) | 307 (374) | 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 (154) | 271 (316) | 690 (833) | 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 (47) | 44 (47) | 45 (83) | 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 (176) | 47 (55) | 52 (53) | 52 (93) | 49 (46) | 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 (113) | 192 (220) | 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 (164) | 359 (432) | 486 (659) | 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 (670) | 556 (587) | 617 (671) | 1644 (1227) | 3109 (3261) | 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 (9187) | 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 (1228) | 5/15 |
E-WOA Espinoza | 118 (201) | 565 (547) | 598 (843) | 534 (667) | 491 (671) | 553 (426) | 483 (613) | 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 (389) | 730 (951) | 1563 (2407) | 2228 (1803) | 4295 (4118) | ∞ | ∞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 (2835) | 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 (1545) | 3/15 |
E-WOA Espinoza | 45 (43) | 158 (227) | 288 (270) | 282 (407) | 269 (230) | 236 (145) | 212 (319) | 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 (284) | 285 (296) | 572 (632) | 976 (1557) | 4259 (5000) | ∞ | ∞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 (483) | 771 (1026) | 5/15 |
DIRECT-REV Kudela | 1.3 (0.7) | 1.6 (1) | 1.5 (1) | 1.4 (2) | 1.4 (2) | 66 (108) | 294 (513) | 6/15 |
E-WOA Espinoza | 137 (286) | 281 (401) | 355 (285) | 485 (610) | 449 (337) | 323 (424) | 331 (408) | 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 (289) | 438 (606) | 3788 (3933) | 3032 (3191) | 2714 (2714) | 1869 (1895) | ∞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 (3422) | ∞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 (663) | ∞1e5 | 0/15 |
E-WOA Espinoza | 8.8 (4) | 60 (52) | 314 (447) | 342 (386) | 647 (650) | 670 (903) | 741 (820) | 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 (1005) | 525 (437) | 1030 (1079) | 1973 (2113) | ∞ | ∞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 (882) | 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 (3889) | 2/15 |
E-WOA Espinoza | 1.9 (1) | 3.1 (2) | 11 (8) | 65 (93) | 336 (279) | 314 (615) | 262 (347) | 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 (551) | 939 (1415) | 3230 (4056) | 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 (35) | 33 (43) | 33 (30) | 33 (23) | 46 (46) | 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 (35) | 25 (39) | 25 (34) | 26 (45) | 36 (40) | 63 (49) | 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 (1074) | 1/15 |
DIRECT-REV Kudela | 6.6 (6) | 3.6 (3) | 2.1 (1) | 1.4 (0.8) | 2.0 (1) | 40 (70) | 437 (493) | 1/15 |
E-WOA Espinoza | 2.2 (2) | 5.3 (8) | 26 (45) | 37 (67) | 48 (60) | 46 (55) | 39 (33) | 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 (48) | 44 (48) | 58 (68) | 120 (131) | 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 (29) | 88 (74) | 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 (136) | ∞ | ∞1e5 | 0/15 |
DIRECT-REV Kudela | 1.2 (1) | 1.1 (0.8) | 1.9 (0.9) | 3.7 (3) | 7.2 (7) | 624 (545) | 409 (443) | 0/15 |
E-WOA Espinoza | 2.2 (1) | 5.0 (8) | 16 (16) | 42 (62) | 72 (65) | 59 (73) | 41 (36) | 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 (76) | 48 (39) | 119 (141) | ∞ | ∞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 (37) | ∞ | ∞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 (25) | 21 (21) | 18 (25) | 16 (11) | 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 (45) | 35 (52) | 54 (60) | ∞ | ∞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 (46) | 69 (76) | 84 (109) | 172 (179) | 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 (94) | 88 (115) | 137 (143) | 220 (230) | 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 (28) | 26 (33) | 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 (167) | 30 (28) | 40 (41) | 41 (55) | 50 (70) | 56 (82) | 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 (31) | 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 (35) | 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 (74) | 67 (89) | 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 (326) | 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 (307) | 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 (375) | 922 (1589) | ∞ | ∞1e5 | 0/15 |
DIRECT-REV Kudela | 4.0 (4) | 2.3 (3) | 26 (33) | 86 (192) | 253 (289) | ∞ | ∞1e5 | 0/15 |
E-WOA Espinoza | 1.9 (2) | 21 (11) | 159 (112) | 200 (228) | 187 (168) | 426 (587) | ∞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 (97) | 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 (550) | ∞ | ∞ | ∞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 (4) | 12 (18) | 3/15 |
DIRECT-REV Kudela | 1.6 (2) | 1.8 (1) | 1.9 (1) | 2.0 (3) | 2.0 (2) | 1.9 (2) | 1.9 (2) | 13/15 |
E-WOA Espinoza | 2.3 (2) | 22 (22) | 5.9 (8) | 12 (15) | 12 (9) | 12 (17) | 12 (18) | 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 (24) | 16 (16) | ∞ | ∞ | ∞ | ∞2e4 | 0/15 |
a-CMA-ES Gissler | 1.7 (2) | 42 (25) | 130 (236) | 111 (86) | 108 (91) | 105 (101) | 105 (134) | 2/15 |
ad-CMA-ES Gissler | 0.98 (1) | 16 (22) | 42 (47) | 21 (26) | 48 (59) | 47 (81) | 47 (62) | 4/15 |
adm-CMA-ES Gissler | 1.1 (1) | 42 (40) | 73 (118) | 70 (65) | 68 (79) | 66 (85) | 66 (48) | 3/15 |
c-CMA-ES Gissler | 1.1 (1) | 38 (97) | 72 (107) | 49 (56) | 47 (43) | 46 (49) | 46 (45) | 4/15 |
cd-CMA-ES Gissler | 1.3 (1) | 80 (201) | 62 (80) | 51 (85) | 71 (65) | 70 (81) | 70 (63) | 3/15 |
cdm-CMA-ES Gissler | 5.5 (2) | 59 (182) | 139 (212) | 112 (180) | 108 (116) | 106 (81) | 106 (101) | 2/15 |
cma-bp-bbob Brockhoff | 0.98 (0.8) | 21 (25) | 10 (5) | 5.9 (9) | 5.8 (7) | 5.7 (6) | 5.7 (8) | 2/15 |
cma-bt-bbob Brockhoff | 1.0 (0.9) | 16 (23) | 34 (35) | 12 (8) | 12 (13) | ∞ | ∞2e4 | 0/15 |
d-CMA-ES Gissler | 1.1 (1) | 56 (165) | 37 (53) | 30 (26) | 30 (43) | 36 (46) | 36 (38) | 5/15 |
default-CMA-ES Gissler | 1.8 (2) | 78 (182) | 307 (305) | 113 (150) | 109 (229) | 107 (77) | 107 (117) | 2/15 |
dm-CMA-ES Gissler | 1.8 (2) | 70 (177) | 71 (106) | 112 (116) | 233 (324) | 227 (239) | 227 (215) | 1/15 |
m-SDWOA Espinoza | 2.6 (2) | 5.4 (6) | 2.1 (1) | 3.1 (3) | ∞ | ∞ | ∞2e4 | 0/15 |
s-CMA-ES Gissler | 1.4 (1) | 118 (235) | 95 (118) | 47 (47) | 46 (58) | 65 (105) | 65 (130) | 3/15 |
sc-CMA-ES Gissler | 1.6 (2) | 76 (165) | 73 (118) | 35 (48) | 34 (62) | 34 (54) | 34 (49) | 5/15 |
scd-CMA-ES Gissler | 1.1 (0.9) | 19 (43) | 24 (50) | 24 (23) | 28 (43) | 27 (49) | 27 (25) | 6/15 |
scdm-CMA-ES Gissler | 1.8 (2) | 31 (21) | 95 (83) | 112 (141) | 109 (104) | 106 (138) | 106 (162) | 2/15 |
sd-CMA-ES Gissler | 0.99 (0.6) | 43 (20) | 11 (24) | 29 (35) | 28 (40) | 27 (25) | 27 (41) | 6/15 |
sdm-CMA-ES Gissler | 1.6 (2) | 118 (281) | 95 (95) | 241 (313) | 234 (374) | 228 (243) | 228 (438) | 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 (9375) | 2893 (2e4) | 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 (2591) | 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 (344) | 858 (343) | 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 (1193) | 2113 (1807) | ∞ | ∞ | ∞ | ∞ | ∞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 (91) | 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 (49) | 515 (768) | 516 (701) | 516 (615) | 519 (593) | 521 (492) | 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 (218) | ∞ | ∞ | ∞ | ∞ | ∞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 (18) | 14 (19) | 14 (18) | 15 (21) | 13/15 |
cma-bt-bbob Brockhoff | 3.1 (2) | 6.2 (6) | 21 (22) | 21 (19) | 21 (22) | 22 (24) | 24 (22) | 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 (152) | 62 (83) | 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 (118) | 504 (442) | 478 (432) | 471 (504) | ∞ | ∞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 (375) | 109 (121) | 235 (421) | 223 (222) | ∞ | ∞ | ∞3e4 | 0/15 |
a-CMA-ES Gissler | 10 (12) | 520 (590) | ∞ | ∞ | ∞ | ∞ | ∞6e5 | 0/15 |
ad-CMA-ES Gissler | 7.1 (12) | 475 (656) | 2359 (3211) | 7366 (6764) | 7126 (6747) | 6684 (5969) | 6499 (8061) | 1/15 |
adm-CMA-ES Gissler | 4.7 (2) | 188 (399) | 9699 (1e4) | 9120 (9774) | 8823 (1e4) | 8275 (1e4) | 8046 (7906) | 1/15 |
c-CMA-ES Gissler | 8.2 (13) | 441 (651) | ∞ | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
cd-CMA-ES Gissler | 5.0 (3) | 482 (583) | ∞ | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
cdm-CMA-ES Gissler | 3.8 (3) | 368 (360) | ∞ | ∞ | ∞ | ∞ | ∞6e5 | 0/15 |
cma-bp-bbob Brockhoff | 6.6 (12) | 162 (165) | ∞ | ∞ | ∞ | ∞ | ∞3e4 | 0/15 |
cma-bt-bbob Brockhoff | 5.9 (3) | 166 (159) | ∞ | ∞ | ∞ | ∞ | ∞3e4 | 0/15 |
d-CMA-ES Gissler | 9.3 (16) | 395 (451) | ∞ | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
default-CMA-ES Gissler | 4.2 (2) | 491 (629) | ∞ | ∞ | ∞ | ∞ | ∞6e5 | 0/15 |
dm-CMA-ES Gissler | 3.8 (3) | 788 (1119) | ∞ | ∞ | ∞ | ∞ | ∞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 (354) | 4206 (6826) | 3955 (4541) | 3827 (3721) | 3590 (4561) | 3490 (4275) | 2/15 |
sc-CMA-ES Gissler | 13 (15) | 1206 (1291) | ∞ | ∞ | ∞ | ∞ | ∞6e5 | 0/15 |
scd-CMA-ES Gissler | 3.6 (2) | 264 (321) | 7595 (6907) | 7142 (8224) | 6909 (8632) | 6480 (5498) | 6301 (7247) | 1/15 |
scdm-CMA-ES Gissler | 8.8 (14) | 713 (1090) | ∞ | ∞ | ∞ | ∞ | ∞6e5 | 0/15 |
sd-CMA-ES Gissler | 5.6 (2) | 1233 (789) | 7873 (9261) | 7403 (6922) | 7162 (8796) | 6718 (7073) | 6531 (7695) | 1/15 |
sdm-CMA-ES Gissler | 5.5 (3) | 494 (732) | ∞ | ∞ | ∞ | ∞ | ∞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 (189) | 352 (362) | 515 (470) | 1007 (1175) | ∞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 (177) | 327 (654) | 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 (89) | 121 (133) | 148 (270) | 148 (158) | 136 (199) | 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 (175) | 135 (185) | 175 (249) | 175 (155) | 158 (183) | 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 (94) | 105 (91) | 129 (94) | 138 (91) | 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 (212) | 358 (509) | 666 (721) | ∞ | ∞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 (511) | 1399 (1254) | 2725 (3208) | 2580 (1908) | 2468 (2191) | 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 (255) | 172 (181) | 572 (680) | 1259 (1307) | ∞ | ∞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 (4804) | 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 (860) | 2482 (2169) | 1/15 |
E-WOA Espinoza | 353 (398) | 1348 (1183) | 1226 (1247) | 1156 (1416) | 1083 (1272) | 972 (1202) | 895 (862) | 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 (797) | 2771 (2418) | ∞ | ∞ | ∞ | ∞ | ∞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 (499) | 6423 (7569) | 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 (746) | ∞2e5 | 0/15 |
E-WOA Espinoza | 165 (224) | 573 (566) | 902 (1149) | 1668 (1711) | 1603 (1787) | ∞ | ∞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 (1076) | 1928 (3106) | ∞ | ∞ | ∞ | ∞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 (270) | 380 (475) | 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 (216) | 286 (332) | 5/15 |
E-WOA Espinoza | 386 (485) | 340 (352) | 302 (309) | 348 (281) | 327 (317) | 645 (474) | ∞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 (465) | 1182 (1116) | ∞ | ∞ | ∞ | ∞ | ∞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 (66) | 41 (48) | 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 (1047) | 1469 (2669) | ∞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 (4384) | ∞2e5 | 0/15 |
E-WOA Espinoza | 227 (300) | 846 (501) | 1919 (3194) | 3255 (5680) | 2086 (2372) | ∞ | ∞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 (310) | 441 (706) | 1204 (1264) | ∞ | ∞ | ∞ | ∞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 (682) | 3094 (2706) | 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 (6766) | 2/15 |
E-WOA Espinoza | 2.1 (2) | 7.4 (9) | 46 (35) | 136 (103) | 287 (288) | 718 (679) | 2296 (2668) | 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 (353) | 574 (717) | 3982 (3409) | ∞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 (113) | ∞ | ∞ | ∞ | ∞ | ∞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 (77) | ∞2e5 | 0/15 |
DIRECT-REV Kudela | 3.2 (3) | 1.7 (1) | 1.7 (0.9) | 2.7 (2) | 2.1 (1) | 39 (59) | 626 (770) | 0/15 |
E-WOA Espinoza | 3.1 (4) | 12 (15) | 58 (97) | 255 (332) | 229 (322) | 135 (187) | 130 (145) | 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 (77) | 112 (191) | 106 (145) | ∞ | ∞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 (44) | 34 (36) | 66 (74) | 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 (431) | ∞ | ∞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 (85) | 151 (218) | 188 (164) | ∞ | ∞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 (133) | 269 (378) | 382 (496) | ∞ | ∞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 (119) | ∞ | ∞2e5 | 0/15 |
DIRECT-REV Kudela | 6.4 (6) | 11 (11) | 2.3 (1) | 2.7 (2) | 23 (29) | ∞ | ∞2e5 | 0/15 |
E-WOA Espinoza | 7.2 (9) | 136 (197) | 97 (81) | 139 (134) | 122 (100) | ∞ | ∞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 (265) | 71 (74) | ∞ | ∞ | ∞ | ∞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 (15) | 92 (69) | 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 (214) | 7.3 (9) | 18 (11) | 19 (16) | 29 (23) | 1/15 |
I-DBDP-GL Kudela | 5.9 (8) | 332 (282) | 28 (24) | 4.0 (5) | 6.4 (10) | 6.5 (10) | 6.6 (10) | 13/15 |
WOA Espinoza | 13 (14) | 461 (529) | 121 (149) | ∞ | ∞ | ∞ | ∞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 (2) | 10 (8) | 30 (34) | 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 (58) | 36 (95) | 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 (13) | 13 (14) | 17 (15) | 20 (28) | 23 (23) | 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 (138) | 85 (108) | ∞ | ∞ | ∞ | ∞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 (6) | 5.6 (6) | 5.5 (6) | 5.5 (7) | 5.2 (6) | 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 (7) | 12 (13) | 12 (9) | 12 (7) | 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 (34) | 36 (57) | 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 (83) | 36 (71) | 37 (54) | 38 (65) | 99 (176) | 255 (267) | 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 (45) | 18 (37) | 18 (36) | 18 (36) | 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 (111) | 89 (100) | 135 (118) | 168 (114) | 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 (127) | 84 (125) | 169 (199) | 494 (633) | 487 (558) | 2/15 |
a-CMA-ES Gissler | 1.3 (1) | 1.9 (2) | 11 (26) | 41 (96) | 62 (90) | 169 (355) | 164 (343) | 12/15 |
ad-CMA-ES Gissler | 0.87 (0.9) | 9.0 (13) | 21 (45) | 86 (90) | 127 (308) | 124 (284) | 125 (293) | 13/15 |
adm-CMA-ES Gissler | 1.1 (1) | 2.2 (3) | 28 (32) | 32 (52) | 158 (354) | 201 (362) | 203 (354) | 12/15 |
c-CMA-ES Gissler | 1.1 (0.8) | 3.3 (6) | 18 (26) | 28 (43) | 39 (68) | 125 (312) | 122 (305) | 13/15 |
cd-CMA-ES Gissler | 1.1 (0.9) | 2.7 (4) | 34 (83) | 86 (166) | 81 (157) | 159 (292) | 157 (284) | 12/15 |
cdm-CMA-ES Gissler | 2.1 (2) | 3.1 (3) | 13 (19) | 30 (50) | 73 (47) | 181 (523) | 175 (338) | 12/15 |
cma-bp-bbob Brockhoff | 1.5 (1) | 6.2 (10) | 16 (18) | 21 (32) | 26 (39) | 26 (38) | 28 (38) | 12/15 |
cma-bt-bbob Brockhoff | 1.2 (0.6) | 5.6 (6) | 17 (19) | 39 (60) | 38 (60) | 42 (45) | 41 (43) | 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 (308) | 110 (328) | 13/15 |
dm-CMA-ES Gissler | 4.1 (1) | 2.2 (3) | 14 (24) | 20 (23) | 73 (108) | 108 (326) | 105 (316) | 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 (316) | 112 (309) | 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 (283) | 90 (273) | 13/15 |
scdm-CMA-ES Gissler | 1.1 (1) | 6.5 (11) | 12 (10) | 19 (30) | 71 (54) | 182 (357) | 177 (339) | 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 (391) | 251 (472) | 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 (153) | 345 (684) | 959 (932) | ∞ | ∞2e5 | 0/15 |
DIRECT-REV Kudela | 2.6 (3) | 1.5 (2) | 79 (137) | 97 (112) | 110 (221) | ∞ | ∞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 (621) | ∞ | ∞ | ∞ | ∞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 (705) | ∞ | ∞ | ∞ | ∞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) | 1.4 (2) | 1.4 (2) | 4/15 |
E-WOA Espinoza | 21 (22) | 42 (45) | ∞ | ∞ | ∞ | ∞ | ∞3e4 | 0/15 |
I-DBDP-GL Kudela | 2.6 (3) | 3.6 (6) | 0.62 (0.5) | 0.30 (0.3) | 0.30 (0.3) | 0.30 (0.3) | 0.31 (0.2) | 11/15 |
WOA Espinoza | 4.5 (4) | 19 (16) | 4.1 (5) | 1.2 (0.8) | ∞ | ∞ | ∞3e4 | 0/15 |
a-CMA-ES Gissler | 1.6 (1) | 67 (87) | 39 (63) | 24 (15) | 24 (35) | 24 (42) | 24 (35) | 1/15 |
ad-CMA-ES Gissler | 1.3 (0.9) | 38 (58) | 83 (88) | 24 (23) | 24 (31) | 24 (24) | 24 (39) | 1/15 |
adm-CMA-ES Gissler | 1.3 (1) | 39 (58) | 38 (38) | 24 (32) | 24 (22) | 24 (27) | 24 (27) | 1/15 |
c-CMA-ES Gissler | 2.2 (1) | 101 (94) | ∞ | ∞ | ∞ | ∞ | ∞6e5 | 0/15 |
cd-CMA-ES Gissler | 2.6 (0.8) | 14 (29) | 25 (21) | 25 (27) | 25 (25) | 25 (24) | 25 (30) | 1/15 |
cdm-CMA-ES Gissler | 0.90 (1.0) | 67 (116) | 16 (21) | 11 (9) | 11 (10) | 11 (11) | 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 (8) | ∞ | ∞ | ∞ | ∞ | ∞3e4 | 0/15 |
d-CMA-ES Gissler | 1.6 (0.9) | 46 (75) | 25 (28) | 25 (19) | 25 (26) | 25 (26) | 25 (20) | 1/15 |
default-CMA-ES Gissler | 4.0 (8) | 119 (174) | 24 (31) | 11 (15) | 11 (13) | 11 (14) | 11 (15) | 2/15 |
dm-CMA-ES Gissler | 1.5 (1) | 87 (145) | 38 (56) | ∞ | ∞ | ∞ | ∞6e5 | 0/15 |
m-SDWOA Espinoza | 4.4 (3) | 4.5 (5) | ∞ | ∞ | ∞ | ∞ | ∞3e4 | 0/15 |
s-CMA-ES Gissler | 2.3 (2) | 377 (318) | 82 (79) | 24 (18) | 24 (21) | 24 (23) | 24 (26) | 1/15 |
sc-CMA-ES Gissler | 2.3 (2) | 67 (58) | 38 (41) | 11 (11) | 11 (10) | 11 (16) | 11 (16) | 2/15 |
scd-CMA-ES Gissler | 1.1 (0.7) | 52 (59) | 38 (45) | ∞ | ∞ | ∞ | ∞6e5 | 0/15 |
scdm-CMA-ES Gissler | 1.5 (1) | 51 (87) | ∞ | ∞ | ∞ | ∞ | ∞6e5 | 0/15 |
sd-CMA-ES Gissler | 2.0 (2) | 97 (174) | 86 (75) | 25 (30) | 25 (34) | 25 (24) | 25 (21) | 1/15 |
sdm-CMA-ES Gissler | 1.8 (1) | 160 (246) | ∞ | ∞ | ∞ | ∞ | ∞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 (2219) | 9205 (1e4) | ∞ | ∞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 (313) | 332 (294) | 367 (279) | 436 (309) | 580 (448) | 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 (231) | 138 (112) | 150 (111) | 205 (179) | 205 (242) | 8/15 |
DIRECT-REV Kudela | 2.2 (1) | 64 (84) | 233 (363) | 232 (320) | 232 (155) | 231 (357) | 230 (265) | 7/15 |
E-WOA Espinoza | 35 (55) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞5e4 | 0/15 |
I-DBDP-GL Kudela | 2.4 (1) | 8.2 (5) | 51 (77) | 51 (76) | 52 (83) | 55 (81) | 59 (79) | 13/15 |
WOA Espinoza | 202 (321) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞5e4 | 0/15 |
a-CMA-ES Gissler | 0.97 (1) | 45 (124) | 1899 (3532) | 1893 (1255) | 1889 (1955) | 1884 (1732) | 1880 (1321) | 3/15 |
ad-CMA-ES Gissler | 1.1 (1) | 63 (87) | 1246 (1426) | 1243 (1744) | 1240 (916) | 1238 (1460) | 1235 (1356) | 4/15 |
adm-CMA-ES Gissler | 1.3 (1) | 44 (63) | 1363 (1369) | 1360 (1365) | 1357 (1543) | 1354 (1306) | 1351 (1975) | 4/15 |
c-CMA-ES Gissler | 0.77 (0.3) | 34 (33) | 1337 (1285) | 1334 (1131) | 1332 (1751) | 1329 (1416) | 1327 (1166) | 4/15 |
cd-CMA-ES Gissler | 1.4 (2) | 26 (39) | 383 (619) | 383 (414) | 382 (515) | 382 (625) | 381 (421) | 8/15 |
cdm-CMA-ES Gissler | 1.3 (2) | 10 (11) | 732 (1000) | 730 (905) | 729 (865) | 728 (990) | 726 (743) | 6/15 |
cma-bp-bbob Brockhoff | 0.99 (1) | 14 (21) | 96 (126) | 96 (105) | 96 (105) | 96 (126) | 129 (152) | 3/15 |
cma-bt-bbob Brockhoff | 1.1 (1) | 15 (17) | 71 (79) | 71 (94) | 71 (56) | 72 (93) | 72 (97) | 5/15 |
d-CMA-ES Gissler | 1.4 (2) | 47 (43) | 1154 (1580) | 1669 (2479) | 1665 (1575) | 1661 (2120) | 1658 (1274) | 3/15 |
default-CMA-ES Gissler | 1.2 (1) | 5.5 (5) | 521 (1243) | 520 (571) | 520 (450) | 519 (663) | 518 (451) | 7/15 |
dm-CMA-ES Gissler | 1.4 (2) | 9.2 (11) | 257 (375) | 257 (377) | 256 (293) | 256 (485) | 256 (473) | 10/15 |
m-SDWOA Espinoza | 5.7 (3) | 21 (6) | 34 (19) | 42 (19) | 54 (49) | 109 (92) | 147 (136) | 3/15 |
s-CMA-ES Gissler | 1.5 (2) | 13 (9) | 318 (349) | 317 (681) | 317 (560) | 317 (453) | 317 (452) | 9/15 |
sc-CMA-ES Gissler | 1.0 (1) | 8.0 (5) | 2055 (2761) | 2049 (2615) | 2044 (2248) | 2039 (2525) | 2035 (2005) | 3/15 |
scd-CMA-ES Gissler | 2.1 (2) | 24 (39) | 1218 (1829) | 1215 (1143) | 1212 (1587) | 1210 (947) | 1207 (1194) | 4/15 |
scdm-CMA-ES Gissler | 1.7 (1) | 51 (69) | 1978 (2516) | 1974 (2331) | 1970 (1775) | 1966 (1911) | 1962 (3771) | 3/15 |
sd-CMA-ES Gissler | 1.3 (1) | 15 (12) | 528 (788) | 528 (762) | 527 (632) | 526 (756) | 526 (773) | 7/15 |
sdm-CMA-ES Gissler | 1.2 (2) | 5.5 (5) | 754 (838) | 980 (987) | 978 (960) | 976 (1086) | 974 (1577) | 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 (188) | 2212 (1851) | 2123 (1813) | 2055 (2477) | 1979 (2684) | 1962 (2003) | 1/15 |
DIRECT-REV Kudela | 4.7 (11) | 82 (97) | 463 (530) | 444 (567) | 430 (456) | 414 (738) | 410 (646) | 4/15 |
E-WOA Espinoza | 75 (75) | 447 (513) | ∞ | ∞ | ∞ | ∞ | ∞5e4 | 0/15 |
I-DBDP-GL Kudela | 2.9 (2) | 20 (20) | 179 (300) | 173 (198) | 169 (274) | 167 (114) | 170 (131) | 8/15 |
WOA Espinoza | 258 (278) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞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 (7149) | ∞ | ∞ | ∞ | ∞ | ∞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 (47) | 220 (229) | 425 (413) | 412 (482) | ∞ | ∞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 (9020) | ∞ | ∞ | ∞ | ∞ | ∞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 (343) | 906 (1454) | ∞ | ∞ | ∞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 (223) | 485 (411) | 2582 (2358) | ∞ | ∞ | ∞ | ∞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 (81) | 139 (170) | ∞ | ∞ | ∞ | ∞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 (117) | 94 (92) | 96 (90) | 98 (72) | 111 (68) | 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 (557) | ∞ | ∞ | ∞ | ∞ | ∞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 (313) | 568 (471) | 551 (833) | 839 (1516) | 822 (736) | 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 (1536) | ∞ | ∞ | ∞ | ∞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 (1086) | 3304 (5257) | ∞ | ∞ | ∞ | ∞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 (98) | 86 (87) | 103 (78) | 102 (72) | 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 (302) | 3978 (2628) | 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 (151) | 1137 (1278) | 1/15 |
E-WOA Espinoza | 629 (664) | 1441 (1425) | 1262 (1394) | 1195 (1359) | 1167 (1538) | 894 (1252) | 847 (980) | 1/15 |
I-DBDP-GL Kudela | 86 (74) | 131 (80) | 300 (218) | 833 (840) | 1384 (1597) | ∞ | ∞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 (554) | ∞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 (639) | ∞3e5 | 0/15 |
E-WOA Espinoza | 118 (143) | 780 (798) | ∞ | ∞ | ∞ | ∞ | ∞5e4 | 0/15 |
I-DBDP-GL Kudela | 61 (51) | 129 (67) | 62 (29) | 88 (34) | 106 (33) | 161 (88) | 417 (422) | 3/15 |
WOA Espinoza | 1449 (2377) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞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 (192) | 1088 (1046) | 2/15 |
DIRECT-REV Kudela | 1.1 (0.6) | 0.98 (1) | 1.1 (1) | 1.2 (1) | 1.2 (1) | 288 (528) | 1089 (1841) | 1/15 |
E-WOA Espinoza | 248 (245) | 316 (478) | 571 (1044) | 1730 (1937) | 1555 (1247) | ∞ | ∞5e4 | 0/15 |
I-DBDP-GL Kudela | 45 (14) | 32 (14) | 56 (39) | 95 (101) | 174 (116) | 123 (44) | 186 (116) | 9/15 |
WOA Espinoza | 1990 (2294) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞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 (72) | 98 (123) | 131 (114) | 60 (39) | 67 (86) | 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 (191) | ∞ | ∞3e5 | 0/15 |
E-WOA Espinoza | 369 (570) | 1071 (1410) | 2854 (3000) | 2243 (2743) | 551 (448) | ∞ | ∞5e4 | 0/15 |
I-DBDP-GL Kudela | 14 (5) | 28 (14) | 52 (21) | 86 (33) | 39 (19) | 81 (38) | 815 (633) | 0/15 |
WOA Espinoza | 1126 (1325) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞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 (2364) | 0/15 |
E-WOA Espinoza | 2.2 (3) | 19 (15) | 43 (18) | 83 (51) | 234 (229) | 2898 (3536) | ∞5e4 | 0/15 |
I-DBDP-GL Kudela | 0.71 (1) | 4.1 (3) | 11 (3) | 20 (8) | 37 (10) | 191 (132) | 3868 (3416) | 0/15 |
WOA Espinoza | 2.2 (3) | 12 (7) | 102 (67) | 1584 (1817) | 5079 (4946) | ∞ | ∞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 (29) | 23 (20) | 24 (31) | 29 (45) | 28 (35) | 5/15 |
DIRECT-REV Kudela | 1.3 (1) | 9.2 (10) | 58 (55) | 57 (63) | 56 (79) | 54 (53) | 53 (58) | 3/15 |
E-WOA Espinoza | 213 (245) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞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 (319) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞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 (3) | 2.0 (1) | 2.0 (2) | 2.0 (2) | 2.0 (1) | 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 (6) | ∞ | ∞ | ∞ | ∞ | ∞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 (14) | 321 (467) | ∞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 (263) | ∞3e5 | 0/15 |
E-WOA Espinoza | 4.6 (7) | 344 (490) | 265 (315) | ∞ | ∞ | ∞ | ∞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 (267) | 266 (296) | ∞ | ∞ | ∞ | ∞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 (89) | 213 (223) | ∞ | ∞3e5 | 0/15 |
DIRECT-REV Kudela | 2.3 (3) | 2.2 (0.9) | 1.6 (1) | 4.5 (7) | 141 (156) | ∞ | ∞3e5 | 0/15 |
E-WOA Espinoza | 4.6 (4) | 65 (118) | ∞ | ∞ | ∞ | ∞ | ∞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 (124) | ∞ | ∞ | ∞ | ∞ | ∞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 (16) | 120 (142) | ∞ | ∞3e5 | 0/15 |
DIRECT-REV Kudela | 2.3 (2) | 3.4 (2) | 1.5 (0.7) | 7.9 (15) | 64 (68) | ∞ | ∞3e5 | 0/15 |
E-WOA Espinoza | 13 (17) | 194 (253) | ∞ | ∞ | ∞ | ∞ | ∞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 (11) | 12/15 |
WOA Espinoza | 11 (25) | 537 (1024) | ∞ | ∞ | ∞ | ∞ | ∞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 (6262) | ∞ | ∞ | ∞ | ∞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 (313) | ∞ | ∞ | ∞ | ∞5e4 | 0/15 |
I-DBDP-GL Kudela | 28 (32) | 3699 (3705) | 538 (566) | 8.2 (8) | 15 (20) | 15 (16) | 15 (14) | 2/15 |
WOA Espinoza | 55 (56) | 7227 (6232) | 463 (425) | ∞ | ∞ | ∞ | ∞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 (153) | 6.7 (7) | ∞ | ∞ | ∞5e4 | 0/15 |
cma-bt-bbob Brockhoff | 1 (0) | 1 (0) | 142 (118) | 1.3 (1) | 2.0 (3) | 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 (1832) | ∞ | ∞ | ∞ | ∞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 (3) | 3.6 (3) | 13 (11) | 13 (12) | 4/15 |
DIRECT-REV Kudela | 2.2 (0) | 1.9 (1) | 49 (54) | 36 (41) | 34 (50) | 34 (25) | 34 (34) | 2/15 |
E-WOA Espinoza | 26 (25) | 86 (110) | ∞ | ∞ | ∞ | ∞ | ∞5e4 | 0/15 |
I-DBDP-GL Kudela | 4.8 (5) | 0.96 (0.6) | 1.8 (3) | 1.3 (2) | 1.3 (2) | 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 (2) | 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 (0.9) | 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 (1.0) | 1.6 (1.0) | 4.4 (3) | 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 (73) | 96 (71) | 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 (143) | 2/15 |
E-WOA Espinoza | 8.6 (6) | 31 (46) | 33 (31) | 35 (37) | 36 (54) | 41 (37) | 60 (56) | 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 (77) | 84 (84) | 120 (111) | 120 (124) | 192 (222) | ∞5e4 | 0/15 |
a-CMA-ES Gissler | 1.7 (2) | 26 (8) | 34 (101) | 34 (99) | 34 (98) | 33 (103) | 33 (101) | 13/15 |
ad-CMA-ES Gissler | 1.2 (1) | 47 (140) | 59 (100) | 59 (100) | 58 (98) | 58 (99) | 58 (96) | 12/15 |
adm-CMA-ES Gissler | 0.85 (0.9) | 16 (9) | 38 (106) | 39 (114) | 39 (107) | 38 (113) | 38 (100) | 13/15 |
c-CMA-ES Gissler | 3.4 (2) | 5.2 (14) | 48 (102) | 68 (111) | 69 (103) | 69 (105) | 68 (101) | 12/15 |
cd-CMA-ES Gissler | 1.2 (1) | 23 (8) | 33 (100) | 33 (99) | 33 (101) | 32 (97) | 32 (95) | 13/15 |
cdm-CMA-ES Gissler | 1.3 (1) | 2.7 (3) | 24 (19) | 42 (110) | 42 (109) | 42 (116) | 41 (106) | 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 (27) | 16 (20) | 15 (21) | 15 (17) | 15 (18) | 11/15 |
d-CMA-ES Gissler | 6.2 (18) | 8.1 (13) | 59 (105) | 59 (103) | 59 (103) | 59 (105) | 58 (100) | 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 (110) | 46 (108) | 46 (107) | 13/15 |
m-SDWOA Espinoza | 4.1 (4) | 2.7 (2) | 8.2 (16) | 9.2 (15) | 10 (15) | 10 (15) | 11 (14) | 13/15 |
s-CMA-ES Gissler | 1.5 (1) | 30 (7) | 40 (106) | 40 (119) | 40 (103) | 39 (101) | 39 (100) | 13/15 |
sc-CMA-ES Gissler | 1.0 (0.5) | 34 (41) | 58 (109) | 57 (101) | 57 (103) | 57 (110) | 56 (150) | 12/15 |
scd-CMA-ES Gissler | 1.9 (3) | 10 (13) | 52 (100) | 52 (100) | 52 (100) | 51 (101) | 50 (98) | 12/15 |
scdm-CMA-ES Gissler | 1.2 (1) | 31 (9) | 40 (118) | 40 (114) | 40 (110) | 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 (204) | 73 (206) | 73 (161) | 73 (122) | 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 (120) | 269 (352) | 1/15 |
DIRECT-REV Kudela | 2.1 (3) | 1.5 (1) | 3.6 (4) | 3.5 (4) | 3.4 (4) | 3.5 (3) | 90 (121) | 2/15 |
E-WOA Espinoza | 7.4 (10) | 40 (68) | 152 (189) | 150 (102) | 153 (115) | 335 (346) | 682 (702) | 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 (227) | 748 (800) | ∞ | ∞ | ∞ | ∞5e4 | 0/15 |
a-CMA-ES Gissler | 3.5 (9) | 7.6 (15) | 270 (539) | 397 (606) | 386 (671) | 374 (414) | 364 (476) | 7/15 |
ad-CMA-ES Gissler | 4.1 (9) | 5.9 (5) | 78 (172) | 131 (179) | 128 (330) | 124 (165) | 121 (171) | 11/15 |
adm-CMA-ES Gissler | 4.0 (10) | 12 (15) | 190 (232) | 232 (224) | 227 (203) | 223 (343) | 219 (190) | 10/15 |
c-CMA-ES Gissler | 5.0 (10) | 10 (15) | 248 (328) | 409 (706) | 398 (537) | 386 (664) | 376 (652) | 7/15 |
cd-CMA-ES Gissler | 5.6 (11) | 15 (24) | 174 (206) | 246 (375) | 240 (326) | 233 (316) | 228 (394) | 9/15 |
cdm-CMA-ES Gissler | 2.8 (1) | 24 (16) | 229 (219) | 279 (385) | 273 (310) | 266 (368) | 259 (474) | 9/15 |
cma-bp-bbob Brockhoff | 9.3 (22) | 21 (25) | 120 (215) | 115 (128) | 112 (147) | 109 (128) | 107 (96) | 5/15 |
cma-bt-bbob Brockhoff | 1.2 (0.7) | 23 (45) | 86 (111) | 82 (94) | 80 (116) | 78 (75) | 76 (95) | 6/15 |
d-CMA-ES Gissler | 3.9 (10) | 16 (25) | 81 (169) | 136 (197) | 132 (174) | 129 (183) | 126 (246) | 11/15 |
default-CMA-ES Gissler | 1.3 (0.6) | 26 (42) | 227 (387) | 221 (358) | 215 (250) | 212 (238) | 208 (397) | 10/15 |
dm-CMA-ES Gissler | 4.3 (2) | 6.4 (9) | 284 (442) | 272 (312) | 265 (374) | 258 (364) | 251 (438) | 9/15 |
m-SDWOA Espinoza | 6.0 (5) | 11 (6) | 41 (55) | 42 (27) | 42 (50) | 52 (38) | 52 (37) | 8/15 |
s-CMA-ES Gissler | 3.3 (8) | 24 (24) | 110 (187) | 147 (201) | 171 (200) | 174 (321) | 171 (284) | 11/15 |
sc-CMA-ES Gissler | 3.4 (9) | 6.4 (14) | 74 (174) | 76 (169) | 73 (164) | 73 (159) | 72 (155) | 13/15 |
scd-CMA-ES Gissler | 2.5 (1) | 45 (24) | 126 (181) | 155 (187) | 151 (336) | 148 (227) | 146 (178) | 11/15 |
scdm-CMA-ES Gissler | 2.6 (0.9) | 9.4 (14) | 188 (324) | 464 (529) | 452 (583) | 439 (551) | 428 (539) | 7/15 |
sd-CMA-ES Gissler | 1.2 (0.9) | 11 (17) | 106 (183) | 102 (176) | 100 (249) | 98 (162) | 96 (163) | 12/15 |
sdm-CMA-ES Gissler | 2.2 (1) | 12 (24) | 312 (454) | 370 (777) | 361 (494) | 351 (385) | 343 (553) | 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 (89) | 128 (112) | ∞ | ∞ | ∞3e5 | 0/15 |
DIRECT-REV Kudela | 3.3 (4) | 3.6 (6) | 50 (66) | 126 (87) | 111 (113) | ∞ | ∞3e5 | 0/15 |
E-WOA Espinoza | 3.4 (4) | 54 (48) | ∞ | ∞ | ∞ | ∞ | ∞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 (49) | ∞ | ∞ | ∞ | ∞ | ∞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 (2) | 1.3 (1) | 1.2 (1) | 1.1 (1) | 1.1 (1) | 12/15 |
cma-bt-bbob Brockhoff | 2.5 (3) | 7.0 (7) | 4.0 (4) | 2.3 (2) | 2.1 (2) | 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 (15) | 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 (11) | ∞ | ∞ | ∞ | ∞ | ∞3e5 | 0/15 |
E-WOA Espinoza | 31 (45) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞5e4 | 0/15 |
I-DBDP-GL Kudela | 3.6 (3) | 1.1 (2) | 0.13 (0.2) | 0.38 (0.5) | 0.38 (0.5) | 0.29 (0.2) | 0.29 (0.2) | 1/15 |
WOA Espinoza | 39 (40) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞5e4 | 0/15 |
a-CMA-ES Gissler | 1.4 (2) | 13 (15) | 1.1 (1) | 1.5 (2) | 1.5 (1) | 1.1 (1) | 1.1 (1) | 1/15 |
ad-CMA-ES Gissler | 1.2 (1) | 2.9 (5) | 0.26 (0.4) | 0.31 (0.5) | 0.31 (0.5) | 0.23 (0.2) | 0.23 (0.4) | 4/15 |
adm-CMA-ES Gissler | 1.4 (1) | 30 (39) | 2.2 (2) | 1.5 (1) | 1.5 (2) | 1.1 (1) | 1.1 (1) | 1/15 |
c-CMA-ES Gissler | 1.3 (1) | 13 (13) | 1.0 (2) | 1.5 (1) | 1.5 (2) | 1.1 (1) | 1.1 (1) | 1/15 |
cd-CMA-ES Gissler | 2.0 (1) | 1.9 (3) | 0.46 (0.4) | 0.70 (0.8) | 0.70 (0.8) | 0.53 (0.6) | 0.53 (0.7) | 2/15 |
cdm-CMA-ES Gissler | 2.6 (3) | 65 (67) | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
cma-bp-bbob Brockhoff | 1.4 (2) | 0.56 (0.6) | ∞ | ∞ | ∞ | ∞ | ∞5e4 | 0/15 |
cma-bt-bbob Brockhoff | 2.2 (2) | 3.4 (6) | 0.12 (0.1) | ∞ | ∞ | ∞ | ∞5e4 | 0/15 |
d-CMA-ES Gissler | 1.9 (2) | 5.6 (11) | 2.3 (2) | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
default-CMA-ES Gissler | 1.9 (2) | 13 (12) | 2.2 (3) | 1.5 (1) | 1.5 (2) | 1.1 (2) | 1.1 (0.9) | 1/15 |
dm-CMA-ES Gissler | 2.0 (2) | 10 (13) | 2.2 (2) | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
m-SDWOA Espinoza | 7.9 (7) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞5e4 | 0/15 |
s-CMA-ES Gissler | 2.0 (2) | 13 (14) | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
sc-CMA-ES Gissler | 1.7 (2) | 13 (19) | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
scd-CMA-ES Gissler | 1.8 (2) | 7.6 (10) | 0.69 (0.9) | 0.46 (0.3) | 0.46 (0.5) | 0.34 (0.4) | 0.35 (0.3) | 3/15 |
scdm-CMA-ES Gissler | 1.9 (2) | 19 (20) | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
sd-CMA-ES Gissler | 1.5 (1) | 3.4 (5) | 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 (30) | ∞ | ∞ | ∞ | ∞ | ∞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 (2466) | 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 (2268) | 2.9e4 (4e4) | ∞ | ∞ | ∞ | ∞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 (368) | 826 (601) | 1456 (785) | 3769 (4170) | 3814 (4403) | ∞ | ∞1e5 | 0/15 |
I-DBDP-GL Kudela | 112 (32) | 231 (190) | 540 (367) | 812 (1009) | 1216 (1356) | 1668 (1684) | 3720 (3098) | 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 (766) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
DIRECT-REV Kudela | 317 (359) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
E-WOA Espinoza | 824 (1366) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
I-DBDP-GL Kudela | 59 (123) | 2011 (2745) | ∞ | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
a-CMA-ES Gissler | 2.7 (3) | 381 (620) | 5702 (5830) | 5660 (6091) | 5651 (6948) | 5645 (1e4) | 5637 (4862) | 1/15 |
ad-CMA-ES Gissler | 3.3 (3) | 326 (613) | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
adm-CMA-ES Gissler | 3.5 (2) | 510 (760) | 5933 (4146) | 5889 (4770) | 5879 (2e4) | 5873 (6112) | 5866 (6650) | 1/15 |
c-CMA-ES Gissler | 3.0 (2) | 603 (767) | 5485 (6871) | 5445 (6184) | 5436 (3654) | 5431 (5519) | 5425 (4603) | 1/15 |
cd-CMA-ES Gissler | 3.7 (3) | 252 (350) | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
cdm-CMA-ES Gissler | 4.1 (3) | 741 (1138) | 3609 (3442) | 3582 (6192) | 3577 (3530) | 3574 (3040) | 3569 (5404) | 1/15 |
cma-bp-bbob Brockhoff | 4.6 (2) | 131 (145) | 412 (437) | 409 (482) | 409 (392) | 409 (337) | 410 (405) | 1/15 |
cma-bt-bbob Brockhoff | 5.5 (3) | 119 (106) | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
d-CMA-ES Gissler | 4.1 (3) | 427 (643) | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
default-CMA-ES Gissler | 3.4 (3) | 1079 (1195) | 5397 (6313) | 5358 (6836) | 5350 (7993) | 5345 (3149) | 5339 (5843) | 1/15 |
dm-CMA-ES Gissler | 2.3 (2) | 527 (606) | 4657 (5341) | 4623 (5815) | 4615 (7717) | 4611 (4922) | 4606 (5796) | 1/15 |
m-SDWOA Espinoza | 38 (11) | 206 (229) | 413 (437) | 411 (316) | 410 (446) | 411 (556) | ∞1e5 | 0/15 |
s-CMA-ES Gissler | 3.1 (2) | 614 (522) | 5478 (6241) | 5438 (6493) | 5430 (5296) | 5424 (4863) | 5418 (5902) | 1/15 |
sc-CMA-ES Gissler | 4.3 (3) | 484 (601) | 2576 (2530) | 2558 (3404) | 2554 (2324) | 2552 (2431) | 2550 (2431) | 2/15 |
scd-CMA-ES Gissler | 4.1 (4) | 560 (623) | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
scdm-CMA-ES Gissler | 4.2 (4) | 542 (874) | 1393 (2059) | 1383 (1575) | 1382 (1890) | 1381 (1177) | 1380 (2000) | 3/15 |
sd-CMA-ES Gissler | 3.0 (2) | 977 (1252) | 1406 (2008) | 1396 (2496) | 1394 (885) | 1393 (1356) | 1392 (1727) | 3/15 |
sdm-CMA-ES Gissler | 2.5 (1) | 1230 (1650) | ∞ | ∞ | ∞ | ∞ | ∞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 (206) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
DIRECT-REV Kudela | 706 (734) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
E-WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
I-DBDP-GL Kudela | 55 (92) | 1971 (2002) | ∞ | ∞ | ∞ | ∞ | ∞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 (3756) | 2528 (2508) | 2528 (2504) | 2528 (3753) | 2528 (2508) | 2528 (5002) | 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 (611) | ∞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 (611) | ∞5e5 | 0/15 |
E-WOA Espinoza | 154 (158) | 537 (525) | ∞ | ∞ | ∞ | ∞ | ∞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 (43) | 55 (56) | 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 (341) | 445 (412) | 445 (411) | 439 (515) | 3/15 |
DIRECT-REV Kudela | 6.1 (6) | 9.2 (10) | 48 (63) | 242 (278) | 316 (230) | 316 (389) | 420 (556) | 3/15 |
E-WOA Espinoza | 290 (321) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞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 (4942) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞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 (676) | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
I-DBDP-GL Kudela | 25 (8) | 86 (23) | 126 (36) | 159 (57) | 190 (62) | 272 (88) | 1013 (753) | 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 (613) | 2065 (2846) | 1/15 |
WOA Espinoza | 2037 (1117) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞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 (550) | ∞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 (138) | ∞5e5 | 0/15 |
E-WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
I-DBDP-GL Kudela | 1242 (1785) | 3314 (3396) | ∞ | ∞ | ∞ | ∞ | ∞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 (41) | 32 (38) | 34 (36) | 32 (44) | 39 (58) | 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 (1283) | ∞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 (2688) | ∞5e5 | 0/15 |
E-WOA Espinoza | 1724 (1606) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
I-DBDP-GL Kudela | 149 (85) | 112 (89) | 75 (37) | 100 (35) | 165 (129) | 907 (793) | ∞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 (20) | 59 (51) | 88 (98) | 165 (177) | 295 (227) | 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 (137) | 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 (267) | 5/15 |
E-WOA Espinoza | 193 (144) | 494 (397) | 1205 (1532) | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
I-DBDP-GL Kudela | 55 (8) | 57 (26) | 118 (80) | 385 (386) | 800 (1000) | 2009 (1401) | ∞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 (57) | 140 (182) | 1032 (990) | ∞ | ∞ | ∞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 (247) | 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 (82) | 1128 (1289) | ∞5e5 | 0/15 |
E-WOA Espinoza | 172 (141) | 1221 (1636) | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
I-DBDP-GL Kudela | 38 (13) | 78 (45) | 134 (100) | 290 (263) | 130 (180) | 1175 (1290) | ∞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 (48) | 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 (250) | 692 (549) | ∞ | ∞1e5 | 0/15 |
I-DBDP-GL Kudela | 2.0 (3) | 14 (7) | 30 (8) | 62 (18) | 102 (43) | 2503 (1682) | ∞5e5 | 0/15 |
WOA Espinoza | 7.1 (10) | 623 (1276) | ∞ | ∞ | ∞ | ∞ | ∞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 (210) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
DIRECT-REV Kudela | 85 (138) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
E-WOA Espinoza | 302 (189) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
I-DBDP-GL Kudela | 5.5 (6) | 20 (18) | 101 (117) | 100 (101) | 99 (102) | ∞ | ∞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 (0.8) | 0.91 (0.7) | 0.92 (0.7) | 0.92 (0.7) | 13/15 |
cma-bt-bbob Brockhoff | 1.2 (1) | 2.5 (2) | 3.7 (3) | 3.7 (3) | 3.6 (4) | 3.6 (5) | 4.4 (3) | 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 (17) | 16 (17) | ∞ | ∞ | ∞5e5 | 0/15 |
DIRECT-REV Kudela | 5.2 (2) | 2.6 (2) | 4.2 (2) | 20 (21) | 144 (142) | ∞ | ∞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 (5) | 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 (1) | 1.7 (2) | 1.4 (2) | 1.3 (1) | 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 (235) | ∞ | ∞ | ∞ | ∞ | ∞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 (100) | ∞ | ∞ | ∞5e5 | 0/15 |
DIRECT-REV Kudela | 5.4 (10) | 8.6 (3) | 8.2 (4) | 73 (81) | ∞ | ∞ | ∞5e5 | 0/15 |
E-WOA Espinoza | 3.6 (5) | 1554 (2081) | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
I-DBDP-GL Kudela | 0.93 (0.7) | 8.7 (4) | 8.5 (5) | 11 (7) | 16 (10) | 41 (44) | ∞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 (40) | 218 (298) | ∞ | ∞ | ∞5e5 | 0/15 |
DIRECT-REV Kudela | 5.8 (5) | 13 (5) | 6.8 (4) | 66 (63) | ∞ | ∞ | ∞5e5 | 0/15 |
E-WOA Espinoza | 169 (215) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
I-DBDP-GL Kudela | 4.5 (3) | 15 (6) | 10 (8) | 18 (18) | 39 (26) | ∞ | ∞5e5 | 0/15 |
WOA Espinoza | 394 (840) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞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 (8e5) | ∞ | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
DIRECT-REV Kudela | 1 (0) | 1 (0) | 8.3 (24) | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
E-WOA Espinoza | 225 (216) | 1.5e5 (2e5) | 135 (165) | ∞ | ∞ | ∞ | ∞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 (34) | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
cma-bt-bbob Brockhoff | 1 (0) | 1 (0) | 24 (19) | ∞ | ∞ | ∞ | ∞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 (14) | 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 (0.9) | 0.93 (0.9) | 1.1 (1) | 1.6 (1) | 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 (1) | 1.7 (1) | 1.7 (2) | 1.7 (1) | 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 (2) | 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 (2) | 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 (7) | ∞ | ∞ | ∞ | ∞ | ∞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 (2) | 2.3 (2) | 2.3 (1) | 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 (79) | 66 (120) | 67 (45) | 67 (71) | 65 (60) | 64 (44) | 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 (525) | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
a-CMA-ES Gissler | 6.0 (9) | 33 (16) | 84 (188) | 83 (152) | 81 (117) | 74 (107) | 33 (57) | 10/15 |
ad-CMA-ES Gissler | 5.0 (2) | 50 (129) | 121 (192) | 119 (166) | 116 (187) | 105 (115) | 47 (51) | 8/15 |
adm-CMA-ES Gissler | 4.7 (0.8) | 27 (9) | 55 (111) | 54 (106) | 53 (73) | 48 (93) | 22 (56) | 11/15 |
c-CMA-ES Gissler | 1.6 (0.7) | 32 (46) | 45 (72) | 45 (76) | 43 (67) | 40 (71) | 18 (28) | 12/15 |
cd-CMA-ES Gissler | 6.6 (11) | 45 (77) | 89 (115) | 87 (116) | 85 (132) | 78 (126) | 35 (48) | 10/15 |
cdm-CMA-ES Gissler | 3.3 (3) | 29 (25) | 105 (226) | 103 (190) | 100 (144) | 92 (163) | 41 (72) | 9/15 |
cma-bp-bbob Brockhoff | 6.3 (9) | 20 (30) | 15 (21) | 15 (16) | 15 (22) | 13 (15) | 6.0 (10) | 10/15 |
cma-bt-bbob Brockhoff | 8.0 (11) | 12 (24) | 15 (22) | 15 (17) | 14 (19) | 13 (18) | 6.0 (8) | 11/15 |
d-CMA-ES Gissler | 3.1 (2) | 48 (132) | 73 (111) | 72 (134) | 70 (72) | 64 (93) | 29 (52) | 10/15 |
default-CMA-ES Gissler | 13 (11) | 32 (27) | 114 (203) | 113 (138) | 110 (175) | 101 (183) | 46 (57) | 9/15 |
dm-CMA-ES Gissler | 6.2 (11) | 29 (15) | 68 (77) | 67 (118) | 65 (110) | 60 (107) | 27 (49) | 11/15 |
m-SDWOA Espinoza | 15 (8) | 25 (45) | 28 (40) | 27 (62) | 27 (32) | 25 (40) | 11 (11) | 7/15 |
s-CMA-ES Gissler | 1.7 (0.7) | 28 (26) | 74 (142) | 72 (74) | 70 (135) | 64 (124) | 29 (53) | 10/15 |
sc-CMA-ES Gissler | 6.4 (12) | 78 (140) | 55 (104) | 54 (134) | 52 (98) | 48 (64) | 22 (43) | 11/15 |
scd-CMA-ES Gissler | 10 (12) | 40 (73) | 65 (82) | 65 (69) | 63 (74) | 58 (88) | 26 (29) | 11/15 |
scdm-CMA-ES Gissler | 3.1 (0.8) | 118 (226) | 112 (127) | 110 (223) | 107 (88) | 98 (141) | 44 (65) | 9/15 |
sd-CMA-ES Gissler | 3.0 (1) | 50 (129) | 162 (172) | 159 (201) | 155 (194) | 142 (227) | 64 (105) | 7/15 |
sdm-CMA-ES Gissler | 4.8 (11) | 153 (303) | 135 (333) | 132 (152) | 128 (215) | 117 (134) | 52 (73) | 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 (48) | 74 (62) | 197 (193) | 0/15 |
DIRECT-REV Kudela | 4.3 (6) | 4.5 (9) | 11 (13) | 10 (12) | 10 (12) | 8.4 (10) | 331 (369) | 1/15 |
E-WOA Espinoza | 319 (715) | 105 (145) | 226 (295) | 226 (355) | ∞ | ∞ | ∞1e5 | 0/15 |
I-DBDP-GL Kudela | 8.6 (4) | 8.9 (5) | 53 (57) | 52 (78) | 52 (52) | 47 (37) | 45 (54) | 10/15 |
WOA Espinoza | 295 (779) | 498 (634) | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
a-CMA-ES Gissler | 427 (31) | 139 (210) | 1270 (1614) | 1219 (1788) | 1187 (958) | 973 (794) | 781 (880) | 1/15 |
ad-CMA-ES Gissler | 36 (33) | 52 (97) | ∞ | ∞ | ∞ | ∞ | ∞6e5 | 0/15 |
adm-CMA-ES Gissler | 72 (186) | 83 (116) | ∞ | ∞ | ∞ | ∞ | ∞6e5 | 0/15 |
c-CMA-ES Gissler | 136 (65) | 136 (253) | 1277 (960) | 1226 (902) | 1194 (953) | 978 (927) | 784 (1005) | 1/15 |
cd-CMA-ES Gissler | 22 (41) | 57 (102) | 1258 (1508) | 1207 (1315) | 1176 (1257) | 963 (1271) | 772 (949) | 1/15 |
cdm-CMA-ES Gissler | 8.1 (15) | 121 (221) | ∞ | ∞ | ∞ | ∞ | ∞6e5 | 0/15 |
cma-bp-bbob Brockhoff | 10 (16) | 27 (31) | 222 (174) | 213 (182) | 208 (233) | 170 (233) | 137 (87) | 1/15 |
cma-bt-bbob Brockhoff | 7.6 (14) | 52 (61) | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
d-CMA-ES Gissler | 53 (67) | 59 (109) | 1257 (1130) | 1207 (1646) | 1175 (1754) | 963 (998) | 772 (606) | 1/15 |
default-CMA-ES Gissler | 85 (35) | 99 (228) | ∞ | ∞ | ∞ | ∞ | ∞6e5 | 0/15 |
dm-CMA-ES Gissler | 65 (39) | 124 (120) | ∞ | ∞ | ∞ | ∞ | ∞6e5 | 0/15 |
m-SDWOA Espinoza | 94 (19) | 33 (53) | 222 (169) | 214 (208) | 213 (283) | ∞ | ∞1e5 | 0/15 |
s-CMA-ES Gissler | 73 (115) | 87 (108) | ∞ | ∞ | ∞ | ∞ | ∞6e5 | 0/15 |
sc-CMA-ES Gissler | 12 (14) | 56 (103) | ∞ | ∞ | ∞ | ∞ | ∞6e5 | 0/15 |
scd-CMA-ES Gissler | 40 (66) | 144 (105) | ∞ | ∞ | ∞ | ∞ | ∞6e5 | 0/15 |
scdm-CMA-ES Gissler | 19 (33) | 123 (227) | 1397 (1563) | 1340 (1486) | 1305 (2819) | 1070 (1642) | 857 (720) | 1/15 |
sd-CMA-ES Gissler | 12 (15) | 104 (106) | 1315 (1199) | 1265 (1127) | 1232 (1222) | 1012 (833) | 813 (967) | 1/15 |
sdm-CMA-ES Gissler | 14 (16) | 124 (118) | ∞ | ∞ | ∞ | ∞ | ∞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 (164) | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
I-DBDP-GL Kudela | 1.2 (1) | 15 (6) | 3.8 (2) | 8.6 (10) | 18 (23) | ∞ | ∞5e5 | 0/15 |
WOA Espinoza | 1.6 (2) | 91 (169) | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
a-CMA-ES Gissler | 1.2 (1) | 3.6 (4) | 2.0 (2) | 6.7 (8) | 7.8 (12) | 7.6 (12) | 7.5 (10) | 9/15 |
ad-CMA-ES Gissler | 1.8 (2) | 2.9 (0.8) | 1.3 (0.5) | 5.8 (6) | 5.2 (5) | 5.1 (5) | 5.0 (9) | 10/15 |
adm-CMA-ES Gissler | 1.6 (1) | 4.6 (6) | 1.9 (1) | 3.5 (5) | 3.2 (5) | 3.1 (5) | 3.1 (5) | 12/15 |
c-CMA-ES Gissler | 1.4 (2) | 14 (18) | 12 (15) | 15 (22) | 14 (15) | 14 (19) | 13 (25) | 7/15 |
cd-CMA-ES Gissler | 2.5 (3) | 22 (8) | 33 (63) | 11 (9) | 10 (8) | 10 (6) | 10 (10) | 8/15 |
cdm-CMA-ES Gissler | 1.4 (1) | 18 (18) | 19 (19) | 8.1 (11) | 7.3 (9) | 7.2 (8) | 7.1 (8) | 10/15 |
cma-bp-bbob Brockhoff | 2.0 (2) | 13 (18) | 7.7 (6) | 3.9 (5) | 3.5 (4) | 3.4 (4) | 3.4 (3) | 2/15 |
cma-bt-bbob Brockhoff | 1.5 (1) | 36 (48) | 15 (21) | 7.9 (9) | 7.1 (7) | 6.9 (12) | 6.8 (7) | 1/15 |
d-CMA-ES Gissler | 2.0 (3) | 26 (18) | 35 (95) | 20 (27) | 18 (19) | 18 (20) | 17 (33) | 6/15 |
default-CMA-ES Gissler | 1.8 (2) | 14 (15) | 7.1 (11) | 8.2 (14) | 10 (15) | 9.4 (12) | 9.2 (14) | 7/15 |
dm-CMA-ES Gissler | 1.4 (1) | 20 (21) | 12 (17) | 8.8 (14) | 10 (13) | 10 (12) | 10 (12) | 8/15 |
m-SDWOA Espinoza | 1.6 (2) | 155 (148) | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
s-CMA-ES Gissler | 2.6 (3) | 13 (9) | 14 (5) | 9.3 (17) | 8.5 (10) | 8.3 (10) | 8.2 (10) | 9/15 |
sc-CMA-ES Gissler | 1.9 (2) | 16 (18) | 26 (61) | 24 (38) | 22 (28) | 21 (29) | 21 (31) | 5/15 |
scd-CMA-ES Gissler | 1.8 (2) | 12 (8) | 53 (70) | 153 (204) | 138 (118) | 135 (160) | 132 (150) | 1/15 |
scdm-CMA-ES Gissler | 3.2 (4) | 16 (11) | 26 (65) | 12 (17) | 13 (14) | 13 (19) | 13 (13) | 7/15 |
sd-CMA-ES Gissler | 2.8 (2) | 14 (15) | 15 (5) | 72 (73) | 65 (64) | 64 (55) | 62 (133) | 2/15 |
sdm-CMA-ES Gissler | 1.7 (1) | 16 (16) | 6.5 (7) | 8.7 (8) | 7.9 (9) | 7.8 (7) | 7.6 (8) | 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 (116) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
DIRECT-REV Kudela | 35 (30) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
E-WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
I-DBDP-GL Kudela | 6.3 (7) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
a-CMA-ES Gissler | 17 (21) | 3.4 (4) | 0.19 (0.2) | 0.19 (0.2) | 0.19 (0.2) | 0.19 (0.2) | 0.19 (0.2) | 2/15 |
ad-CMA-ES Gissler | 4.3 (10) | 2.0 (3) | 0.38 (0.3) | 0.38 (0.4) | 0.38 (0.4) | 0.38 (0.4) | 0.38 (0.4) | 1/15 |
adm-CMA-ES Gissler | 31 (36) | 27 (29) | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
c-CMA-ES Gissler | 19 (25) | 13 (26) | 0.38 (0.4) | 0.38 (0.4) | 0.38 (0.6) | 0.38 (0.5) | 0.38 (0.2) | 1/15 |
cd-CMA-ES Gissler | 21 (42) | 3.2 (4) | 0.19 (0.2) | 0.19 (0.2) | 0.19 (0.1) | 0.19 (0.2) | 0.19 (0.2) | 2/15 |
cdm-CMA-ES Gissler | 81 (76) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
cma-bp-bbob Brockhoff | 1.7 (2) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
cma-bt-bbob Brockhoff | 0.80 (0.9) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
d-CMA-ES Gissler | 6.9 (10) | 1.3 (2) | 0.19 (0.4) | 0.39 (0.5) | 0.39 (0.6) | 0.39 (0.4) | 0.39 (0.4) | 1/15 |
default-CMA-ES Gissler | 19 (20) | 13 (13) | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
dm-CMA-ES Gissler | 18 (35) | 13 (19) | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
m-SDWOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
s-CMA-ES Gissler | 18 (26) | 13 (18) | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
sc-CMA-ES Gissler | 59 (79) | 13 (12) | 0.39 (0.3) | 0.39 (0.5) | 0.39 (0.4) | 0.39 (0.5) | 0.39 (0.4) | 1/15 |
scd-CMA-ES Gissler | 6.1 (11) | 3.1 (5) | 0.38 (0.5) | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
scdm-CMA-ES Gissler | 56 (61) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
sd-CMA-ES Gissler | 5.0 (10) | 1.7 (2) | 0.19 (0.1) | 0.19 (0.2) | 0.19 (0.2) | 0.19 (0.2) | 0.19 (0.2) | 2/15 |
sdm-CMA-ES Gissler | 41 (51) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞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 (2416) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞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 (1273) | 10/15 |
DIRECT-REV Kudela | 189 (3) | 189 (2) | 402 (1292) | 402 (1289) | 400 (1282) | 1285 (3837) | 5096 (5089) | 4/15 |
E-WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
I-DBDP-GL Kudela | 2134 (1876) | 6834 (7158) | 1.9e4 (2e4) | 3.8e4 (3e4) | ∞ | ∞ | ∞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 (24) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
cma-bt-bbob Brockhoff | 25 (27) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞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 (102) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞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 (213) | 4103 (3809) | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
DIRECT-REV Kudela | 18 (0.7) | 228 (248) | 4199 (4102) | 3368 (2703) | 2745 (2778) | ∞ | ∞1e6 | 0/15 |
E-WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
I-DBDP-GL Kudela | 205 (187) | 327 (261) | 679 (545) | ∞ | ∞ | ∞ | ∞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 (24) | 87 (113) | 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 (1523) | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
E-WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
I-DBDP-GL Kudela | 22 (11) | 191 (195) | 758 (706) | ∞ | ∞ | ∞ | ∞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 (140) | 140 (179) | 174 (233) | ∞ | ∞ | ∞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 (285) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞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 (474) | 370 (415) | ∞ | ∞ | ∞ | ∞ | ∞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 (2185) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞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 (2564) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞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 (146) | ∞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 (509) | ∞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 (895) | ∞1e6 | 0/15 |
E-WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
I-DBDP-GL Kudela | 253 (183) | 275 (124) | 241 (168) | 1720 (1835) | ∞ | ∞ | ∞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 (477) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞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 (639) | 363 (634) | 363 (423) | 323 (423) | 1013 (886) | 0/15 |
DIRECT-REV Kudela | 1.2 (0.7) | 14 (15) | 156 (226) | 146 (175) | 111 (181) | 63 (68) | 154 (132) | 1/15 |
E-WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
I-DBDP-GL Kudela | 246 (66) | 550 (613) | 869 (727) | ∞ | ∞ | ∞ | ∞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 (147) | 171 (208) | 487 (547) | 901 (935) | ∞ | ∞ | ∞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 (619) | 319 (454) | 326 (570) | 147 (173) | ∞ | ∞1e6 | 0/15 |
DIRECT-REV Kudela | 0.69 (0.2)↑1 | 248 (495) | 352 (545) | 1141 (1640) | 747 (960) | ∞ | ∞1e6 | 0/15 |
E-WOA Espinoza | 817 (995) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
I-DBDP-GL Kudela | 243 (92) | 657 (556) | 1702 (1863) | ∞ | ∞ | ∞ | ∞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 (154) | 132 (176) | 505 (849) | ∞ | ∞ | ∞ | ∞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 (56) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞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 (2) | 2.0 (2) | 3/15 |
cma-bt-bbob Brockhoff | 1.2 (0.8) | 20 (26) | ∞ | ∞ | ∞ | ∞ | ∞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 (0.9) | 0.94 (0.7) | 0.69 (0.5) | 0.69 (0.7) | 12/15 |
m-SDWOA Espinoza | 49 (41) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞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 (76) | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
E-WOA Espinoza | 597 (939) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
I-DBDP-GL Kudela | 8.6 (3) | 3.8 (2) | 19 (16) | 106 (68) | ∞ | ∞ | ∞1e6 | 0/15 |
WOA Espinoza | 946 (1084) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞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) | 2.0 (3) | 1.8 (2) | 6/15 |
cma-bt-bbob Brockhoff | 4.1 (3) | 0.58 (0.4)↑1 | 1.2 (1) | 2.0 (1) | 2.1 (3) | 2.6 (3) | 2.4 (2) | 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 (101) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞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 (1326) | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
DIRECT-REV Kudela | 21 (27) | 25 (9) | 320 (346) | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
E-WOA Espinoza | 30 (27) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
I-DBDP-GL Kudela | 5.0 (6) | 26 (12) | 64 (63) | 275 (302) | ∞ | ∞ | ∞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 (9) | 15 (21) | ∞ | ∞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 (741) | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
E-WOA Espinoza | 4534 (3945) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
I-DBDP-GL Kudela | 13 (7) | 28 (18) | 77 (91) | ∞ | ∞ | ∞ | ∞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 (4) | 2.3 (2) | 2.1 (3) | 2.0 (3) | 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 (6) | 48 (44) | ∞ | ∞ | ∞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 (5e6) | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
DIRECT-REV Kudela | 1 (0) | 1 (0) | 2.2 (4) | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
E-WOA Espinoza | 824 (1622) | 2.9e6 (4e6) | ∞ | ∞ | ∞ | ∞ | ∞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 (0.3) | 0.47 (0.3) | 13/15 |
ad-CMA-ES Gissler | 1 (0) | 1 (0) | 1.5 (1) | 0.59 (0.1)↑1 | 1.2 (1.0) | 1.3 (1) | 1.3 (0.9) | 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 (0.5) | 1.2 (1) | 1.3 (1) | 1.3 (0.9) | 6/15 |
cd-CMA-ES Gissler | 1 (0) | 1 (0) | 1.8 (1) | 1.0 (0.6) | 2.9 (3) | 4.2 (4) | 4.2 (5) | 2/15 |
cdm-CMA-ES Gissler | 1 (0) | 1 (0) | 1.4 (1) | 0.84 (0.6) | 2.2 (2) | 2.8 (3) | 2.8 (2) | 3/15 |
cma-bp-bbob Brockhoff | 1 (0) | 1 (0) | 2.8 (2) | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
cma-bt-bbob Brockhoff | 1 (0) | 1 (0) | 8.5 (9) | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
d-CMA-ES Gissler | 1 (0) | 1 (0) | 1.5 (0.7) | 0.81 (1) | 0.91 (1.0) | 1.2 (1) | 1.2 (2) | 7/15 |
default-CMA-ES Gissler | 1 (0) | 1 (0) | 1.1 (0.9) | 0.48 (0.2)↑0 | 0.54 (0.3) | 0.59 (0.4) | 0.59 (0.4) | 12/15 |
dm-CMA-ES Gissler | 1 (0) | 1 (0) | 1.3 (1.0) | 0.53 (0.1)↑1 | 0.56 (0.4) | 0.59 (0.3) | 0.59 (0.6) | 11/15 |
m-SDWOA Espinoza | 560 (214) | 7.9e4 (5e4) | 8.7 (6) | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
s-CMA-ES Gissler | 1 (0) | 1 (0) | 1.1 (0.9) | 0.55 (0.5) | 0.80 (0.7) | 0.76 (0.5) | 0.76 (0.8) | 8/15 |
sc-CMA-ES Gissler | 1 (0) | 1 (0) | 1.6 (1) | 1.1 (1) | 1.4 (1.0) | 4.3 (4) | 4.3 (4) | 2/15 |
scd-CMA-ES Gissler | 1 (0) | 1 (0) | 1.5 (0.8) | 1.2 (1) | 1.3 (1) | 1.8 (2) | 2.2 (1) | 3/15 |
scdm-CMA-ES Gissler | 1 (0) | 1 (0) | 1.4 (0.8) | 0.74 (0.5) | 1.3 (0.9) | 2.9 (2) | 2.9 (2) | 3/15 |
sd-CMA-ES Gissler | 1 (0) | 1 (0) | 1.6 (0.9) | 0.63 (0.2)↑1 | 0.79 (0.6) | 1.0 (1) | 1.4 (1.0) | 6/15 |
sdm-CMA-ES Gissler | 1 (0) | 1 (0) | 1.3 (1) | 0.53 (0.1)↑1 | 0.66 (0.4) | 1.1 (1) | 1.3 (0.9) | 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 (115) | ∞ | ∞ | ∞ | ∞ | ∞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 (2) | 1.4 (2) | 1.4 (1) | 1.4 (2) | 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 (0.5) | 0.70 (0.5) | 0.70 (0.7) | 0.70 (0.8) | 10/15 |
c-CMA-ES Gissler | 4.1 (1) | 3.6 (1) | 3.3 (3) | 5.0 (7) | 5.0 (5) | 5.0 (6) | 4.9 (7) | 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 (3) | 11 (14) | 10 (11) | 10 (13) | 10 (11) | 1/15 |
cma-bp-bbob Brockhoff | 3.8 (0.7) | 5.5 (3) | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
cma-bt-bbob Brockhoff | 4.0 (2) | 6.2 (6) | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
d-CMA-ES Gissler | 4.1 (1) | 3.6 (3) | 3.5 (3) | 8.2 (11) | 8.2 (9) | 8.1 (7) | 8.0 (9) | 1/15 |
default-CMA-ES Gissler | 3.8 (0.9) | 4.0 (1) | 1.0 (0.7) | 1.5 (1) | 1.5 (2) | 1.7 (3) | 1.7 (2) | 5/15 |
dm-CMA-ES Gissler | 3.9 (1) | 4.8 (3) | 1.6 (2) | 5.1 (6) | 5.0 (6) | 5.0 (6) | 5.0 (5) | 2/15 |
m-SDWOA Espinoza | 24 (8) | 31 (33) | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
s-CMA-ES Gissler | 4.0 (2) | 3.8 (1) | 1.3 (1.0) | 1.4 (2) | 1.4 (2) | 2.5 (3) | 3.3 (4) | 3/15 |
sc-CMA-ES Gissler | 4.3 (1) | 3.6 (1) | 3.2 (4) | 10 (10) | 10 (8) | 10 (11) | 10 (6) | 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 (2) | 3.3 (4) | 3.2 (2) | 3.2 (4) | 3.2 (3) | 3/15 |
sd-CMA-ES Gissler | 4.8 (1) | 4.4 (3) | 15 (17) | ∞ | ∞ | ∞ | ∞3e6 | 0/15 |
sdm-CMA-ES Gissler | 4.1 (2) | 4.3 (1) | 1.1 (1) | 1.8 (2) | 1.8 (2) | 1.8 (3) | 1.7 (2) | 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 (35) | 52 (73) | 79 (71) | ∞1e6 | 0/15 |
DIRECT-REV Kudela | 3.5 (3) | 25 (29) | 20 (35) | 20 (42) | 20 (35) | 51 (46) | ∞1e6 | 0/15 |
E-WOA Espinoza | 156 (226) | 131 (187) | 203 (259) | 201 (307) | 198 (181) | ∞ | ∞2e5 | 0/15 |
I-DBDP-GL Kudela | 8.4 (4) | 42 (78) | 71 (79) | 72 (122) | 72 (68) | 73 (103) | 70 (77) | 8/15 |
WOA Espinoza | 559 (631) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
a-CMA-ES Gissler | 2.9 (4) | 76 (131) | 96 (77) | 95 (135) | 93 (194) | 88 (120) | 78 (109) | 7/15 |
ad-CMA-ES Gissler | 7.4 (10) | 52 (93) | 44 (47) | 44 (90) | 43 (43) | 41 (55) | 36 (50) | 10/15 |
adm-CMA-ES Gissler | 4.2 (4) | 123 (117) | 168 (188) | 165 (223) | 161 (143) | 152 (155) | 135 (282) | 5/15 |
c-CMA-ES Gissler | 3.2 (5) | 86 (102) | 89 (139) | 88 (112) | 86 (153) | 81 (120) | 72 (66) | 7/15 |
cd-CMA-ES Gissler | 5.7 (5) | 147 (161) | 124 (255) | 123 (169) | 120 (107) | 114 (101) | 101 (131) | 6/15 |
cdm-CMA-ES Gissler | 18 (13) | 208 (350) | 229 (268) | 225 (365) | 220 (318) | 207 (206) | 184 (216) | 4/15 |
cma-bp-bbob Brockhoff | 1.4 (1) | 30 (32) | 29 (28) | 29 (46) | 28 (24) | 26 (81) | 23 (32) | 5/15 |
cma-bt-bbob Brockhoff | 7.9 (24) | 45 (81) | 40 (64) | 39 (53) | 38 (62) | 36 (51) | 32 (54) | 4/15 |
d-CMA-ES Gissler | 5.3 (5) | 83 (83) | 152 (205) | 149 (147) | 146 (237) | 138 (153) | 122 (197) | 5/15 |
default-CMA-ES Gissler | 1.6 (4) | 115 (167) | 74 (81) | 73 (103) | 71 (106) | 67 (119) | 60 (66) | 8/15 |
dm-CMA-ES Gissler | 5.0 (11) | 92 (273) | 125 (166) | 123 (159) | 120 (219) | 113 (94) | 100 (148) | 6/15 |
m-SDWOA Espinoza | 33 (4) | 63 (69) | 58 (53) | 57 (59) | 57 (61) | 55 (58) | 51 (63) | 3/15 |
s-CMA-ES Gissler | 4.2 (5) | 194 (293) | 213 (328) | 209 (285) | 205 (260) | 193 (227) | 171 (229) | 4/15 |
sc-CMA-ES Gissler | 64 (78) | 152 (263) | 159 (192) | 156 (232) | 153 (219) | 144 (214) | 128 (98) | 5/15 |
scd-CMA-ES Gissler | 2.6 (5) | 90 (84) | 118 (112) | 116 (137) | 114 (181) | 107 (188) | 95 (90) | 6/15 |
scdm-CMA-ES Gissler | 96 (23) | 178 (269) | 229 (392) | 226 (262) | 221 (238) | 208 (338) | 184 (216) | 4/15 |
sd-CMA-ES Gissler | 8.0 (12) | 130 (170) | 97 (115) | 95 (101) | 93 (152) | 88 (81) | 78 (123) | 7/15 |
sdm-CMA-ES Gissler | 18 (23) | 202 (308) | 226 (247) | 223 (268) | 218 (219) | 205 (314) | 181 (246) | 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 (809) | 580 (641) | ∞ | ∞ | ∞1e6 | 0/15 |
DIRECT-REV Kudela | 2.9 (3) | 142 (170) | 292 (173) | 284 (372) | 561 (782) | ∞ | ∞1e6 | 0/15 |
E-WOA Espinoza | 87 (215) | 60 (136) | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
I-DBDP-GL Kudela | 10 (8) | 46 (91) | 600 (575) | 590 (652) | 576 (501) | 558 (550) | ∞1e6 | 0/15 |
WOA Espinoza | 406 (856) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
a-CMA-ES Gissler | 106 (389) | 174 (190) | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
ad-CMA-ES Gissler | 8.5 (13) | 109 (186) | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
adm-CMA-ES Gissler | 9.3 (23) | 134 (230) | 844 (1201) | 821 (1021) | 795 (1362) | 739 (884) | 147 (163) | 1/15 |
c-CMA-ES Gissler | 26 (13) | 121 (189) | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
cd-CMA-ES Gissler | 10 (6) | 172 (196) | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
cdm-CMA-ES Gissler | 8.8 (14) | 167 (228) | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
cma-bp-bbob Brockhoff | 16 (28) | 42 (72) | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
cma-bt-bbob Brockhoff | 33 (6) | 57 (54) | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
d-CMA-ES Gissler | 185 (106) | 148 (205) | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
default-CMA-ES Gissler | 171 (24) | 141 (120) | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
dm-CMA-ES Gissler | 3.2 (6) | 208 (246) | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
m-SDWOA Espinoza | 77 (215) | 145 (134) | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
s-CMA-ES Gissler | 1.4 (0.3) | 140 (334) | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
sc-CMA-ES Gissler | 104 (14) | 192 (296) | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
scd-CMA-ES Gissler | 8.4 (14) | 141 (207) | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
scdm-CMA-ES Gissler | 7.1 (14) | 222 (320) | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
sd-CMA-ES Gissler | 43 (5) | 180 (193) | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
sdm-CMA-ES Gissler | 45 (27) | 297 (667) | ∞ | ∞ | ∞ | ∞ | ∞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 (310) | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
DIRECT-REV Kudela | 6.9 (12) | 124 (310) | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
E-WOA Espinoza | 2.3 (2) | 879 (833) | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
I-DBDP-GL Kudela | 2.1 (2) | 29 (8) | 4.5 (2) | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
WOA Espinoza | 2.3 (2) | 830 (769) | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
a-CMA-ES Gissler | 2.1 (2) | 4.6 (0.6) | 0.58 (0.5) | 1.3 (0.5) | 4.2 (5) | 2.6 (3) | 2.5 (5) | 11/15 |
ad-CMA-ES Gissler | 2.4 (3) | 5.5 (4) | 0.49 (0.3)↑1 | 3.2 (5) | 23 (21) | 14 (21) | 14 (19) | 4/15 |
adm-CMA-ES Gissler | 1.5 (2) | 4.3 (5) | 0.64 (0.8) | 0.51 (0.4) | 5.0 (7) | 3.1 (3) | 3.0 (7) | 10/15 |
c-CMA-ES Gissler | 2.2 (2) | 1668 (1866) | 164 (282) | ∞ | ∞ | ∞ | ∞4e6 | 0/15 |
cd-CMA-ES Gissler | 2.0 (2) | 1339 (2052) | 69 (134) | 153 (140) | ∞ | ∞ | ∞4e6 | 0/15 |
cdm-CMA-ES Gissler | 1.8 (2) | 1383 (2481) | 94 (152) | ∞ | ∞ | ∞ | ∞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 (105) | 5.4 (8) | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
d-CMA-ES Gissler | 2.0 (2) | 402 (1243) | 69 (149) | ∞ | ∞ | ∞ | ∞4e6 | 0/15 |
default-CMA-ES Gissler | 1.9 (2) | 1924 (2496) | 90 (104) | 154 (123) | 115 (168) | ∞ | ∞4e6 | 0/15 |
dm-CMA-ES Gissler | 2.6 (2) | 1666 (3107) | 164 (178) | ∞ | ∞ | ∞ | ∞4e6 | 0/15 |
m-SDWOA Espinoza | 2.3 (2) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
s-CMA-ES Gissler | 1.7 (2) | 1695 (2484) | 70 (119) | 72 (66) | ∞ | ∞ | ∞4e6 | 0/15 |
sc-CMA-ES Gissler | 1.4 (2) | 401 (1244) | 69 (60) | ∞ | ∞ | ∞ | ∞4e6 | 0/15 |
scd-CMA-ES Gissler | 1.3 (1) | 391 (1244) | 53 (60) | ∞ | ∞ | ∞ | ∞4e6 | 0/15 |
scdm-CMA-ES Gissler | 2.3 (2) | 208 (76) | 44 (59) | 75 (81) | 56 (51) | 34 (39) | 33 (46) | 2/15 |
sd-CMA-ES Gissler | 1.8 (2) | 911 (1242) | 119 (134) | 154 (178) | ∞ | ∞ | ∞4e6 | 0/15 |
sdm-CMA-ES Gissler | 2.7 (3) | 1349 (3099) | 95 (91) | 74 (93) | 116 (94) | 70 (89) | 68 (68) | 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 (13) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
a-CMA-ES Gissler | 3.1 (4) | 3.8 (4) | 1.1 (2) | 1.1 (1) | 1.1 (1) | 1.1 (1) | 1.1 (1) | 1/15 |
ad-CMA-ES Gissler | 1.8 (3) | 0.41 (0.3) | 0.38 (0.4) | 0.38 (0.3) | 0.38 (0.4) | 0.58 (0.5) | 0.58 (1.0) | 2/15 |
adm-CMA-ES Gissler | 20 (34) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e6 | 0/15 |
c-CMA-ES Gissler | 20 (25) | 7.6 (8) | ∞ | ∞ | ∞ | ∞ | ∞4e6 | 0/15 |
cd-CMA-ES Gissler | 2.5 (3) | 0.96 (1) | 1.1 (1) | 1.1 (1) | 1.1 (1) | 1.1 (1) | 1.1 (1) | 1/15 |
cdm-CMA-ES Gissler | 19 (21) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e6 | 0/15 |
cma-bp-bbob Brockhoff | 0.50 (0.5) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
cma-bt-bbob Brockhoff | 0.37 (0.5) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
d-CMA-ES Gissler | 4.3 (5) | 1.0 (1) | ∞ | ∞ | ∞ | ∞ | ∞4e6 | 0/15 |
default-CMA-ES Gissler | 4.5 (4) | 7.6 (7) | ∞ | ∞ | ∞ | ∞ | ∞4e6 | 0/15 |
dm-CMA-ES Gissler | 8.3 (9) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e6 | 0/15 |
m-SDWOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
s-CMA-ES Gissler | 19 (22) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e6 | 0/15 |
sc-CMA-ES Gissler | 42 (41) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e6 | 0/15 |
scd-CMA-ES Gissler | 7.1 (7) | 2.4 (2) | ∞ | ∞ | ∞ | ∞ | ∞4e6 | 0/15 |
scdm-CMA-ES Gissler | 42 (41) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e6 | 0/15 |
sd-CMA-ES Gissler | 1.3 (2) | 0.41 (0.3) | ∞ | ∞ | ∞ | ∞ | ∞4e6 | 0/15 |
sdm-CMA-ES Gissler | 12 (12) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞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 (2471) | 1.1e4 (2e4) | 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 (268) | 548 (753) | 700 (891) | 1150 (1639) | 1547 (1133) | 3468 (4089) | 7244 (4852) | 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 (1154) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞5e6 | 0/15 |
adm-CMA-ES Gissler | 183 (249) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞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 (270) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
m-SDWOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
s-CMA-ES Gissler | 2322 (2851) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞6e6 | 0/15 |
sc-CMA-ES Gissler | 5044 (3700) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞6e6 | 0/15 |
scd-CMA-ES Gissler | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞5e6 | 0/15 |
scdm-CMA-ES Gissler | 694 (878) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞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 (2e4) | 2.3e4 (3e4) | 2.3e4 (3e4) | 2.3e4 (4e4) | 2.3e4 (3e4) | 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 (32) | 86 (65) | 519 (537) | ∞ | ∞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 (50) | 162 (202) | 625 (938) | ∞ | ∞ | ∞ | ∞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 (3696) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞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 (79) | 679 (1122) | ∞ | ∞ | ∞ | ∞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 (1719) | ∞ | ∞ | ∞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 (1450) | ∞ | ∞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 (4) | 3.3 (3) | 3.3 (3) | 3.2 (3) | 3.1 (3) | 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 (0.5) | 3.2 (4) | 3.2 (2) | 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 (1.0) | 1.2 (1) | 1.2 (1) | 1.2 (1.0) | 1.1 (1) | 1.1 (1.0) | 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 (503) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞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 (49) | ∞ | ∞ | ∞ | ∞ | ∞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 (88) | ∞ | ∞ | ∞ | ∞ | ∞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 (0.3) | 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 (9) | ∞ | ∞ | ∞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 (9) | ∞ | ∞ | ∞8e6 | 0/15 |
d-CMA-ES Gissler | 1 (0) | 1 (0) | 1.4 (0.8) | 3.4 (4) | ∞ | ∞ | ∞8e6 | 0/15 |
default-CMA-ES Gissler | 1 (0) | 1 (0) | 1.4 (1) | 1.7 (2) | 4.6 (5) | ∞ | ∞8e6 | 0/15 |
dm-CMA-ES Gissler | 1 (0) | 1 (0) | 1.2 (1) | 1.1 (1.0) | 1.5 (1) | ∞ | ∞8e6 | 0/15 |
m-SDWOA Espinoza | 783 (194) | 5.9e5 (6e5) | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
s-CMA-ES Gissler | 1 (0) | 1 (0) | 1.1 (0.5) | 0.72 (0.4) | 1.1 (0.8) | 0.86 (1) | 0.86 (1.0) | 3/15 |
sc-CMA-ES Gissler | 1 (0) | 1 (0) | 1.3 (1.0) | 7.1 (6) | 4.7 (7) | ∞ | ∞8e6 | 0/15 |
scd-CMA-ES Gissler | 1 (0) | 1 (0) | 1.4 (1.0) | 3.4 (4) | ∞ | ∞ | ∞8e6 | 0/15 |
scdm-CMA-ES Gissler | 1 (0) | 1 (0) | 1.5 (1) | 6.9 (8) | ∞ | ∞ | ∞8e6 | 0/15 |
sd-CMA-ES Gissler | 1 (0) | 1 (0) | 1.0 (0.9) | 2.1 (3) | ∞ | ∞ | ∞8e6 | 0/15 |
sdm-CMA-ES Gissler | 1 (0) | 1 (0) | 1.3 (1) | 1.1 (0.8) | 4.7 (5) | 2.6 (3) | 2.6 (3) | 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 (0.2) | ∞ | ∞ | ∞ | ∞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 (481) | 268 (378) | 57 (73) | 57 (62) | 58 (76) | ∞ | ∞4e5 | 0/15 |
WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
a-CMA-ES Gissler | 1.5 (4) | 36 (78) | 35 (34) | 34 (35) | 34 (40) | 34 (45) | 34 (54) | 6/15 |
ad-CMA-ES Gissler | 3.7 (5) | 46 (83) | 27 (23) | 27 (22) | 27 (23) | 27 (25) | 27 (28) | 8/15 |
adm-CMA-ES Gissler | 0.62 (0.1)↑0 | 61 (123) | 51 (59) | 51 (61) | 51 (59) | 50 (44) | 50 (56) | 6/15 |
c-CMA-ES Gissler | 2.4 (4) | 59 (117) | 49 (62) | 49 (61) | 49 (49) | 49 (67) | 48 (37) | 5/15 |
cd-CMA-ES Gissler | 0.69 (0.2)↑0 | 64 (61) | 52 (88) | 52 (83) | 52 (68) | 51 (58) | 51 (62) | 5/15 |
cdm-CMA-ES Gissler | 3.2 (5) | 68 (118) | 44 (74) | 44 (75) | 44 (58) | 44 (70) | 44 (52) | 6/15 |
d-CMA-ES Gissler | 53 (13) | 69 (78) | 53 (52) | 53 (63) | 53 (58) | 53 (87) | 53 (55) | 5/15 |
default-CMA-ES Gissler | 0.69 (0.2)↑1 | 79 (118) | 68 (86) | 67 (73) | 67 (67) | 67 (78) | 66 (60) | 4/15 |
dm-CMA-ES Gissler | 8.3 (24) | 160 (171) | 84 (82) | 84 (127) | 84 (75) | 84 (98) | 83 (79) | 4/15 |
m-SDWOA Espinoza | 36 (5) | 39 (47) | 11 (14) | 12 (12) | 17 (17) | 27 (24) | 28 (27) | 2/15 |
s-CMA-ES Gissler | 2.9 (5) | 81 (117) | 68 (86) | 68 (98) | 68 (97) | 67 (84) | 67 (60) | 4/15 |
sc-CMA-ES Gissler | 2.3 (0.4) | 104 (177) | 50 (56) | 49 (61) | 49 (55) | 49 (67) | 49 (54) | 5/15 |
scd-CMA-ES Gissler | 6.0 (12) | 35 (75) | 38 (38) | 38 (43) | 37 (31) | 37 (37) | 37 (61) | 6/15 |
scdm-CMA-ES Gissler | 0.81 (0.3) | 128 (184) | 118 (168) | 117 (115) | 117 (145) | 116 (109) | 116 (190) | 3/15 |
sd-CMA-ES Gissler | 1.4 (0.3) | 112 (121) | 103 (112) | 103 (150) | 103 (126) | 102 (126) | 102 (129) | 3/15 |
sdm-CMA-ES Gissler | 5.2 (5) | 61 (88) | 35 (45) | 35 (41) | 35 (32) | 35 (65) | 35 (50) | 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 (65) | 19 (23) | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
WOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
a-CMA-ES Gissler | 120 (374) | 33 (34) | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
ad-CMA-ES Gissler | 118 (379) | 57 (129) | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
adm-CMA-ES Gissler | 272 (597) | 113 (152) | ∞ | ∞ | ∞ | ∞ | ∞4e6 | 0/15 |
c-CMA-ES Gissler | 62 (7) | 88 (124) | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
cd-CMA-ES Gissler | 177 (418) | 83 (73) | ∞ | ∞ | ∞ | ∞ | ∞3e6 | 0/15 |
cdm-CMA-ES Gissler | 157 (471) | 140 (192) | ∞ | ∞ | ∞ | ∞ | ∞3e6 | 0/15 |
d-CMA-ES Gissler | 130 (421) | 110 (93) | ∞ | ∞ | ∞ | ∞ | ∞3e6 | 0/15 |
default-CMA-ES Gissler | 205 (616) | 80 (175) | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
dm-CMA-ES Gissler | 171 (509) | 83 (151) | ∞ | ∞ | ∞ | ∞ | ∞3e6 | 0/15 |
m-SDWOA Espinoza | 50 (97) | 46 (57) | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
s-CMA-ES Gissler | 129 (406) | 63 (72) | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
sc-CMA-ES Gissler | 130 (414) | 107 (175) | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
scd-CMA-ES Gissler | 66 (31) | 70 (90) | ∞ | ∞ | ∞ | ∞ | ∞3e6 | 0/15 |
scdm-CMA-ES Gissler | 176 (536) | 144 (202) | ∞ | ∞ | ∞ | ∞ | ∞4e6 | 0/15 |
sd-CMA-ES Gissler | 305 (837) | 113 (247) | ∞ | ∞ | ∞ | ∞ | ∞3e6 | 0/15 |
sdm-CMA-ES Gissler | 3.4 (4) | 76 (90) | ∞ | ∞ | ∞ | ∞ | ∞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 (4) | 2.0 (2) | 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 (17) | 16 (17) | 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 (6) | 3.1 (4) | 7/15 |
c-CMA-ES Gissler | 1.6 (2) | 339 (336) | 122 (106) | ∞ | ∞ | ∞ | ∞8e6 | 0/15 |
cd-CMA-ES Gissler | 1.5 (1) | 1009 (1007) | 293 (424) | ∞ | ∞ | ∞ | ∞8e6 | 0/15 |
cdm-CMA-ES Gissler | 1.2 (1) | 451 (840) | 691 (663) | ∞ | ∞ | ∞ | ∞8e6 | 0/15 |
d-CMA-ES Gissler | 1.7 (2) | 1011 (1345) | 1486 (1485) | ∞ | ∞ | ∞ | ∞8e6 | 0/15 |
default-CMA-ES Gissler | 1.6 (1) | 451 (338) | 426 (610) | 170 (194) | ∞ | ∞ | ∞8e6 | 0/15 |
dm-CMA-ES Gissler | 2.1 (2) | 452 (1174) | 293 (371) | 170 (206) | ∞ | ∞ | ∞8e6 | 0/15 |
m-SDWOA Espinoza | 1 (1) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
s-CMA-ES Gissler | 1.2 (1) | 171 (337) | 216 (264) | 80 (97) | ∞ | ∞ | ∞8e6 | 0/15 |
sc-CMA-ES Gissler | 1.1 (1) | 337 (337) | 424 (477) | ∞ | ∞ | ∞ | ∞8e6 | 0/15 |
scd-CMA-ES Gissler | 1.9 (1) | 248 (339) | 123 (187) | 170 (200) | ∞ | ∞ | ∞8e6 | 0/15 |
scdm-CMA-ES Gissler | 1.3 (1) | 341 (507) | 214 (319) | 170 (279) | ∞ | ∞ | ∞8e6 | 0/15 |
sd-CMA-ES Gissler | 1.9 (2) | 339 (840) | 214 (265) | ∞ | ∞ | ∞ | ∞8e6 | 0/15 |
sdm-CMA-ES Gissler | 1.8 (2) | 52 (4) | 95 (80) | 170 (188) | ∞ | ∞ | ∞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 (3) | 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 (5) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞8e6 | 0/15 |
c-CMA-ES Gissler | 8.9 (13) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞8e6 | 0/15 |
cd-CMA-ES Gissler | 5.1 (4) | 0.30 (0.3) | 0.40 (0.4) | 0.40 (0.7) | 0.40 (0.5) | 0.40 (0.3) | ∞8e6 | 0/15 |
cdm-CMA-ES Gissler | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞8e6 | 0/15 |
d-CMA-ES Gissler | 6.6 (7) | 0.61 (0.8) | ∞ | ∞ | ∞ | ∞ | ∞8e6 | 0/15 |
default-CMA-ES Gissler | 8.9 (13) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞8e6 | 0/15 |
dm-CMA-ES Gissler | 9.0 (10) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞8e6 | 0/15 |
m-SDWOA Espinoza | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
s-CMA-ES Gissler | 19 (10) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞8e6 | 0/15 |
sc-CMA-ES Gissler | 9.0 (12) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞8e6 | 0/15 |
scd-CMA-ES Gissler | 2.5 (3) | 0.23 (0.3) | 0.40 (0.4) | 0.40 (0.4) | 0.40 (0.4) | ∞ | ∞8e6 | 0/15 |
scdm-CMA-ES Gissler | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞8e6 | 0/15 |
sd-CMA-ES Gissler | 5.1 (4) | 0.40 (0.5) | 0.20 (0.2) | 0.20 (0.2) | 0.20 (0.2) | 0.20 (0.3) | 0.40 (0.7) | 1/15 |
sdm-CMA-ES Gissler | 19 (20) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞8e6 | 0/15 |