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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 3.2 (0) | 1.5 (0) | 1.5 (0) | 1.5 (0) | 1.5 (0) | 1.5 (0) | 1.7 (0.4) | 15/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 2.6 (2) | 1.5 (0) | 1.5 (0) | 1.5 (0) | 1.5 (0) | 1.5 (0) | 1.9 (0.8) | 15/15 |
| CMA-ES-python-Baudis | 2.9 (2) | 4.2 (3) | 9.5 (5) | 17 (6) | 24 (6) | 35 (8) | 48 (13) | 15/15 |
| EG50-cocopf-Baudis | 4.9 (3) | 2.6 (1) | 3.1 (0.5) | 3.2 (0.3) | 3.3 (0.3) | 3.3 (0.1) | 3.3 (0.2) | 15/15 |
| L-BFGS-B-scipy-Baudis | 2.6 (2) | 1.5 (0.1) | 1.5 (0.1) | 1.5 (0.1) | 1.5 (0.1) | 1.5 (0.1) | 1.8 (0.4) | 15/15 |
| Nelder-Mead-scipy-Baudis | 6.7 (10) | 6.1 (4) | 8.5 (2) | 11 (4) | 12 (4) | 16 (4) | 20 (3) | 15/15 |
| Powell-scipy-Baudis | 3.4 (0.6) | 2.2 (1) | 2.4 (0.2) | 2.4 (0.1) | 2.5 (0.1) | 2.5 (0.1) | 2.5 (0.2) | 15/15 |
| SLSQP-scipy-Baudis | 2.7 (2) | 1.5 (0.2) | 1.8 (1) | 2.1 (1.0) | 2.3 (0.7) | 2.6 (1) | 2.9 (2) | 15/15 |
| UNIF-cocopf-Baudis | 8.0 (3) | 3.2 (0.2) | 3.2 (0.2) | 3.2 (0.2) | 3.3 (0.5) | 3.3 (0.2) | 3.5 (1) | 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 2.1 (0.2) | 2.0 (0.6) | 1.8 (0.4) | 2.0 (0.3) | 2.1 (0.7) | 2.3 (0.6) | 2.5 (0.8) | 15/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 6.2 (8) | 15 (17) | 20 (17) | 32 (18) | 41 (20) | 82 (53) | 213 (66) | 15/15 |
| CMA-ES-python-Baudis | 17 (12) | 25 (9) | 21 (7) | 24 (3) | 24 (4) | 25 (4) | 27 (4) | 15/15 |
| EG50-cocopf-Baudis | 4.7 (3) | 5.0 (3) | 4.2 (2) | 4.7 (2) | 4.8 (2) | 5.1 (0.8) | 5.5 (1) | 15/15 |
| L-BFGS-B-scipy-Baudis | 2.5 (3) | 3.5 (3) | 4.5 (2) | 5.2 (2) | 6.1 (0.9) | 6.3 (2) | 15 (14) | 15/15 |
| Nelder-Mead-scipy-Baudis | 5.0 (2) | 4.9 (2) | 4.2 (1) | 4.7 (2) | 4.9 (0.7) | 5.4 (1) | 5.9 (1) | 15/15 |
| Powell-scipy-Baudis | 1.7 (0.6) | 1.7 (0.6) | 1.5 (0.2) | 1.5 (0.3) | 1.7 (0.4) | 2.0 (0.6) | 2.2 (0.6) | 15/15 |
| SLSQP-scipy-Baudis | 3.1 (0.8) | 2.9 (1) | 2.4 (0.8) | 2.7 (2) | 2.8 (3) | 2.9 (0.6) | 4.8 (2) | 15/15 |
| UNIF-cocopf-Baudis | 5.1 (3) | 4.6 (0.9) | 4.0 (0.5) | 4.1 (0.1) | 4.3 (1) | 4.8 (1) | 4.7 (1) | 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 55 (66) | 10 (6) | 10 (6) | 10 (6) | 10 (6) | 10 (7) | 10 (6) | 15/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 45 (35) | 22 (40) | 27 (28) | 27 (25) | 27 (28) | 27 (25) | 27 (13) | 15/15 |
| CMA-ES-python-Baudis | 8.3 (17) | 3.4 (4) | 10 (19) | 12 (26) | 12 (19) | 12 (6) | 12 (7) | 15/15 |
| EG50-cocopf-Baudis | 1.5 (0.7) | 0.73 (0.3) | 0.85 (0.7) | 0.87 (0.5) | 0.89 (0.5) | 0.91 (0.5) | 0.94 (0.7) | 15/15 |
| L-BFGS-B-scipy-Baudis | 37 (85) | 9.3 (16) | 10 (11) | 10 (11) | 10 (9) | 10 (9) | 10 (10) | 15/15 |
| Nelder-Mead-scipy-Baudis | 259 (337) | 65 (60) | 56 (45) | 56 (44) | 55 (56) | 55 (45) | 135 (90) | 0/15 |
| Powell-scipy-Baudis | 4.3 (2) | 0.96 (0.8) | 0.79 (0.8) | 0.81 (0.9) | 0.83 (0.7) | 0.85 (0.9) | 0.85 (0.6) | 15/15 |
| SLSQP-scipy-Baudis | 12 (14) | 2.6 (4) | 3.6 (4) | 3.6 (4) | 3.6 (4) | 3.6 (4) | 4.8 (4) | 15/15 |
| UNIF-cocopf-Baudis | 5.0 (4) | 2.3 (5) | 2.0 (4) | 2.1 (3) | 2.1 (6) | 2.1 (4) | 2.1 (1) | 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 62 (39) | 8.3 (9) | 14 (21) | 13 (19) | 12 (6) | 12 (5) | 11 (16) | 15/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 75 (33) | 24 (24) | 48 (34) | 44 (36) | 43 (42) | 41 (48) | 40 (37) | 15/15 |
| CMA-ES-python-Baudis | 2.8 (2) | 11 (13) | 40 (48) | 37 (24) | 35 (45) | 34 (43) | 33 (12) | 15/15 |
| EG50-cocopf-Baudis | 3.5 (4) | 0.60 (0.3) | 0.69 (0.3) | 0.68 (0.7) | 0.67 (0.5) | 0.68 (0.7) | 0.72 (0.2) | 15/15 |
| L-BFGS-B-scipy-Baudis | 6.0 (4) | 4.7 (8) | 19 (16) | 17 (28) | 16 (21) | 16 (5) | 16 (41) | 15/15 |
| Nelder-Mead-scipy-Baudis | 234 (330) | 46 (81) | 36 (40) | 34 (37) | 32 (34) | 31 (31) | 106 (52) | 5/15 |
| Powell-scipy-Baudis | 1.7 (0.5) | 0.32 (0.3) | 0.35 (0.4) | 0.35 (0.2) | 0.36 (0.3) | 0.37 (0.3) | 0.40 (0.4) | 15/15 |
| SLSQP-scipy-Baudis | 15 (11) | 8.8 (5) | 12 (13) | 12 (11) | 11 (11) | 11 (11) | 21 (13) | 15/15 |
| UNIF-cocopf-Baudis | 3.1 (3) | 0.71 (1) | 0.69 (0.7) | 0.68 (0.8) | 0.68 (0.7) | 0.71 (0.5) | 0.74 (0.6) | 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 1.2 (0.2) | 3.5 (0.5) | 3.8 (0.5) | 3.8 (1) | 3.8 (1) | 3.8 (0.8) | 3.8 (0.8) | 15/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 1.2 (0) | 3.5 (0.5) | 3.8 (0.8) | 3.8 (0.2) | 3.8 (2) | 3.8 (0.8) | 3.8 (0.5) | 15/15 |
| CMA-ES-python-Baudis | 3.1 (4) | 20 (22) | 23 (36) | 23 (14) | 23 (14) | 23 (35) | 23 (31) | 15/15 |
| EG50-cocopf-Baudis | 6.2 (0.4) | 6.2 (0.4) | 6.2 (0.5) | 6.2 (0.4) | 6.2 (0.4) | 6.2 (0.4) | 6.2 (0.4) | 15/15 |
| L-BFGS-B-scipy-Baudis | 1.1 (0.5) | 4.1 (1) | 4.4 (1) | 4.4 (1) | 4.4 (0.8) | 4.4 (2) | 4.4 (0.8) | 15/15 |
| Nelder-Mead-scipy-Baudis | 5.4 (2) | 7.1 (6) | 7.3 (5) | 7.3 (3) | 7.3 (6) | 7.3 (1) | 7.3 (6) | 15/15 |
| Powell-scipy-Baudis | 4.0 (2) | 4.8 (0.4) | 4.8 (0.4) | 4.8 (0.4) | 4.8 (0.5) | 4.8 (0.4) | 4.8 (0.5) | 15/15 |
| SLSQP-scipy-Baudis | 1.2 (0) | 3.9 (4) | 4.5 (4) | 4.8 (2) | 4.8 (3) | 4.9 (1) | 4.9 (2) | 15/15 |
| UNIF-cocopf-Baudis | 4.7 (3) | 6.2 (0.5) | 6.2 (0.5) | 6.2 (0.4) | 6.2 (0.4) | 6.2 (0.4) | 6.2 (0.4) | 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 16 (20) | 11 (7) | 6.8 (4) | 5.6 (4) | 4.9 (3) | 4.0 (2) | 4.0 (0.9) | 15/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 11 (8) | 10 (4) | 8.4 (5) | 8.6 (7) | 8.3 (5) | 9.2 (5) | 12 (8) | 15/15 |
| CMA-ES-python-Baudis | 3.1 (2) | 4.8 (4) | 4.6 (2) | 5.2 (2) | 5.2 (0.6) | 5.5 (2) | 5.5 (0.6) | 15/15 |
| EG50-cocopf-Baudis | 6.6 (7) | 6.3 (5) | 6.8 (4) | 5.7 (4) | 7.0 (4) | 7.9 (15) | 11 (14) | 15/15 |
| L-BFGS-B-scipy-Baudis | 7.7 (6) | 6.9 (7) | 5.3 (3) | 4.7 (2) | 4.2 (2) | 5.6 (5) | 8.6 (7) | 15/15 |
| Nelder-Mead-scipy-Baudis | 4.1 (2) | 3.0 (0.8) | 2.2 (0.6) | 2.0 (0.4) | 2.1 (0.8) | 2.0 (0.2) | 2.5 (1) | 15/15 |
| Powell-scipy-Baudis | 13 (3) | 12 (3) | 7.6 (40) | 8.3 (1) | 8.5 (0.4) | 28 (180) | 75 (197) | 14/15 |
| SLSQP-scipy-Baudis | 3.6 (2) | 3.4 (1) | 2.5 (2) | 2.2 (1) | 2.2 (1) | 3.1 (1) | 23 (24) | 15/15 |
| UNIF-cocopf-Baudis | 11 (8) | 13 (16) | 9.4 (5) | 8.3 (6) | 10 (8) | 12 (12) | 13 (9) | 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 114 (267) | 67 (376) | 38 (141) | 33 (59) | 75 (123) | 75 (125) | 195 (503) | 5/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 110 (216) | 53 (50) | 47 (100) | 120 (130) | 147 (35) | 147 (437) | 297 (87) | 6/15 |
| CMA-ES-python-Baudis | 6.5 (12) | 4.0 (1) | 4.5 (6) | 2.2 (3) | 2.1 (0.9) | 2.1 (3) | 2.1 (1.0) | 15/15 |
| EG50-cocopf-Baudis | 21 (18) | 22 (14) | 31 (123) | 24 (34) | 40 (32) | 40 (15) | 39 (33) | 15/15 |
| L-BFGS-B-scipy-Baudis | 84 (163) | 196 (461) | 105 (221) | 89 (186) | 129 (106) | 129 (123) | 394 (497) | 1/15 |
| Nelder-Mead-scipy-Baudis | 419 (680) | 170 (213) | 90 (42) | 39 (32) | 39 (26) | 39 (17) | 35 (23) | 15/15 |
| Powell-scipy-Baudis | 26 (83) | 77 (214) | 44 (49) | 16 (31) | 15 (13) | 15 (28) | 13 (26) | 15/15 |
| SLSQP-scipy-Baudis | 89 (58) | 64 (106) | 42 (68) | 106 (179) | 170 (220) | 170 (220) | 529 (595) | 7/15 |
| UNIF-cocopf-Baudis | 9.3 (14) | 26 (53) | 29 (50) | 25 (16) | 51 (18) | 51 (49) | 60 (66) | 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 12 (10) | 11 (10) | 5.1 (2) | 4.7 (3) | 2.6 (1) | 2.5 (0.9) | 2.2 (1) | 15/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 11 (14) | 13 (7) | 6.3 (4) | 5.8 (3) | 3.3 (2) | 3.3 (1.0) | 3.0 (1) | 15/15 |
| CMA-ES-python-Baudis | 7.3 (8) | 8.8 (3) | 8.2 (5) | 9.2 (4) | 5.7 (3) | 6.1 (3) | 5.9 (1) | 15/15 |
| EG50-cocopf-Baudis | 4.2 (1) | 6.2 (2) | 14 (18) | 13 (21) | 7.6 (11) | 10 (6) | 8.9 (4) | 15/15 |
| L-BFGS-B-scipy-Baudis | 6.4 (7) | 9.0 (6) | 4.3 (2) | 4.1 (2) | 2.3 (1) | 2.3 (1) | 2.0 (0.7) | 15/15 |
| Nelder-Mead-scipy-Baudis | 7.4 (3) | 7.5 (5) | 3.8 (2) | 3.7 (2) | 2.1 (1) | 2.2 (1) | 2.1 (0.7) | 15/15 |
| Powell-scipy-Baudis | 12 (6) | 40 (72) | 35 (23) | 38 (31) | 21 (24) | 133 (73) | 1890 (3357) | 4/15 |
| SLSQP-scipy-Baudis | 3.6 (3) | 5.6 (3) | 3.1 (2) | 3.0 (1) | 1.8 (0.6) | 1.7 (0.6) | 1.8 (1) | 15/15 |
| UNIF-cocopf-Baudis | 2.7 (2) | 3.5 (5) | 8.0 (9) | 11 (11) | 7.0 (4) | 8.4 (3) | 9.0 (2) | 14/15 |
| 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 41 (44) | 4.0 (4) | 3.8 (4) | 3.2 (2) | 2.3 (1) | 2.1 (1) | 1.9 (1) | 15/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 33 (5) | 5.3 (3) | 5.6 (3) | 4.5 (2) | 3.3 (1) | 3.5 (3) | 3.4 (2) | 15/15 |
| CMA-ES-python-Baudis | 34 (31) | 6.7 (4) | 10 (9) | 11 (6) | 8.7 (5) | 8.6 (3) | 8.5 (3) | 15/15 |
| EG50-cocopf-Baudis | 45 (133) | 11 (10) | 12 (9) | 12 (8) | 10 (3) | 8.9 (8) | 11 (11) | 12/15 |
| L-BFGS-B-scipy-Baudis | 18 (8) | 3.2 (1) | 3.6 (3) | 3.1 (1) | 2.2 (0.8) | 2.0 (0.7) | 1.8 (0.5) | 15/15 |
| Nelder-Mead-scipy-Baudis | 28 (14) | 5.1 (4) | 4.8 (4) | 3.9 (2) | 2.7 (1) | 2.6 (1) | 2.5 (1) | 15/15 |
| Powell-scipy-Baudis | 210 (1279) | 40 (116) | 43 (70) | 34 (46) | 37 (52) | 315 (385) | 1340 (1104) | 7/15 |
| SLSQP-scipy-Baudis | 15 (4) | 3.3 (4) | 3.5 (2) | 3.0 (2) | 2.1 (0.9) | 1.9 (1) | 2.1 (1) | 15/15 |
| UNIF-cocopf-Baudis | 41 (22) | 7.6 (4) | 13 (9) | 13 (6) | 11 (4) | 11 (3) | 11 (4) | 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 1.4 (0.6) | 1.3 (0.9) | 1.2 (1) | 1.2 (1.0) | 1.2 (0.2) | 1.9 (2) | 6.4 (5) | 15/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 5.6 (9) | 5.6 (7) | 8.4 (8) | 11 (12) | 16 (31) | 66 (47) | 526 (606) | 11/15 |
| CMA-ES-python-Baudis | 10 (8) | 10 (6) | 10 (2) | 10 (4) | 10 (2) | 8.8 (1) | 8.1 (1) | 15/15 |
| EG50-cocopf-Baudis | 5.6 (7) | 6.9 (7) | 6.8 (8) | 6.4 (3) | 9.2 (9) | 11 (5) | 26 (26) | 14/15 |
| L-BFGS-B-scipy-Baudis | 1.8 (1) | 1.8 (1) | 2.1 (1) | 2.1 (1.0) | 2.2 (0.8) | 2.7 (0.6) | 14 (8) | 15/15 |
| Nelder-Mead-scipy-Baudis | 2.5 (2) | 2.2 (0.8) | 2.1 (0.5) | 2.1 (0.5) | 2.0 (0.4) | 1.9 (0.6) | 1.8 (0.5) | 15/15 |
| Powell-scipy-Baudis | 12 (7) | 15 (17) | 16 (17) | 31 (22) | 36 (92) | 179 (231) | 1413 (1054) | 7/15 |
| SLSQP-scipy-Baudis | 1.1 (0.4) | 0.88 (0.5) | 0.89 (0.3) | 0.90 (0.4) | 0.89 (0.3) | 1.0 (0.5) | 4.7 (7) | 15/15 |
| UNIF-cocopf-Baudis | 5.3 (4) | 5.7 (4) | 6.7 (2) | 7.7 (2) | 8.1 (2) | 10 (6) | 22 (23) | 14/15 |
| 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 1.0 (0.2) | 0.93 (0.2) | 0.94 (0.2) | 0.88 (0.3) | 0.91 (0.2) | 1.7 (1) | 14 (28) | 15/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 3.8 (2) | 6.3 (3) | 7.2 (3) | 8.9 (6) | 12 (8) | 48 (22) | 551 (570) | 12/15 |
| CMA-ES-python-Baudis | 8.4 (8) | 11 (2) | 11 (2) | 10 (1.0) | 10 (0.8) | 9.1 (0.7) | 8.2 (0.7) | 15/15 |
| EG50-cocopf-Baudis | 7.3 (13) | 11 (14) | 11 (6) | 10 (7) | 9.4 (6) | 10 (6) | 29 (25) | 15/15 |
| L-BFGS-B-scipy-Baudis | 1.1 (1) | 2.0 (0.6) | 2.8 (0.3) | 2.4 (0.5) | 2.4 (0.4) | 2.9 (3) | 19 (9) | 15/15 |
| Nelder-Mead-scipy-Baudis | 2.1 (1) | 2.3 (1) | 2.5 (0.9) | 2.2 (0.7) | 2.2 (0.6) | 2.1 (0.7) | 1.9 (0.5) | 15/15 |
| Powell-scipy-Baudis | 26 (38) | 31 (30) | 36 (40) | 37 (30) | 45 (28) | 241 (179) | 1089 (1547) | 9/15 |
| SLSQP-scipy-Baudis | 0.96 (0.7) | 0.86 (0.6) | 0.90 (0.4) | 0.79 (0.2) | 0.84 (0.4) | 1.9 (0.8) | 10 (7) | 15/15 |
| UNIF-cocopf-Baudis | 3.5 (3) | 6.0 (4) | 8.0 (3) | 7.4 (5) | 8.3 (3) | 11 (6) | 34 (37) | 14/15 |
| 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 14 (12) | 12 (26) | 8.4 (8) | 7.2 (12) | 6.6 (11) | 4.9 (6) | 6.1 (8) | 15/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 95 (212) | 73 (100) | 45 (145) | 36 (79) | 50 (12) | 35 (28) | 38 (40) | 15/15 |
| CMA-ES-python-Baudis | 6.3 (4) | 8.9 (4) | 10 (4) | 9.4 (8) | 9.4 (4) | 8.5 (8) | 8.1 (8) | 15/15 |
| EG50-cocopf-Baudis | 16 (14) | 17 (15) | 12 (14) | 11 (14) | 11 (14) | 8.1 (7) | 11 (23) | 15/15 |
| L-BFGS-B-scipy-Baudis | 0.90 (0.6) | 1.3 (2) | 1.1 (2) | 1.0 (1) | 1.3 (1) | 1.3 (2) | 4.3 (5) | 15/15 |
| Nelder-Mead-scipy-Baudis | 4.4 (11) | 7.1 (4) | 7.0 (6) | 6.7 (4) | 6.4 (4) | 5.6 (7) | 5.1 (5) | 15/15 |
| Powell-scipy-Baudis | 5.5 (9) | 12 (13) | 10 (4) | 11 (15) | 20 (20) | 47 (59) | 181 (487) | 10/15 |
| SLSQP-scipy-Baudis | 2.3 (4) | 3.8 (7) | 3.3 (5) | 3.0 (5) | 2.9 (6) | 2.8 (4) | 10 (21) | 14/15 |
| UNIF-cocopf-Baudis | 26 (38) | 33 (53) | 24 (22) | 22 (36) | 20 (14) | 15 (8) | 21 (30) | 14/15 |
| 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 15 (12) | 34 (88) | 44 (74) | 46 (49) | 74 (169) | 340 (409) | 5300 (4746) | 2/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 109 (135) | 165 (134) | 186 (93) | 153 (164) | 234 (250) | 797 (1122) | ∞2e5 | 0/15 |
| CMA-ES-python-Baudis | 4.8 (1) | 7.7 (5) | 8.6 (4) | 8.5 (2) | 8.9 (2) | 8.9 (0.8) | 8.5 (1) | 15/15 |
| EG50-cocopf-Baudis | 17 (24) | 27 (37) | 26 (38) | 28 (25) | 53 (77) | 61 (107) | 177 (173) | 15/15 |
| L-BFGS-B-scipy-Baudis | 8.0 (12) | 13 (52) | 20 (32) | 27 (6) | 61 (140) | 88 (122) | 638 (1465) | 9/15 |
| Nelder-Mead-scipy-Baudis | 2.7 (1.0) | 3.0 (2) | 2.8 (2) | 2.4 (1) | 2.3 (1) | 2.1 (0.8) | 2.7 (1) | 15/15 |
| Powell-scipy-Baudis | 51 (37) | 59 (86) | 52 (63) | 49 (45) | 94 (80) | 366 (259) | 2.5e4 (2e4) | 0/15 |
| SLSQP-scipy-Baudis | 0.84 (0.6) | 0.86 (0.4)★2 | 0.83 (0.2)★3 | 0.78 (0.2)★3 | 0.77 (0.3)★4 | 0.84 (0.1)★3 | 6.3 (7) | 15/15 |
| UNIF-cocopf-Baudis | 12 (24) | 14 (23) | 26 (23) | 32 (17) | 45 (27) | 52 (33) | 130 (101) | 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 4.7 (4) | 2.3 (0.9) | 1.7 (0.6) | 1.9 (0.7) | 1.8 (0.5) | 1.6 (0.1) | 8.6 (4) | 15/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 5.3 (4) | 1.9 (1) | 1.4 (0.8) | 1.9 (0.9) | 1.9 (1) | 2.2 (0.6) | 6.5 (6) | 15/15 |
| CMA-ES-python-Baudis | 4.1 (9) | 3.1 (2) | 4.7 (2) | 6.0 (2) | 6.9 (2) | 7.6 (1) | 8.8 (0.8) | 15/15 |
| EG50-cocopf-Baudis | 6.5 (2) | 4.9 (2) | 3.4 (3) | 5.0 (5) | 5.7 (3) | 4.7 (3) | 15 (13) | 15/15 |
| L-BFGS-B-scipy-Baudis | 5.3 (4) | 2.4 (0.9) | 2.0 (1) | 2.0 (0.9) | 1.7 (0.8) | 1.5 (0.3) | 11 (8) | 15/15 |
| Nelder-Mead-scipy-Baudis | 8.7 (10) | 5.5 (2) | 3.6 (2) | 3.3 (0.5) | 2.6 (1.0) | 2.1 (0.8) | 2.0 (0.6) | 15/15 |
| Powell-scipy-Baudis | 7.4 (17) | 3.5 (3) | 2.3 (2) | 2.9 (1) | 15 (28) | 27 (26) | 118 (158) | 15/15 |
| SLSQP-scipy-Baudis | 5.0 (3) | 2.3 (0.8) | 1.6 (0.4) | 1.5 (0.4) | 1.3 (0.5) | 1.1 (0.4) | 16 (5) | 15/15 |
| UNIF-cocopf-Baudis | 10 (5) | 4.8 (3) | 3.4 (3) | 4.9 (4) | 5.8 (5) | 7.2 (3) | 23 (16) | 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 20 (26) | 5.7 (5) | 3.9 (6) | 3.7 (5) | 3.6 (1) | 3.3 (4) | 2.9 (1) | 15/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 24 (32) | 8.5 (5) | 4.9 (6) | 4.7 (7) | 4.6 (6) | 4.2 (2) | 3.9 (4) | 15/15 |
| CMA-ES-python-Baudis | 3.1 (6) | 5.5 (11) | 6.6 (7) | 7.3 (5) | 7.0 (7) | 6.4 (6) | 5.6 (4) | 15/15 |
| EG50-cocopf-Baudis | 3.9 (4) | 3.1 (3) | 3.2 (3) | 3.1 (0.6) | 3.0 (2) | 2.9 (4) | 3.7 (4) | 14/15 |
| L-BFGS-B-scipy-Baudis | 9.2 (7) | 4.2 (2) | 2.3 (1) | 2.2 (1) | 2.2 (2) | 2.0 (0.8) | 1.8 (0.7) | 15/15 |
| Nelder-Mead-scipy-Baudis | 30 (39) | 15 (8) | 5.6 (3) | 5.5 (5) | 5.3 (6) | 4.8 (6) | 21 (37) | 3/15 |
| Powell-scipy-Baudis | 7.5 (9) | 3.7 (6) | 2.5 (4) | 2.4 (2) | 2.5 (3) | 2.5 (1.0) | 3.8 (4) | 15/15 |
| SLSQP-scipy-Baudis | 2.2 (3) | 1.6 (3) | 1.4 (2) | 1.4 (1) | 1.4 (1.0) | 1.2 (1) | 2.2 (3) | 15/15 |
| UNIF-cocopf-Baudis | 4.5 (7) | 2.9 (3) | 2.8 (2) | 2.8 (2) | 3.5 (3) | 3.5 (5) | 5.7 (2) | 14/15 |
| 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 64 (63) | 125 (141) | 184 (249) | 242 (210) | 1834 (2235) | ∞ | ∞2e5 | 0/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 153 (82) | 66 (82) | 74 (63) | 124 (130) | 456 (486) | ∞ | ∞2e5 | 0/15 |
| CMA-ES-python-Baudis | 2.9 (4) | 3.2 (2) | 2.0 (3) | 1.3 (0.4) | 1.3 (1)★ | 1.5 (1)★ | 1.3 (0.3)★2 | 15/15 |
| EG50-cocopf-Baudis | 1.8 (1) | 7.1 (8) | 5.8 (10) | 6.6 (11) | 11 (14) | 30 (31) | 27 (34) | 15/15 |
| L-BFGS-B-scipy-Baudis | 87 (44) | 101 (149) | 86 (34) | 201 (255) | 913 (712) | ∞ | ∞2e5 | 0/15 |
| Nelder-Mead-scipy-Baudis | 48 (133) | 148 (300) | 49 (93) | 30 (38) | 32 (41) | 28 (53) | 22 (42) | 15/15 |
| Powell-scipy-Baudis | 7.4 (1) | 62 (65) | 20 (8) | 23 (23) | 46 (73) | 205 (228) | 408 (330) | 8/15 |
| SLSQP-scipy-Baudis | 21 (43) | 51 (44) | 40 (46) | 95 (158) | 1117 (629) | ∞ | ∞2e5 | 0/15 |
| UNIF-cocopf-Baudis | 10 (8) | 22 (16) | 15 (13) | 16 (17) | 27 (35) | 94 (161) | 111 (130) | 13/15 |
| 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 38 (44) | 11 (11) | 33 (31) | 224 (100) | 1607 (2273) | ∞ | ∞2e5 | 0/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 43 (37) | 16 (35) | 19 (18) | 172 (227) | 779 (471) | ∞ | ∞2e5 | 0/15 |
| CMA-ES-python-Baudis | 20 (63) | 3.5 (6) | 3.7 (2) | 2.4 (2)★ | 2.9 (2)★ | 3.5 (3)★2 | 3.9 (2)★ | 15/15 |
| EG50-cocopf-Baudis | 6.9 (8) | 5.8 (4) | 8.1 (6) | 8.7 (10) | 10 (4) | 25 (24) | 21 (18) | 15/15 |
| L-BFGS-B-scipy-Baudis | 20 (24) | 8.7 (12) | 10 (7) | 80 (111) | 381 (635) | ∞ | ∞2e5 | 0/15 |
| Nelder-Mead-scipy-Baudis | 3655 (9056) | 355 (400) | 180 (209) | 170 (207) | 216 (305) | 2587 (3223) | ∞2e5 | 0/15 |
| Powell-scipy-Baudis | 145 (400) | 13 (12) | 6.5 (11) | 9.2 (15) | 11 (6) | 1301 (2380) | ∞2e5 | 0/15 |
| SLSQP-scipy-Baudis | 24 (51) | 7.0 (7) | 7.7 (7) | 50 (44) | 185 (161) | ∞ | ∞2e5 | 0/15 |
| UNIF-cocopf-Baudis | 11 (12) | 9.4 (32) | 13 (13) | 20 (18) | 48 (56) | 125 (207) | 122 (195) | 9/15 |
| 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 50 (47) | 28 (19) | 41 (19) | 2262 (2763) | ∞ | ∞ | ∞2e5 | 0/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 44 (66) | 70 (68) | 44 (63) | 373 (285) | ∞ | ∞ | ∞2e5 | 0/15 |
| CMA-ES-python-Baudis | 6.0 (2) | 9.4 (4) | 3.9 (5) | 2.7 (3) | 2.4 (2)★3 | 6.4 (8)★3 | 11 (14)★3 | 15/15 |
| EG50-cocopf-Baudis | 15 (8) | 13 (10) | 6.5 (5) | 13 (9) | 74 (107) | 282 (231) | 984 (1680) | 1/15 |
| L-BFGS-B-scipy-Baudis | 23 (11) | 55 (112) | 27 (30) | 401 (616) | ∞ | ∞ | ∞2e5 | 0/15 |
| Nelder-Mead-scipy-Baudis | 245 (565) | 104 (76) | 29 (33) | 39 (24) | 99 (83) | ∞ | ∞2e5 | 0/15 |
| Powell-scipy-Baudis | 23 (54) | 11 (7) | 5.1 (5) | 12 (6) | 65 (97) | ∞ | ∞2e5 | 0/15 |
| SLSQP-scipy-Baudis | 5.4 (5) | 21 (12) | 12 (16) | 137 (244) | 313 (416) | ∞ | ∞2e5 | 0/15 |
| UNIF-cocopf-Baudis | 8.8 (6) | 24 (22) | 12 (6) | 36 (17) | 89 (63) | 175 (129) | 182 (193) | 5/15 |
| 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 418 (284) | 2258 (3751) | 169 (74) | 69 (46) | 65 (83) | 59 (46) | 54 (34) | 15/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 141 (204) | 496 (233) | 44 (58) | 36 (26) | 35 (36) | 36 (24) | 54 (96) | 15/15 |
| CMA-ES-python-Baudis | 8.5 (4) | 315 (59) | 43 (53) | 29 (27) | 30 (22) | 33 (34) | 30 (41) | 15/15 |
| EG50-cocopf-Baudis | 11 (4) | 92 (75) | 17 (15) | 25 (82) | 33 (58) | 45 (60) | 94 (123) | 15/15 |
| L-BFGS-B-scipy-Baudis | 35 (68) | 465 (390) | 45 (11) | 14 (12) | 13 (8) | 12 (13) | 73 (185) | 11/15 |
| Nelder-Mead-scipy-Baudis | 93 (124) | 2203 (668) | 158 (236) | 69 (93) | 66 (63) | 59 (80) | 54 (76) | 15/15 |
| Powell-scipy-Baudis | 6.3 (10) | 158 (304) | 13 (2) | 119 (115) | 141 (311) | 235 (409) | 521 (492) | 5/15 |
| SLSQP-scipy-Baudis | 593 (872) | 2588 (1880) | 153 (111) | 42 (60) | 40 (41) | 36 (35) | 1.1e4 (8877) | 0/15 |
| UNIF-cocopf-Baudis | 14 (36) | 175 (265) | 31 (31) | 49 (52) | 51 (43) | 56 (47) | 67 (34) | 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 3.6 (3) | 15 (29) | 11 (13) | 11 (14) | 11 (16) | 11 (12) | 11 (10) | 15/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 3.1 (2) | 42 (57) | 26 (30) | 26 (22) | 26 (29) | 26 (31) | 25 (21) | 15/15 |
| CMA-ES-python-Baudis | 4.3 (3) | 10 (21) | 16 (41) | 17 (8) | 17 (9) | 17 (31) | 18 (22) | 15/15 |
| EG50-cocopf-Baudis | 7.2 (10) | 7.0 (6) | 5.6 (6) | 5.7 (4) | 5.7 (5) | 5.7 (8) | 5.7 (6) | 15/15 |
| L-BFGS-B-scipy-Baudis | 3.4 (2) | 13 (17) | 23 (22) | 23 (33) | 23 (17) | 23 (19) | 23 (42) | 15/15 |
| Nelder-Mead-scipy-Baudis | 6.9 (6) | 12 (6) | 14 (14) | 14 (17) | 14 (22) | 14 (11) | 14 (21) | 15/15 |
| Powell-scipy-Baudis | 11 (9) | 4.7 (13) | 4.6 (7) | 4.7 (6) | 4.7 (8) | 5.1 (6) | 5.3 (8) | 15/15 |
| SLSQP-scipy-Baudis | 2.4 (1) | 7.6 (12) | 5.9 (8) | 5.9 (5) | 5.9 (7) | 5.8 (8) | 5.8 (8) | 15/15 |
| UNIF-cocopf-Baudis | 4.4 (6) | 4.3 (3) | 5.4 (6) | 5.5 (8) | 5.6 (8) | 5.6 (5) | 6.3 (9) | 14/15 |
| 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 4.6 (15) | 12 (23) | 13 (28) | 8.5 (14) | 8.1 (16) | 7.3 (6) | 7.3 (14) | 15/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 7.3 (6) | 33 (60) | 29 (50) | 19 (33) | 18 (28) | 16 (30) | 16 (19) | 15/15 |
| CMA-ES-python-Baudis | 1.1 (1) | 11 (23) | 8.1 (10) | 5.5 (6) | 7.0 (7) | 6.4 (6) | 6.5 (5) | 15/15 |
| EG50-cocopf-Baudis | 2.4 (2) | 3.1 (3) | 4.6 (19) | 3.0 (7) | 3.0 (7) | 2.9 (10) | 3.6 (11) | 14/15 |
| L-BFGS-B-scipy-Baudis | 3.1 (4) | 22 (65) | 44 (125) | 28 (79) | 26 (70) | 24 (67) | 23 (66) | 15/15 |
| Nelder-Mead-scipy-Baudis | 14 (43) | 277 (278) | 285 (113) | 180 (340) | 171 (115) | 153 (195) | 151 (267) | 14/15 |
| Powell-scipy-Baudis | 3.3 (2) | 64 (65) | 82 (102) | 52 (78) | 49 (30) | 44 (61) | 44 (66) | 15/15 |
| SLSQP-scipy-Baudis | 3.6 (3) | 34 (38) | 38 (18) | 26 (26) | 26 (30) | 28 (78) | 28 (50) | 15/15 |
| UNIF-cocopf-Baudis | 2.7 (2) | 4.6 (4) | 5.6 (3) | 3.8 (2) | 3.9 (8) | 4.2 (2) | 5.6 (4) | 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 28 (47) | 71 (60) | 16 (21) | 12 (15) | 11 (15) | 9.2 (10) | 8.9 (11) | 15/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 14 (8) | 86 (197) | 27 (61) | 21 (17) | 18 (34) | 16 (35) | 17 (15) | 15/15 |
| CMA-ES-python-Baudis | 2.1 (2) | 15 (13) | 7.6 (6) | 8.5 (5) | 8.0 (7) | 7.7 (3) | 7.4 (7) | 15/15 |
| EG50-cocopf-Baudis | 3.4 (7) | 4.7 (2) | 6.3 (17) | 5.9 (19) | 5.6 (3) | 5.3 (10) | 5.9 (5) | 15/15 |
| L-BFGS-B-scipy-Baudis | 5.5 (3) | 48 (22) | 18 (35) | 14 (9) | 13 (17) | 11 (16) | 12 (12) | 15/15 |
| Nelder-Mead-scipy-Baudis | 5.1 (2) | 398 (917) | 102 (132) | 79 (114) | 69 (86) | 60 (105) | 56 (99) | 15/15 |
| Powell-scipy-Baudis | 15 (65) | 141 (188) | 39 (47) | 30 (23) | 27 (45) | 24 (37) | 23 (38) | 15/15 |
| SLSQP-scipy-Baudis | 6.9 (8) | 29 (42) | 12 (19) | 9.0 (6) | 8.0 (7) | 6.9 (11) | 8.2 (11) | 15/15 |
| UNIF-cocopf-Baudis | 4.2 (3) | 5.1 (6) | 5.5 (13) | 5.4 (11) | 5.7 (7) | 6.2 (9) | 7.3 (6) | 15/15 |
| 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 53 (168) | 37 (45) | 86 (89) | 437 (383) | 1133 (943) | ∞ | ∞2e5 | 0/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 11 (17) | 11 (13) | 133 (134) | 1252 (1421) | 2995 (3091) | ∞ | ∞2e5 | 0/15 |
| CMA-ES-python-Baudis | 1.6 (2) | 11 (7) | 15 (5) | 14 (7) | 13 (12) | 11 (4) | 11 (8)★3 | 15/15 |
| EG50-cocopf-Baudis | 1.1 (0.6) | 4.6 (3) | 18 (35) | 19 (46) | 21 (23) | 86 (96) | 108 (112) | 15/15 |
| L-BFGS-B-scipy-Baudis | 13 (16) | 13 (25) | 48 (71) | 76 (139) | 98 (66) | 515 (950) | ∞2e5 | 0/15 |
| Nelder-Mead-scipy-Baudis | 5.5 (9) | 1.3 (1) | 1.2 (1) | 1.4 (2)★ | 1.3 (1)★2 | 8224 (9627) | ∞2e5 | 0/15 |
| Powell-scipy-Baudis | 1.9 (2) | 10 (24) | 60 (98) | 454 (1528) | 538 (392) | 818 (1295) | 3525 (4796) | 1/15 |
| SLSQP-scipy-Baudis | 3.1 (5) | 2.0 (2) | 6.5 (3) | 7.3 (10) | 40 (29) | 1880 (2541) | ∞2e5 | 0/15 |
| UNIF-cocopf-Baudis | 2.8 (1) | 8.3 (7) | 37 (26) | 46 (29) | 50 (58) | 401 (231) | 493 (534) | 11/15 |
| 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 89 (89) | 34 (41) | 4.1 (4) | 1.7 (1) | 1.6 (1) | 1.6 (2) | 1.6 (1) | 15/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 111 (184) | 55 (81) | 6.3 (5) | 3.2 (8) | 3.1 (3) | 3.0 (5) | 3.0 (4) | 14/15 |
| CMA-ES-python-Baudis | 1.8 (1) | 6.9 (6) | 13 (24) | 17 (26) | 17 (19) | 16 (16) | 16 (9) | 6/15 |
| EG50-cocopf-Baudis | 3.1 (5) | 6.6 (10) | 2.1 (3) | 1.4 (1) | 1.4 (2) | 1.4 (1) | 1.9 (2) | 12/15 |
| L-BFGS-B-scipy-Baudis | 8.2 (7) | 2.4 (4) | 0.47 (0.3) | 0.54 (0.9) | 0.53 (0.8) | 0.51 (0.7) | 0.51 (0.8) | 15/15 |
| Nelder-Mead-scipy-Baudis | 105 (174) | 35 (16) | 3.8 (7) | 2.0 (0.6) | 1.9 (2) | 1.9 (1) | ∞2e5 | 0/15 |
| Powell-scipy-Baudis | 8.9 (6) | 28 (40) | 3.7 (4) | 4.2 (4) | 4.1 (4) | 4.5 (7) | 5.0 (3) | 11/15 |
| SLSQP-scipy-Baudis | 8.9 (11) | 6.2 (11) | 0.68 (0.6) | 0.60 (0.6) | 0.59 (0.3) | 0.57 (0.2) | 0.61 (0.9) | 15/15 |
| UNIF-cocopf-Baudis | 4.9 (6) | 6.7 (6) | 1.7 (1.0) | 1.1 (1) | 1.1 (1.0) | 1.3 (1) | 1.6 (1) | 9/15 |
Previous dimension | Dimension = 3 | Next dimension
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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 1.4 (0) | 1.2 (0) | 1.2 (0) | 1.2 (0) | 1.2 (0) | 1.2 (0) | 1.7 (0.3) | 15/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 1.4 (0) | 1.2 (0) | 1.2 (0) | 1.2 (0) | 1.2 (0) | 1.2 (0) | 1.8 (0.6) | 15/15 |
| CMA-ES-python-Baudis | 3.6 (2) | 11 (3) | 20 (2) | 27 (3) | 36 (5) | 51 (2) | 68 (8) | 15/15 |
| EG50-cocopf-Baudis | 3.6 (1) | 4.0 (0.5) | 4.1 (0.1) | 4.2 (0.2) | 4.2 (0.2) | 4.2 (0.2) | 4.2 (0.3) | 15/15 |
| L-BFGS-B-scipy-Baudis | 1.4 (0.0) | 1.3 (0.0) | 1.3 (0.0) | 1.4 (0.3) | 1.4 (0.3) | 1.4 (0.3) | 1.4 (0.2) | 15/15 |
| Nelder-Mead-scipy-Baudis | 12 (11) | 28 (11) | 34 (11) | 37 (9) | 41 (8) | 47 (12) | 53 (7) | 15/15 |
| Powell-scipy-Baudis | 3.1 (2) | 3.5 (0.2) | 3.5 (0.1) | 3.6 (0.2) | 3.6 (0.2) | 3.6 (0.1) | 3.6 (0.2) | 15/15 |
| SLSQP-scipy-Baudis | 1.2 (0.3) | 2.4 (2) | 2.8 (2) | 3.1 (3) | 3.4 (2) | 3.8 (1) | 4.1 (4) | 15/15 |
| UNIF-cocopf-Baudis | 3.5 (2) | 4.1 (0.4) | 4.2 (0.2) | 4.3 (0.2) | 4.3 (0.2) | 4.4 (0.2) | 5.0 (0.6) | 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 2.7 (1) | 2.9 (3) | 3.4 (3) | 3.6 (2) | 3.9 (2) | 4.2 (3) | 4.7 (3) | 15/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 64 (80) | 223 (203) | 422 (270) | 828 (723) | 2517 (4403) | 2.5e4 (2e4) | ∞5e5 | 0/15 |
| CMA-ES-python-Baudis | 16 (4) | 20 (4) | 22 (4) | 23 (5) | 24 (2) | 26 (3) | 27 (2) | 15/15 |
| EG50-cocopf-Baudis | 1.9 (1.0) | 2.5 (0.2) | 2.5 (0.1) | 2.5 (0.2) | 2.5 (0.2) | 3.0 (0.4) | 3.4 (0.8) | 15/15 |
| L-BFGS-B-scipy-Baudis | 3.2 (2) | 4.1 (1) | 5.1 (2) | 6.9 (2) | 7.7 (2) | 8.2 (1) | 44 (60) | 15/15 |
| Nelder-Mead-scipy-Baudis | 23 (16) | 26 (13) | 28 (19) | 29 (8) | 29 (12) | 33 (9) | 40 (32) | 15/15 |
| Powell-scipy-Baudis | 1.1 (0.4) | 1.2 (0.3)★ | 1.3 (0.2)★ | 1.3 (0.0)★ | 1.4 (0.1)★2 | 1.9 (0.3) | 2.1 (0.3)★2 | 15/15 |
| SLSQP-scipy-Baudis | 1.5 (0.5) | 1.7 (0.5) | 1.9 (0.4) | 2.1 (0.6) | 2.2 (0.7) | 2.5 (0.9) | 11 (8) | 15/15 |
| UNIF-cocopf-Baudis | 1.8 (1) | 2.3 (0.9) | 2.4 (0.2) | 2.4 (0.2) | 2.6 (0.6) | 3.2 (0.9) | 3.8 (0.3) | 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 27 (28) | 86 (82) | 311 (239) | 310 (169) | 309 (364) | 308 (261) | 308 (545) | 10/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 71 (180) | 348 (535) | 1316 (1337) | 1312 (1252) | 1309 (1111) | 1306 (2320) | 1303 (1842) | 3/15 |
| CMA-ES-python-Baudis | 2.1 (3) | 54 (31) | 347 (153) | 346 (149) | 345 (297) | 344 (441) | 344 (375) | 9/15 |
| EG50-cocopf-Baudis | 0.89 (0.8) | 2.6 (3) | 14 (7) | 14 (9) | 14 (15) | 14 (14) | 18 (14) | 15/15 |
| L-BFGS-B-scipy-Baudis | 13 (17) | 55 (27) | 176 (143) | 175 (195) | 175 (295) | 174 (132) | 217 (254) | 8/15 |
| Nelder-Mead-scipy-Baudis | 144 (149) | 632 (355) | 1403 (1451) | 1399 (1069) | 1396 (1765) | 1392 (624) | ∞5e5 | 0/15 |
| Powell-scipy-Baudis | 0.57 (0.8) | 2.8 (4) | 25 (23) | 25 (20) | 25 (25) | 25 (20) | 26 (28) | 15/15 |
| SLSQP-scipy-Baudis | 3.3 (2) | 10 (11) | 56 (44) | 56 (71) | 55 (64) | 55 (67) | 267 (158) | 0/15 |
| UNIF-cocopf-Baudis | 1.1 (0.6) | 3.7 (5) | 23 (21) | 23 (23) | 23 (21) | 23 (20) | 36 (20) | 15/15 |
| 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 55 (76) | 4460 (4363) | ∞ | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 258 (234) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| CMA-ES-python-Baudis | 3.3 (5) | 941 (1899) | ∞ | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| EG50-cocopf-Baudis | 0.33 (0.2) | 1.2 (1) | 7.7 (5) | 7.4 (4) | 7.5 (5) | 7.3 (10) | 7.2 (2) | 15/15 |
| L-BFGS-B-scipy-Baudis | 28 (27) | 536 (720) | 4369 (7109) | 4195 (5688) | 4059 (4472) | 3911 (3977) | ∞5e5 | 0/15 |
| Nelder-Mead-scipy-Baudis | 161 (175) | 474 (411) | 4178 (4739) | 4012 (5759) | 3882 (6398) | 3740 (4109) | ∞5e5 | 0/15 |
| Powell-scipy-Baudis | 0.23 (0.3) | 0.86 (0.6) | 5.1 (3) | 5.0 (6) | 4.8 (7) | 4.6 (7) | 5.0 (5) | 15/15 |
| SLSQP-scipy-Baudis | 8.9 (6) | 93 (112) | 1003 (1240) | 963 (2014) | 932 (1060) | 3748 (4706) | ∞5e5 | 0/15 |
| UNIF-cocopf-Baudis | 0.35 (0.4) | 1.4 (0.7) | 9.2 (12) | 8.9 (9) | 8.6 (9) | 8.3 (11) | 8.6 (12) | 15/15 |
| 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 1.7 (0.6) | 2.6 (0.6) | 2.7 (0.6) | 2.8 (0.4) | 2.8 (0.8) | 2.8 (0.9) | 2.8 (0.6) | 15/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 1.9 (0.8) | 3.4 (1) | 3.6 (1) | 3.6 (1) | 3.6 (0.9) | 3.6 (0.4) | 3.6 (1) | 15/15 |
| CMA-ES-python-Baudis | 8.7 (7) | 23 (24) | 25 (21) | 26 (17) | 26 (25) | 26 (20) | 26 (24) | 15/15 |
| EG50-cocopf-Baudis | 7.0 (0.3) | 7.0 (0.2) | 7.0 (0.2) | 7.0 (0.3) | 7.0 (0.2) | 7.0 (0.2) | 7.0 (0.3) | 15/15 |
| L-BFGS-B-scipy-Baudis | 1.7 (0.6) | 3.5 (0.8) | 3.6 (1) | 3.7 (2) | 3.7 (0.9) | 3.7 (1) | 3.7 (2) | 15/15 |
| Nelder-Mead-scipy-Baudis | 25 (24) | 35 (66) | 36 (75) | 36 (73) | 36 (74) | 36 (56) | 36 (59) | 15/15 |
| Powell-scipy-Baudis | 6.2 (0.3) | 6.2 (0.6) | 6.3 (0.5) | 6.3 (0.5) | 6.3 (0.4) | 6.3 (0.3) | 6.3 (0.3) | 15/15 |
| SLSQP-scipy-Baudis | 1.8 (0.8) | 4.9 (3) | 6.6 (4) | 7.3 (7) | 7.6 (4) | 7.7 (6) | 7.7 (6) | 15/15 |
| UNIF-cocopf-Baudis | 7.0 (0.3) | 7.0 (0.3) | 7.0 (0.3) | 7.0 (0.3) | 7.0 (0.4) | 7.0 (0.3) | 7.0 (0.2) | 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 5.5 (2) | 4.1 (2) | 4.0 (2) | 3.8 (2) | 3.1 (1) | 2.6 (1) | 4.1 (5) | 15/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 7.1 (7) | 6.5 (4) | 7.2 (4) | 6.5 (2) | 5.3 (2) | 4.7 (6) | 6.9 (4) | 14/15 |
| CMA-ES-python-Baudis | 2.2 (1) | 2.3 (0.9) | 2.6 (0.4) | 2.3 (0.5) | 2.0 (0.5) | 1.4 (0.2) | 1.5 (0.1)★ | 15/15 |
| EG50-cocopf-Baudis | 6.0 (4) | 5.9 (3) | 6.6 (2) | 8.2 (2) | 8.9 (6) | 12 (11) | 14 (12) | 15/15 |
| L-BFGS-B-scipy-Baudis | 4.3 (3) | 3.9 (1) | 4.2 (2) | 3.4 (1) | 2.8 (1) | 4.6 (3) | 191 (201) | 6/15 |
| Nelder-Mead-scipy-Baudis | 14 (12) | 13 (13) | 13 (9) | 12 (8) | 13 (7) | 23 (25) | 1151 (890) | 0/15 |
| Powell-scipy-Baudis | 7.0 (7) | 7.0 (4) | 8.8 (8) | 15 (11) | 112 (259) | 2054 (1736) | 5346 (4505) | 0/15 |
| SLSQP-scipy-Baudis | 1.8 (2) | 1.6 (2) | 1.8 (1) | 1.7 (0.4) | 2.9 (2) | 7.7 (3) | 288 (170) | 2/15 |
| UNIF-cocopf-Baudis | 10 (13) | 12 (8) | 14 (10) | 14 (7) | 13 (6) | 14 (4) | 16 (11) | 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 175 (137) | 210 (173) | 6233 (7688) | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 302 (692) | 242 (204) | ∞ | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| CMA-ES-python-Baudis | 6.1 (4) | 2.2 (2)★2 | 3.3 (6)★ | 2.9 (2)★3 | 3.0 (1)★3 | 3.0 (4)★3 | 3.5 (4)★3 | 15/15 |
| EG50-cocopf-Baudis | 61 (21) | 28 (43) | 24 (32) | 118 (111) | 169 (624) | 169 (272) | 209 (423) | 11/15 |
| L-BFGS-B-scipy-Baudis | 194 (308) | 222 (264) | ∞ | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| Nelder-Mead-scipy-Baudis | 454 (290) | 99 (95) | 306 (313) | 2319 (3584) | 2179 (2783) | 2179 (1562) | 2145 (1929) | 2/15 |
| Powell-scipy-Baudis | 33 (25) | 14 (6) | 14 (12) | 160 (292) | 291 (187) | 291 (368) | 463 (554) | 7/15 |
| SLSQP-scipy-Baudis | 198 (190) | 107 (122) | 6088 (6512) | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| UNIF-cocopf-Baudis | 48 (52) | 72 (82) | 113 (26) | 206 (391) | 273 (264) | 273 (362) | 284 (437) | 9/15 |
| 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 3.2 (1) | 2.2 (1) | 2.0 (2) | 1.9 (2) | 1.9 (2) | 1.9 (2) | 1.8 (2) | 15/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 2.7 (2) | 20 (120) | 17 (49) | 16 (88) | 16 (0.6) | 15 (0.8) | 15 (44) | 15/15 |
| CMA-ES-python-Baudis | 4.6 (0.9) | 9.1 (11) | 9.0 (4) | 8.9 (6) | 8.9 (5) | 9.1 (4) | 9.3 (10) | 15/15 |
| EG50-cocopf-Baudis | 5.3 (4) | 4.4 (3) | 5.6 (4) | 6.9 (3) | 7.1 (6) | 8.5 (7) | 9.2 (7) | 15/15 |
| L-BFGS-B-scipy-Baudis | 1.9 (0.9) | 42 (77) | 34 (111) | 31 (88) | 29 (42) | 28 (52) | 27 (50) | 15/15 |
| Nelder-Mead-scipy-Baudis | 6.5 (5) | 33 (4) | 28 (28) | 25 (58) | 24 (55) | 24 (52) | 24 (4) | 15/15 |
| Powell-scipy-Baudis | 3.3 (3) | 18 (34) | 30 (9) | 37 (119) | 42 (44) | 330 (363) | 8286 (1e4) | 0/15 |
| SLSQP-scipy-Baudis | 1.6 (0.3) | 17 (96) | 14 (78) | 13 (0.9) | 12 (34) | 11 (34) | 12 (32) | 15/15 |
| UNIF-cocopf-Baudis | 5.0 (4) | 3.7 (2) | 5.3 (5) | 7.2 (3) | 8.5 (4) | 11 (6) | 14 (9) | 14/15 |
| 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 4.5 (2) | 3.2 (0.9) | 2.2 (1) | 2.0 (0.5) | 1.8 (0.5) | 1.7 (0.9) | 1.5 (0.6) | 15/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 4.1 (2) | 6.9 (0.7) | 5.2 (0.5) | 4.8 (2) | 4.7 (0.7) | 4.7 (7) | 4.7 (1) | 15/15 |
| CMA-ES-python-Baudis | 8.6 (2) | 16 (15) | 12 (10) | 11 (8) | 10 (6) | 10 (7) | 9.4 (7) | 15/15 |
| EG50-cocopf-Baudis | 11 (3) | 8.4 (7) | 7.2 (4) | 7.1 (4) | 8.2 (7) | 10 (6) | 10 (7) | 15/15 |
| L-BFGS-B-scipy-Baudis | 2.5 (2) | 5.9 (8) | 3.9 (10) | 3.3 (0.3) | 3.0 (7) | 2.7 (0.2) | 2.5 (3) | 15/15 |
| Nelder-Mead-scipy-Baudis | 11 (8) | 60 (144) | 37 (11) | 30 (74) | 27 (60) | 24 (69) | 22 (2) | 15/15 |
| Powell-scipy-Baudis | 6.9 (2) | 30 (9) | 20 (10) | 18 (4) | 38 (35) | 360 (378) | ∞5e5 | 0/15 |
| SLSQP-scipy-Baudis | 2.8 (1) | 1.5 (1) | 1.2 (0.5) | 1.1 (0.4) | 1.0 (0.4) | 1.00 (0.3) | 1.4 (1.0) | 15/15 |
| UNIF-cocopf-Baudis | 12 (9) | 12 (6) | 10 (4) | 11 (4) | 11 (4) | 11 (3) | 12 (4) | 13/15 |
| 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 0.62 (0.3) | 0.49 (0.3) | 0.47 (0.3) | 0.48 (0.2) | 0.50 (0.2) | 0.51 (0.2) | 14 (8) | 15/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 21 (21) | 40 (43) | 67 (45) | 119 (52) | 335 (161) | 8643 (4524) | ∞5e5 | 0/15 |
| CMA-ES-python-Baudis | 3.8 (2) | 3.2 (0.9) | 3.2 (0.5) | 3.3 (0.4) | 3.4 (0.4) | 2.8 (0.2) | 2.8 (0.2) | 15/15 |
| EG50-cocopf-Baudis | 7.2 (10) | 6.1 (6) | 5.6 (6) | 5.4 (6) | 5.3 (2) | 4.4 (5) | 31 (42) | 15/15 |
| L-BFGS-B-scipy-Baudis | 1.3 (0.3) | 1.1 (0.3) | 1.0 (0.2) | 1.0 (0.2) | 1.0 (0.3) | 1.2 (2) | 95 (174) | 6/15 |
| Nelder-Mead-scipy-Baudis | 5.6 (3) | 6.6 (4) | 6.4 (2) | 7.4 (6) | 8.5 (5) | 7.6 (9) | 7.4 (8) | 15/15 |
| Powell-scipy-Baudis | 46 (78) | 53 (71) | 55 (74) | 210 (310) | 381 (306) | 2593 (2979) | ∞5e5 | 0/15 |
| SLSQP-scipy-Baudis | 0.40 (0.1) | 0.32 (0.1) | 0.30 (0.2) | 0.32 (0.1) | 0.34 (0.2) | 0.44 (0.0) | 13 (14) | 7/15 |
| UNIF-cocopf-Baudis | 4.5 (2) | 3.8 (1) | 3.7 (1) | 3.8 (2) | 4.0 (2) | 4.1 (1) | 42 (30) | 14/15 |
| 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 0.59 (0.5) | 0.51 (0.5) | 0.17 (0.1) | 0.15 (0.1) | 0.14 (0.2) | 0.43 (0.4) | 26 (50) | 12/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 3.6 (2) | 3.3 (1) | 1.6 (0.9) | 2.0 (0.9) | 2.2 (2) | 29 (39) | 4191 (3885) | 0/15 |
| CMA-ES-python-Baudis | 7.9 (6) | 7.7 (2) | 2.4 (0.5) | 2.0 (0.3) | 1.7 (0.2) | 1.5 (0.2) | 1.5 (0.2)★ | 15/15 |
| EG50-cocopf-Baudis | 11 (12) | 10 (12) | 2.8 (1) | 2.3 (2) | 2.0 (0.9) | 2.7 (1) | 36 (25) | 15/15 |
| L-BFGS-B-scipy-Baudis | 1.2 (0.3) | 1.3 (0.3) | 0.51 (0.2) | 0.58 (0.2) | 0.71 (0.2) | 16 (37) | ∞5e5 | 0/15 |
| Nelder-Mead-scipy-Baudis | 10 (7) | 13 (14) | 5.7 (3) | 6.1 (2) | 7.2 (4) | 12 (9) | 15 (12) | 15/15 |
| Powell-scipy-Baudis | 45 (71) | 107 (229) | 223 (558) | 3387 (1561) | 6335 (6904) | ∞ | ∞5e5 | 0/15 |
| SLSQP-scipy-Baudis | 0.44 (0.2) | 0.39 (0.1) | 0.12 (0.1) | 0.11 (0.1) | 0.11 (0.0) | 0.30 (0.2) | 28 (83) | 1/15 |
| UNIF-cocopf-Baudis | 5.8 (4) | 5.4 (3) | 1.7 (0.6) | 1.5 (0.4) | 1.5 (0.4) | 2.9 (3) | 37 (15) | 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 1603 (2349) | 648 (1372) | 468 (1261) | 421 (854) | 378 (564) | 141 (119) | 422 (409) | 4/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 2027 (2842) | 819 (564) | 606 (130) | 545 (717) | 491 (440) | 430 (881) | 2332 (2093) | 0/15 |
| CMA-ES-python-Baudis | 8.8 (6) | 6.9 (2) | 7.5 (8) | 7.9 (4) | 8.3 (7) | 3.9 (3) | 4.1 (2)★ | 15/15 |
| EG50-cocopf-Baudis | 74 (83) | 47 (44) | 46 (37) | 49 (29) | 53 (25) | 31 (28) | 173 (133) | 14/15 |
| L-BFGS-B-scipy-Baudis | 1.1 (1) | 1.1 (0.8) | 1.2 (0.8) | 1.3 (0.9) | 1.4 (0.5) | 2.0 (0.5) | 148 (290) | 9/15 |
| Nelder-Mead-scipy-Baudis | 15 (23) | 11 (11) | 13 (11) | 15 (10) | 39 (22) | 295 (328) | 522 (755) | 2/15 |
| Powell-scipy-Baudis | 40 (138) | 22 (39) | 21 (21) | 20 (29) | 38 (34) | 132 (91) | 4812 (4016) | 0/15 |
| SLSQP-scipy-Baudis | 2.7 (1) | 1.6 (2) | 1.6 (1) | 1.6 (1) | 1.7 (1) | 3.7 (9) | 276 (490) | 4/15 |
| UNIF-cocopf-Baudis | 123 (121) | 108 (70) | 117 (38) | 119 (60) | 127 (41) | 70 (52) | 358 (200) | 6/15 |
| 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 1.0 (0.1) | 1.0 (0.1) | 1.00 (0.1) | 0.97 (0.1) | 1.0 (2) | 464 (642) | ∞5e5 | 0/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 16 (20) | 28 (20) | 30 (33) | 31 (28) | 21 (19) | 209 (427) | ∞5e5 | 0/15 |
| CMA-ES-python-Baudis | 4.3 (4) | 5.3 (3) | 5.8 (2) | 6.1 (3) | 1.9 (0.6) | 1.8 (0.5)★2 | 1.9 (0.5)★4 | 15/15 |
| EG50-cocopf-Baudis | 10 (13) | 10 (8) | 11 (8) | 12 (8) | 5.1 (4) | 28 (22) | 35 (58) | 15/15 |
| L-BFGS-B-scipy-Baudis | 6.4 (9) | 22 (19) | 23 (24) | 33 (40) | 16 (20) | 91 (94) | ∞5e5 | 0/15 |
| Nelder-Mead-scipy-Baudis | 9.3 (7) | 8.8 (5) | 8.9 (5) | 10 (7) | 6.9 (13) | 65 (77) | 3109 (6818) | 0/15 |
| Powell-scipy-Baudis | 26 (16) | 35 (36) | 37 (32) | 50 (34) | 165 (154) | 4201 (4210) | ∞5e5 | 0/15 |
| SLSQP-scipy-Baudis | 0.78 (0.1)★3 | 0.80 (0.1)★4 | 0.82 (0.0)★4 | 0.80 (0.0)★4 | 5.9 (1) | 1185 (1926) | ∞5e5 | 0/15 |
| UNIF-cocopf-Baudis | 6.8 (3) | 10 (4) | 11 (0.7) | 11 (0.5) | 7.1 (10) | 47 (25) | 57 (27) | 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 1.8 (0.6) | 0.93 (0.4) | 1.2 (0.3) | 1.2 (0.2) | 1.1 (0.1) | 0.93 (0.1) | 85 (75) | 6/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 2.2 (1) | 1.2 (0.3) | 1.4 (0.6) | 1.5 (0.5) | 1.8 (0.6) | 7.8 (8) | 4957 (2837) | 1/15 |
| CMA-ES-python-Baudis | 2.5 (2) | 3.7 (2) | 4.7 (1) | 4.8 (1) | 5.2 (1) | 6.5 (0.7) | 5.1 (0.6) | 15/15 |
| EG50-cocopf-Baudis | 4.9 (4) | 4.0 (0.5) | 4.0 (2) | 4.4 (3) | 5.4 (3) | 6.6 (7) | 74 (22) | 15/15 |
| L-BFGS-B-scipy-Baudis | 2.1 (0.8) | 1.4 (0.2) | 1.5 (0.3) | 1.4 (0.2) | 1.2 (0.2) | 1.6 (0.4) | 684 (568) | 1/15 |
| Nelder-Mead-scipy-Baudis | 16 (16) | 10 (5) | 8.8 (2) | 6.8 (0.7) | 5.1 (1) | 4.0 (0.5) | 2.7 (0.5)★2 | 15/15 |
| Powell-scipy-Baudis | 4.5 (3) | 2.9 (1) | 2.7 (1) | 4.7 (5) | 1177 (2733) | ∞ | ∞5e5 | 0/15 |
| SLSQP-scipy-Baudis | 1.2 (0.8) | 0.79 (0.3) | 1.0 (0.4) | 0.98 (0.2) | 0.87 (0.1)★2 | 0.76 (0.1)★2 | 936 (1082) | 0/15 |
| UNIF-cocopf-Baudis | 4.6 (2) | 4.3 (3) | 4.6 (2) | 8.0 (2) | 9.0 (1.0) | 8.6 (1) | 110 (13) | 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 15 (11) | 3.0 (2) | 6.6 (9) | 6.5 (9) | 6.4 (9) | 6.2 (8) | 6.0 (8) | 15/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 25 (10) | 4.1 (3) | 10 (6) | 9.4 (9) | 9.3 (7) | 9.0 (9) | 8.7 (6) | 15/15 |
| CMA-ES-python-Baudis | 1.7 (3) | 4.4 (4) | 22 (17) | 22 (20) | 22 (31) | 21 (25) | 20 (16) | 10/15 |
| EG50-cocopf-Baudis | 11 (2) | 5.0 (4) | 7.7 (5) | 7.6 (8) | 7.7 (6) | 10 (4) | 15 (18) | 12/15 |
| L-BFGS-B-scipy-Baudis | 6.4 (5) | 2.0 (1) | 2.8 (0.8) | 2.8 (3) | 2.7 (3) | 2.6 (2) | 4.9 (4) | 9/15 |
| Nelder-Mead-scipy-Baudis | 34 (25) | 5.2 (4) | 11 (6) | 11 (9) | 11 (15) | 11 (13) | ∞5e5 | 0/15 |
| Powell-scipy-Baudis | 12 (13) | 5.9 (6) | 10 (12) | 10 (11) | 11 (12) | 102 (120) | ∞5e5 | 0/15 |
| SLSQP-scipy-Baudis | 3.2 (1) | 0.92 (0.5) | 1.5 (1) | 1.4 (2) | 1.4 (2) | 1.7 (2) | 19 (14) | 0/15 |
| UNIF-cocopf-Baudis | 16 (11) | 3.5 (2) | 4.6 (5) | 4.5 (6) | 4.8 (3) | 6.8 (8) | 17 (20) | 11/15 |
| 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 250 (194) | 1761 (1226) | ∞ | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 91 (138) | 2023 (1453) | ∞ | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| CMA-ES-python-Baudis | 2.2 (0.9) | 3.6 (4)★ | 7.4 (8) | 4.7 (16)★2 | 7.1 (3)★2 | 10 (10)★2 | 11 (10)★ | 13/15 |
| EG50-cocopf-Baudis | 5.6 (8) | 13 (7) | 37 (48) | 36 (24) | 53 (42) | 84 (120) | 100 (52) | 5/15 |
| L-BFGS-B-scipy-Baudis | 35 (51) | 310 (164) | 2802 (5072) | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| Nelder-Mead-scipy-Baudis | 25 (59) | 57 (43) | 64 (46) | 99 (74) | ∞ | ∞ | ∞5e5 | 0/15 |
| Powell-scipy-Baudis | 10 (20) | 17 (18) | 20 (25) | 146 (77) | 679 (742) | ∞ | ∞5e5 | 0/15 |
| SLSQP-scipy-Baudis | 19 (23) | 218 (158) | 2643 (2724) | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| UNIF-cocopf-Baudis | 6.8 (14) | 51 (99) | 57 (81) | 225 (251) | 351 (299) | 316 (323) | 613 (651) | 1/15 |
| 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 105 (162) | 67 (94) | 1348 (1294) | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 529 (638) | 221 (300) | 1846 (1947) | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| CMA-ES-python-Baudis | 4.9 (2) | 2.0 (0.3)★3 | 1.0 (1)★3 | 0.78 (0.3)★3 | 1.9 (2) | 10 (12) | 24 (13) | 11/15 |
| EG50-cocopf-Baudis | 16 (22) | 19 (25) | 13 (12) | 7.7 (12) | 9.3 (6) | 47 (62) | 122 (155) | 3/15 |
| L-BFGS-B-scipy-Baudis | 37 (22) | 45 (54) | 244 (153) | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| Nelder-Mead-scipy-Baudis | 2300 (2195) | 2747 (2459) | ∞ | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| Powell-scipy-Baudis | 125 (104) | 92 (44) | 48 (42) | 1173 (1868) | ∞ | ∞ | ∞5e5 | 0/15 |
| SLSQP-scipy-Baudis | 33 (145) | 21 (9) | 421 (327) | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| UNIF-cocopf-Baudis | 20 (21) | 19 (9) | 16 (12) | 16 (20) | 36 (56) | 149 (244) | 889 (977) | 1/15 |
| 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 55 (40) | 396 (459) | ∞ | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 593 (1392) | 2204 (3320) | ∞ | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| CMA-ES-python-Baudis | 1.6 (0.5)★ | 3.8 (3)★2 | 1.8 (4)★ | 2.8 (4)★ | 11 (15)★2 | 73 (82)★2 | ∞5e5 | 0/15 |
| EG50-cocopf-Baudis | 18 (22) | 32 (67) | 11 (8) | 28 (27) | 76 (64) | ∞ | ∞5e5 | 0/15 |
| L-BFGS-B-scipy-Baudis | 72 (89) | 212 (409) | 1775 (1040) | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| Nelder-Mead-scipy-Baudis | 568 (593) | 1796 (1774) | ∞ | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| Powell-scipy-Baudis | 30 (46) | 48 (46) | 118 (131) | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| SLSQP-scipy-Baudis | 33 (20) | 98 (56) | 1814 (819) | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| UNIF-cocopf-Baudis | 41 (27) | 82 (68) | 58 (47) | 115 (101) | 792 (1078) | ∞ | ∞5e5 | 0/15 |
| 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 3546 (3579) | 1.4e4 (2e4) | 744 (849) | 23 (12) | ∞ | ∞ | ∞5e5 | 0/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 4600 (7131) | 2.7e4 (1e4) | 1108 (1471) | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| CMA-ES-python-Baudis | 35 (30) | 4132 (5962) | 724 (876) | 34 (41) | ∞ | ∞ | ∞5e5 | 0/15 |
| EG50-cocopf-Baudis | 262 (599) | 7212 (6352) | 638 (521) | 33 (41) | 60 (28) | 59 (59) | 59 (54) | 0/15 |
| L-BFGS-B-scipy-Baudis | 2848 (3382) | 1.1e4 (6356) | 165 (351) | 7.0 (9) | 59 (85) | 59 (60) | 58 (23) | 0/15 |
| Nelder-Mead-scipy-Baudis | 4374 (6134) | 2.1e4 (2e4) | 1282 (1269) | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| Powell-scipy-Baudis | 183 (335) | 7666 (7939) | 711 (535) | 68 (30) | ∞ | ∞ | ∞5e5 | 0/15 |
| SLSQP-scipy-Baudis | 4345 (6160) | 2.2e4 (8944) | 442 (259) | 68 (38) | 60 (49) | 59 (72) | ∞5e5 | 0/15 |
| UNIF-cocopf-Baudis | 198 (78) | 1.7e4 (9926) | 616 (750) | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 6.9 (3) | 4.0 (4) | 3.1 (2) | 2.3 (2) | 2.2 (3) | 2.1 (3) | 2.1 (3) | 15/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 2.4 (0.8) | 33 (40) | 44 (39) | 33 (33) | 31 (58) | 31 (29) | 30 (37) | 4/15 |
| CMA-ES-python-Baudis | 5.0 (4) | 14 (18) | 26 (51) | 19 (12) | 18 (26) | 18 (17) | 18 (19) | 6/15 |
| EG50-cocopf-Baudis | 9.5 (7) | 1.5 (0.4) | 6.5 (12) | 4.9 (5) | 8.6 (15) | 30 (35) | 129 (156) | 0/15 |
| L-BFGS-B-scipy-Baudis | 1.8 (0.9) | 6.1 (4) | 16 (17) | 12 (13) | 11 (7) | 11 (14) | 11 (12) | 9/15 |
| Nelder-Mead-scipy-Baudis | 19 (16) | 11 (20) | 6.6 (13) | 4.9 (4) | 4.6 (15) | 4.6 (5) | 5.4 (7) | 0/15 |
| Powell-scipy-Baudis | 8.3 (4) | 1.5 (1) | 3.1 (2) | 2.3 (1) | 3.1 (6) | 23 (20) | 129 (183) | 0/15 |
| SLSQP-scipy-Baudis | 1.5 (1) | 3.6 (2) | 10 (5) | 7.5 (9) | 7.0 (6) | 7.0 (4) | 9.2 (9) | 8/15 |
| UNIF-cocopf-Baudis | 13 (4) | 1.6 (1) | 5.8 (10) | 4.3 (4) | 5.2 (6) | 16 (37) | 18 (24) | 5/15 |
| 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 52 (136) | 59 (31) | 132 (118) | 131 (85) | 130 (303) | 128 (202) | 126 (106) | 14/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 144 (87) | 204 (95) | 304 (315) | 301 (231) | 298 (235) | 294 (183) | 292 (252) | 0/15 |
| CMA-ES-python-Baudis | 5.7 (1) | 4.7 (4) | 8.1 (14) | 8.0 (4) | 8.0 (14) | 7.9 (6) | 7.9 (13) | 15/15 |
| EG50-cocopf-Baudis | 6.7 (9) | 36 (52) | 64 (176) | 63 (231) | 63 (58) | 63 (124) | 63 (67) | 14/15 |
| L-BFGS-B-scipy-Baudis | 51 (144) | 52 (65) | 86 (51) | 85 (44) | 84 (97) | 83 (44) | 82 (173) | 14/15 |
| Nelder-Mead-scipy-Baudis | 693 (908) | 469 (574) | 593 (476) | 587 (404) | 582 (302) | 574 (712) | 565 (419) | 6/15 |
| Powell-scipy-Baudis | 50 (181) | 130 (65) | 170 (175) | 169 (201) | 167 (199) | 165 (160) | 292 (258) | 7/15 |
| SLSQP-scipy-Baudis | 14 (49) | 44 (62) | 62 (41) | 62 (38) | 61 (16) | 60 (83) | 145 (164) | 4/15 |
| UNIF-cocopf-Baudis | 2.9 (3) | 28 (39) | 60 (104) | 60 (103) | 60 (71) | 60 (77) | 83 (217) | 14/15 |
| 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 71 (99) | 99 (143) | 188 (98) | 180 (88) | 175 (235) | 170 (230) | 165 (287) | 13/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 312 (421) | 219 (311) | 247 (277) | 237 (217) | 230 (187) | 224 (151) | 281 (257) | 1/15 |
| CMA-ES-python-Baudis | 8.4 (8) | 11 (9) | 40 (50) | 39 (49) | 38 (32) | 37 (49) | 36 (31) | 15/15 |
| EG50-cocopf-Baudis | 12 (30) | 68 (76) | 155 (174) | 148 (164) | 144 (213) | 143 (54) | 182 (179) | 14/15 |
| L-BFGS-B-scipy-Baudis | 65 (269) | 111 (112) | 84 (94) | 80 (87) | 78 (60) | 76 (57) | 76 (57) | 15/15 |
| Nelder-Mead-scipy-Baudis | 232 (315) | 523 (549) | 582 (912) | 557 (620) | 541 (630) | 525 (479) | 511 (887) | 9/15 |
| Powell-scipy-Baudis | 177 (290) | 176 (87) | 143 (204) | 137 (254) | 156 (102) | 323 (644) | 458 (267) | 7/15 |
| SLSQP-scipy-Baudis | 24 (85) | 63 (99) | 59 (28) | 57 (64) | 55 (107) | 54 (47) | 160 (202) | 8/15 |
| UNIF-cocopf-Baudis | 3.8 (3) | 33 (13) | 62 (66) | 60 (78) | 60 (66) | 61 (58) | 109 (117) | 13/15 |
| 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 63 (81) | 60 (63) | ∞ | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 108 (70) | 139 (199) | ∞ | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| CMA-ES-python-Baudis | 2.9 (3) | 8.5 (12) | 7.9 (6) | 12 (18) | 11 (16) | 13 (15) | 13 (19) | 10/15 |
| EG50-cocopf-Baudis | 2.3 (2) | 6.8 (9) | 29 (17) | 80 (102) | 71 (60) | 68 (98) | 66 (71) | 3/15 |
| L-BFGS-B-scipy-Baudis | 32 (8) | 32 (26) | 105 (167) | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| Nelder-Mead-scipy-Baudis | 4.3 (6) | 2.6 (4) | 4.6 (4) | 23 (16) | 236 (229) | ∞ | ∞5e5 | 0/15 |
| Powell-scipy-Baudis | 3.1 (3) | 7.5 (23) | 111 (103) | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| SLSQP-scipy-Baudis | 4.2 (4) | 2.2 (2) | 7.7 (6) | 18 (21) | 229 (178) | ∞ | ∞5e5 | 0/15 |
| UNIF-cocopf-Baudis | 2.7 (2) | 14 (12) | 50 (30) | 126 (132) | ∞ | ∞ | ∞5e5 | 0/15 |
| 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 13 (4) | 0.54 (0.4) | ∞ | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 25 (13) | 1.9 (2) | ∞ | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| CMA-ES-python-Baudis | 3.1 (6) | 3.1 (3) | ∞ | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| EG50-cocopf-Baudis | 12 (6) | 0.73 (0.5) | 1.1 (3) | 0.76 (0.6) | 0.75 (0.7) | 0.56 (0.4) | ∞5e5 | 0/15 |
| L-BFGS-B-scipy-Baudis | 2.5 (2) | 0.18 (0.1) | 0.55 (0.3) | 0.76 (0.9) | 0.75 (0.9) | 0.57 (0.3) | 0.57 (0.7) | 1/15 |
| Nelder-Mead-scipy-Baudis | 14 (5) | 1.5 (1) | ∞ | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| Powell-scipy-Baudis | 10 (16) | 1.4 (1) | ∞ | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| SLSQP-scipy-Baudis | 2.6 (1.0) | 0.26 (0.3) | 0.56 (0.7) | 0.76 (0.5) | 0.75 (1) | 0.56 (1.0) | ∞5e5 | 0/15 |
| UNIF-cocopf-Baudis | 14 (5) | 0.73 (0.6) | ∞ | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
Previous dimension | Dimension = 10 | Next dimension
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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 1.0 (0) | 1.0 (0) | 1.0 (0) | 1.0 (0) | 1.0 (0) | 1.0 (0) | 1.4 (0.3) | 15/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 1.0 (0) | 1.0 (0) | 1.0 (0) | 1.0 (0) | 1.0 (0) | 1.0 (0) | 1.7 (0.5) | 15/15 |
| CMA-ES-python-Baudis | 10 (3) | 18 (2) | 25 (3) | 33 (4) | 40 (3) | 55 (3) | 70 (3) | 15/15 |
| EG50-cocopf-Baudis | 4.7 (0.2) | 4.8 (0.1) | 4.8 (0.1) | 4.8 (0.1) | 4.9 (0.1) | 4.9 (0.6) | 5.0 (0.4) | 15/15 |
| L-BFGS-B-scipy-Baudis | 1.1 (6e-3) | 1.1 (6e-3) | 1.1 (0) | 1.1 (0) | 1.1 (0) | 1.1 (0) | 1.1 (0.3) | 15/15 |
| Nelder-Mead-scipy-Baudis | 178 (47) | 288 (106) | 393 (42) | 661 (421) | 1383 (1535) | 3.8e4 (5e4) | 8.5e4 (1e5) | 0/15 |
| Powell-scipy-Baudis | 4.2 (0.2) | 4.3 (0.1) | 4.3 (0.0) | 4.3 (0.2) | 4.3 (0.0) | 5.2 (3) | 6.0 (3) | 15/15 |
| SLSQP-scipy-Baudis | 1.3 (0.5) | 3.4 (2) | 4.1 (2) | 4.6 (4) | 5.3 (4) | 5.8 (3) | 6.2 (5) | 15/15 |
| UNIF-cocopf-Baudis | 4.7 (0.2) | 4.8 (0.2) | 4.9 (0.0) | 4.9 (0.1) | 4.9 (0.0) | 5.0 (0.3) | 5.2 (0.6) | 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 4.5 (1) | 4.9 (1) | 5.2 (1) | 5.6 (2) | 5.8 (2) | 6.3 (2) | 6.8 (2) | 15/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 206 (84) | 416 (201) | 863 (480) | 1345 (633) | 3684 (1823) | ∞ | ∞2e6 | 0/15 |
| CMA-ES-python-Baudis | 38 (3) | 44 (2) | 49 (2) | 51 (3) | 52 (2) | 54 (2) | 55 (2) | 15/15 |
| EG50-cocopf-Baudis | 2.0 (0.1) | 2.0 (0.2) | 2.0 (0.2) | 2.1 (0.3) | 2.3 (0.5) | 2.8 (0.3) | 2.9 (1) | 15/15 |
| L-BFGS-B-scipy-Baudis | 26 (12) | 70 (48) | 159 (136) | 1099 (533) | ∞ | ∞ | ∞2e6 | 0/15 |
| Nelder-Mead-scipy-Baudis | 7.5e4 (1e5) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| Powell-scipy-Baudis | 1.2 (0.0)★2 | 1.2 (0.0)★4 | 1.2 (0.0)★4 | 1.2 (0.0)★3 | 1.4 (0.4)★2 | 1.9 (0.0)★4 | 1.9 (0.0)★4 | 15/15 |
| SLSQP-scipy-Baudis | 3.2 (0.7) | 3.8 (0.4) | 4.1 (2) | 4.3 (0.6) | 4.4 (0.7) | 4.8 (0.7) | 1137 (1084) | 0/15 |
| UNIF-cocopf-Baudis | 1.8 (0.1) | 1.9 (0.0) | 2.0 (0.4) | 2.1 (0.6) | 2.3 (0.6) | 3.1 (0.1) | 3.2 (0.1) | 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| CG-Fletcher-Reeves-scipy-Baudis | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| CMA-ES-python-Baudis | 1821 (1483) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| EG50-cocopf-Baudis | 12 (25) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| L-BFGS-B-scipy-Baudis | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| Nelder-Mead-scipy-Baudis | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| Powell-scipy-Baudis | 11 (14) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| SLSQP-scipy-Baudis | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| UNIF-cocopf-Baudis | 19 (14) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| CG-Fletcher-Reeves-scipy-Baudis | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| CMA-ES-python-Baudis | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| EG50-cocopf-Baudis | 11 (11) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| L-BFGS-B-scipy-Baudis | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| Nelder-Mead-scipy-Baudis | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| Powell-scipy-Baudis | 14 (17) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| SLSQP-scipy-Baudis | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| UNIF-cocopf-Baudis | 16 (12) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 1.5 (0.3) | 2.4 (0.6) | 2.5 (0.4) | 2.5 (0.3) | 2.5 (0.3) | 2.5 (0.7) | 2.5 (0.3) | 15/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 2.2 (0.5) | 2.9 (0.6) | 3.1 (0.7) | 3.1 (0.8) | 3.1 (0.8) | 3.1 (0.8) | 3.1 (0.7) | 15/15 |
| CMA-ES-python-Baudis | 22 (4) | 37 (5) | 42 (8) | 42 (9) | 43 (8) | 43 (11) | 43 (12) | 15/15 |
| EG50-cocopf-Baudis | 7.4 (0.1) | 7.4 (0.1) | 7.4 (0.1) | 7.4 (0.1) | 7.4 (0.1) | 7.4 (0.2) | 7.4 (0.1) | 15/15 |
| L-BFGS-B-scipy-Baudis | 2.2 (0.3) | 3.0 (0.3) | 3.2 (0.8) | 3.2 (0.3) | 3.2 (0.3) | 3.2 (0.6) | 3.2 (0.3) | 15/15 |
| Nelder-Mead-scipy-Baudis | 257 (375) | 355 (451) | 359 (344) | 359 (522) | 359 (140) | 359 (522) | 359 (448) | 15/15 |
| Powell-scipy-Baudis | 6.9 (0.2) | 6.9 (0.1) | 6.9 (0.1) | 6.9 (0.1) | 6.9 (0.1) | 6.9 (0.1) | 6.9 (0.1) | 15/15 |
| SLSQP-scipy-Baudis | 2.1 (0.3) | 4.1 (2) | 14 (31) | 19 (8) | 19 (26) | 19 (31) | 19 (31) | 15/15 |
| UNIF-cocopf-Baudis | 7.4 (0.2) | 7.4 (0.1) | 7.4 (0.2) | 7.4 (0.2) | 7.4 (0.2) | 7.4 (0.1) | 7.4 (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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 6.3 (2) | 5.0 (0.9) | 5.2 (1) | 5.2 (1) | 5.9 (3) | 11 (7) | 22 (15) | 4/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 4.3 (1) | 4.2 (0.8) | 4.5 (1) | 4.9 (2) | 4.8 (1) | 5.7 (2) | 7.1 (4) | 13/15 |
| CMA-ES-python-Baudis | 1.8 (0.3) | 1.5 (0.3) | 1.4 (0.2)★ | 1.4 (0.2)★2 | 1.4 (0.2)★2 | 1.4 (0.1)★4 | 1.4 (0.1)★4 | 15/15 |
| EG50-cocopf-Baudis | 21 (10) | 25 (21) | 28 (19) | 26 (20) | 25 (17) | 25 (10) | 24 (4) | 15/15 |
| L-BFGS-B-scipy-Baudis | 3.1 (1) | 3.1 (0.5) | 3.0 (0.3) | 3.1 (0.3) | 4.7 (2) | 840 (674) | ∞2e6 | 0/15 |
| Nelder-Mead-scipy-Baudis | 109 (55) | 560 (506) | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| Powell-scipy-Baudis | 25 (19) | 23 (19) | 604 (609) | 6821 (5288) | ∞ | ∞ | ∞2e6 | 0/15 |
| SLSQP-scipy-Baudis | 1.7 (0.6) | 2.1 (1) | 4.9 (4) | 30 (34) | 120 (89) | ∞ | ∞2e6 | 0/15 |
| UNIF-cocopf-Baudis | 18 (9) | 19 (11) | 20 (8) | 23 (5) | 30 (8) | 42 (10) | 53 (53) | 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| CG-Fletcher-Reeves-scipy-Baudis | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| CMA-ES-python-Baudis | 1.4 (0.9)★4 | 117 (147)★3 | 978 (1210)★3 | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| EG50-cocopf-Baudis | 78 (64) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| L-BFGS-B-scipy-Baudis | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| Nelder-Mead-scipy-Baudis | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| Powell-scipy-Baudis | 62 (30) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| SLSQP-scipy-Baudis | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| UNIF-cocopf-Baudis | 153 (82) | 6696 (5502) | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 1.2 (0.3) | 1.8 (2) | 1.8 (2) | 1.7 (2) | 1.7 (3) | 1.7 (2) | 1.6 (1) | 15/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 1.6 (0.7) | 27 (92) | 26 (44) | 26 (93) | 26 (46) | 25 (88) | 25 (0.4) | 15/15 |
| CMA-ES-python-Baudis | 4.1 (0.7) | 4.5 (0.2) | 4.9 (0.3) | 5.0 (0.4) | 5.1 (0.4) | 5.1 (0.4) | 5.2 (0.3) | 15/15 |
| EG50-cocopf-Baudis | 2.5 (1) | 3.5 (5) | 4.9 (4) | 6.5 (5) | 8.9 (6) | 10 (3) | 10 (3) | 15/15 |
| L-BFGS-B-scipy-Baudis | 0.58 (0.2) | 4.9 (11) | 4.8 (10) | 4.7 (10) | 4.6 (5) | 4.5 (5) | 5.6 (9) | 13/15 |
| Nelder-Mead-scipy-Baudis | 42 (61) | 172 (306) | 447 (241) | 823 (1658) | 6842 (9718) | ∞ | ∞2e6 | 0/15 |
| Powell-scipy-Baudis | 1.8 (2) | 4.1 (5) | 6.9 (6) | 58 (59) | 1058 (1596) | ∞ | ∞2e6 | 0/15 |
| SLSQP-scipy-Baudis | 0.68 (0.3) | 22 (49) | 21 (16) | 20 (80) | 20 (25) | 19 (10) | 19 (46) | 15/15 |
| UNIF-cocopf-Baudis | 4.4 (3) | 5.0 (4) | 6.2 (3) | 7.7 (2) | 9.2 (2) | 9.1 (1) | 11 (2) | 13/15 |
| 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 1.6 (0.6) | 2.0 (2) | 1.9 (2) | 1.9 (0.3) | 1.9 (2) | 1.8 (2) | 1.8 (2) | 15/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 2.0 (0.7) | 20 (41) | 20 (68) | 19 (9) | 19 (57) | 19 (36) | 19 (60) | 15/15 |
| CMA-ES-python-Baudis | 5.3 (2) | 6.4 (1.0) | 6.8 (3) | 6.9 (3) | 6.9 (2) | 6.9 (2) | 6.9 (0.6) | 15/15 |
| EG50-cocopf-Baudis | 5.3 (3) | 7.7 (8) | 8.9 (6) | 11 (6) | 12 (5) | 14 (6) | 15 (3) | 15/15 |
| L-BFGS-B-scipy-Baudis | 0.85 (0.2) | 4.7 (0.1) | 4.5 (13) | 4.4 (13) | 4.3 (13) | 4.2 (12) | 4.1 (12) | 15/15 |
| Nelder-Mead-scipy-Baudis | 245 (91) | 4478 (1992) | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| Powell-scipy-Baudis | 5.8 (4) | 12 (2) | 14 (22) | 18 (22) | 52 (65) | ∞ | ∞2e6 | 0/15 |
| SLSQP-scipy-Baudis | 1.0 (0.3) | 3.3 (16) | 3.2 (8) | 3.2 (0.1) | 3.1 (0.7) | 3.0 (0.7) | 3.2 (0.3) | 15/15 |
| UNIF-cocopf-Baudis | 7.6 (2) | 8.8 (1) | 9.4 (3) | 10 (3) | 10 (3) | 10 (2) | 11 (3) | 14/15 |
| 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 0.21 (0.0) | 0.19 (0.0) | 0.17 (0.0) | 0.14 (0.1) | 0.13 (0.0) | 0.18 (0.1) | 25 (57) | 0/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 12 (5) | 26 (12) | 46 (13) | 72 (81) | 946 (1202) | ∞ | ∞2e6 | 0/15 |
| CMA-ES-python-Baudis | 1.8 (0.3) | 2.0 (0.2) | 1.7 (0.1) | 1.4 (0.1) | 1.4 (0.1) | 1.2 (0.0) | 1.2 (0.1)★2 | 15/15 |
| EG50-cocopf-Baudis | 10 (2) | 8.6 (3) | 7.0 (1) | 5.5 (1) | 5.0 (0.7) | 4.5 (0.9) | 61 (35) | 15/15 |
| L-BFGS-B-scipy-Baudis | 2.7 (0.3) | 4.9 (1.0) | 9.1 (4) | 186 (320) | ∞ | ∞ | ∞2e6 | 0/15 |
| Nelder-Mead-scipy-Baudis | 3831 (3710) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| Powell-scipy-Baudis | 122 (82) | 1680 (981) | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| SLSQP-scipy-Baudis | 0.16 (0.0)★ | 0.15 (0.0) | 0.13 (0.0) | 0.11 (0.0) | 0.11 (0.0) | 0.12 (0.1) | ∞2e6 | 0/15 |
| UNIF-cocopf-Baudis | 2.3 (0.6) | 2.2 (0.5) | 1.9 (0.4) | 1.6 (0.2) | 1.6 (0.3) | 1.6 (0.6) | 62 (21) | 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 0.28 (0.1) | 0.17 (0.1) | 0.07 (0.0) | 0.06 (0.0) | 0.07 (0.0) | 0.25 (0.2) | 13 (11) | 7/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 2.1 (0.9) | 1.6 (0.6) | 1.0 (0.5) | 0.96 (0.3) | 1.5 (1) | 26 (42) | ∞2e6 | 0/15 |
| CMA-ES-python-Baudis | 10 (0.6) | 5.5 (0.2) | 2.1 (0.1) | 1.6 (0.1) | 1.5 (0.0) | 1.3 (0.0) | 1.1 (0.0)★2 | 15/15 |
| EG50-cocopf-Baudis | 8.5 (7) | 4.1 (2) | 1.6 (2) | 1.2 (1) | 1.2 (1) | 1.8 (1) | 52 (31) | 15/15 |
| L-BFGS-B-scipy-Baudis | 0.80 (0.3) | 0.56 (0.2) | 0.30 (0.1) | 0.33 (0.2) | 0.94 (0.7) | 248 (315) | ∞2e6 | 0/15 |
| Nelder-Mead-scipy-Baudis | 75 (41) | 222 (155) | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| Powell-scipy-Baudis | 579 (101) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| SLSQP-scipy-Baudis | 0.38 (0.6) | 0.26 (0.2) | 0.11 (0.1) | 0.09 (0.1) | 0.09 (0.1) | 0.14 (0.1) | 968 (1143) | 0/15 |
| UNIF-cocopf-Baudis | 3.9 (0.8) | 2.6 (0.7) | 1.1 (0.4) | 0.96 (0.3) | 0.98 (0.6) | 1.5 (0.8) | 54 (38) | 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| CG-Fletcher-Reeves-scipy-Baudis | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| CMA-ES-python-Baudis | 2.4 (0.1) | 3.4 (2) | 3.8 (3) | 4.2 (2) | 4.0 (1) | 1.8 (0.4) | 1.9 (0.6)★2 | 15/15 |
| EG50-cocopf-Baudis | 24 (45) | 24 (30) | 31 (39) | 41 (29) | 40 (29) | 27 (12) | ∞2e6 | 0/15 |
| L-BFGS-B-scipy-Baudis | 1.1 (0.8) | 1.3 (0.4) | 1.3 (0.4) | 1.2 (0.4) | 1.0 (0.2) | 0.60 (0.3) | 64 (73) | 5/15 |
| Nelder-Mead-scipy-Baudis | 555 (365) | 634 (674) | 879 (351) | 2032 (2969) | 6889 (8333) | ∞ | ∞2e6 | 0/15 |
| Powell-scipy-Baudis | 22 (40) | 18 (21) | 19 (20) | 19 (15) | 23 (25) | 96 (128) | ∞2e6 | 0/15 |
| SLSQP-scipy-Baudis | 2.2 (3) | 1.6 (1) | 1.4 (1) | 1.3 (1.0) | 1.2 (0.6) | 0.81 (0.5) | 463 (463) | 0/15 |
| UNIF-cocopf-Baudis | 68 (109) | 90 (175) | 126 (82) | 145 (82) | 168 (88) | 122 (71) | ∞2e6 | 0/15 |
| 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 1.5 (0.1) | 0.67 (0.0) | 0.62 (0.0) | 0.59 (9e-3) | 103 (213) | 1145 (1574) | ∞2e6 | 0/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 5.5 (6) | 6.5 (7) | 6.8 (6) | 8.5 (6) | 3.2 (2) | 46 (38) | ∞2e6 | 0/15 |
| CMA-ES-python-Baudis | 6.2 (6) | 5.2 (3) | 7.5 (3) | 7.4 (8) | 2.0 (2) | 4.8 (3)★2 | 11 (10)★4 | 14/15 |
| EG50-cocopf-Baudis | 12 (20) | 9.4 (9) | 10 (6) | 10 (5) | 13 (19) | 106 (211) | 965 (894) | 0/15 |
| L-BFGS-B-scipy-Baudis | 6.9 (7) | 7.7 (11) | 13 (10) | 25 (54) | 6.9 (11) | 122 (207) | ∞2e6 | 0/15 |
| Nelder-Mead-scipy-Baudis | 137 (62) | 240 (290) | 807 (1410) | 3994 (2851) | ∞ | ∞ | ∞2e6 | 0/15 |
| Powell-scipy-Baudis | 24 (23) | 23 (17) | 24 (12) | 147 (443) | 706 (800) | ∞ | ∞2e6 | 0/15 |
| SLSQP-scipy-Baudis | 1.2 (0.0) | 0.56 (0.0) | 0.55 (0.0)★ | 0.51 (0.0)★2 | 34 (80) | ∞ | ∞2e6 | 0/15 |
| UNIF-cocopf-Baudis | 6.0 (3) | 5.9 (4) | 7.4 (4) | 8.1 (2) | 11 (14) | 259 (379) | ∞2e6 | 0/15 |
| 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 1.6 (0.5) | 0.91 (0.2) | 1.1 (0.3) | 1.2 (0.3) | 0.79 (0.1) | 0.73 (0.0) | ∞2e6 | 0/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 1.7 (0.4) | 0.99 (0.3) | 1.2 (0.2) | 1.6 (0.1) | 2.3 (0.6) | 20 (15) | ∞2e6 | 0/15 |
| CMA-ES-python-Baudis | 5.0 (1) | 3.3 (0.4) | 4.2 (0.4) | 5.0 (0.7) | 4.6 (0.5) | 7.0 (0.7) | 1.3 (0.1)★4 | 15/15 |
| EG50-cocopf-Baudis | 7.2 (1) | 3.2 (0.9) | 3.4 (0.9) | 11 (10) | 11 (9) | 12 (11) | 33 (5) | 15/15 |
| L-BFGS-B-scipy-Baudis | 1.8 (0.2) | 0.96 (0.1) | 1.1 (0.2) | 1.2 (0.1) | 0.97 (0.1) | 1463 (1393) | ∞2e6 | 0/15 |
| Nelder-Mead-scipy-Baudis | 64 (35) | 62 (26) | 78 (29) | 115 (192) | 1068 (2089) | ∞ | ∞2e6 | 0/15 |
| Powell-scipy-Baudis | 4.9 (1) | 2.7 (0.4) | 2.9 (0.5) | 42 (57) | ∞ | ∞ | ∞2e6 | 0/15 |
| SLSQP-scipy-Baudis | 1.1 (0.2) | 0.69 (0.1)★ | 0.85 (0.2)★ | 0.91 (0.1)★3 | 0.61 (0.1)★3 | 0.70 (0.4) | ∞2e6 | 0/15 |
| UNIF-cocopf-Baudis | 8.6 (2) | 4.5 (0.7) | 4.7 (0.9) | 10 (4) | 8.9 (1) | 8.0 (1.0) | 72 (7) | 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 206 (398) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| CG-Fletcher-Reeves-scipy-Baudis | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| CMA-ES-python-Baudis | 108 (107) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| EG50-cocopf-Baudis | 944 (938) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| L-BFGS-B-scipy-Baudis | 928 (576) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| Nelder-Mead-scipy-Baudis | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| Powell-scipy-Baudis | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| SLSQP-scipy-Baudis | 218 (276) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| UNIF-cocopf-Baudis | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| CG-Fletcher-Reeves-scipy-Baudis | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| CMA-ES-python-Baudis | 1.7 (0.6)★4 | 1.1 (1)★4 | 48 (192)★2 | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| EG50-cocopf-Baudis | 42 (42) | 77 (71) | 370 (156) | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| L-BFGS-B-scipy-Baudis | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| Nelder-Mead-scipy-Baudis | 170 (170) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| Powell-scipy-Baudis | 40 (75) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| SLSQP-scipy-Baudis | 4898 (5251) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| UNIF-cocopf-Baudis | 41 (69) | 309 (278) | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 184 (157) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 4150 (9662) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| CMA-ES-python-Baudis | 2.9 (1)★ | 1.3 (0.4)★4 | 1.6 (0.9)★3 | 4.7 (5)★ | 26 (26)★3 | ∞ | ∞2e6 | 0/15 |
| EG50-cocopf-Baudis | 55 (52) | 23 (16) | 24 (25) | 38 (60) | 478 (927) | ∞ | ∞2e6 | 0/15 |
| L-BFGS-B-scipy-Baudis | 301 (266) | 1.4e4 (1e4) | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| Nelder-Mead-scipy-Baudis | 5741 (3938) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| Powell-scipy-Baudis | 821 (1657) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| SLSQP-scipy-Baudis | 111 (231) | 2.8e4 (3e4) | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| UNIF-cocopf-Baudis | 52 (39) | 71 (11) | 181 (212) | 290 (408) | ∞ | ∞ | ∞2e6 | 0/15 |
| 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 1313 (1680) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| CG-Fletcher-Reeves-scipy-Baudis | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| CMA-ES-python-Baudis | 1.3 (0.3)★4 | 1.0 (0.2)★3 | 7.8 (8)★ | 469 (864)★3 | ∞ | ∞ | ∞2e6 | 0/15 |
| EG50-cocopf-Baudis | 35 (14) | 25 (21) | 53 (55) | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| L-BFGS-B-scipy-Baudis | 759 (345) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| Nelder-Mead-scipy-Baudis | 4.6e4 (1e5) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| Powell-scipy-Baudis | 8397 (6662) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| SLSQP-scipy-Baudis | 336 (326) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| UNIF-cocopf-Baudis | 63 (10) | 59 (94) | 323 (577) | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 7.1e4 (6e4) | 2.8e7 (4e7) | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 1.1e5 (3e4) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| CMA-ES-python-Baudis | 294 (107)★4 | 7.7e4 (1e5)★3 | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| EG50-cocopf-Baudis | 4.2e4 (3e4) | 1.1e6 (5e5) | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| L-BFGS-B-scipy-Baudis | 4.5e5 (4e5) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| Nelder-Mead-scipy-Baudis | 4.3e5 (2e5) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| Powell-scipy-Baudis | 1.1e5 (1e5) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| SLSQP-scipy-Baudis | 3.5e4 (2e4) | 7.6e5 (7e5) | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| UNIF-cocopf-Baudis | 2.0e4 (1e4) | 3.4e6 (4e6) | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 13 (4) | 14 (11) | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 1.9 (0.3) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| CMA-ES-python-Baudis | 6.3 (1) | 198 (282) | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| EG50-cocopf-Baudis | 10 (2) | 0.52 (0.4) | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| L-BFGS-B-scipy-Baudis | 1.6 (0.3) | 30 (20) | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| Nelder-Mead-scipy-Baudis | 103 (23) | 196 (147) | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| Powell-scipy-Baudis | 10 (1) | 0.27 (0.4) | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| SLSQP-scipy-Baudis | 2.1 (0.7) | 308 (229) | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| UNIF-cocopf-Baudis | 15 (2) | 0.70 (0.8) | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 120 (161) | 116 (115) | 113 (139) | 111 (164) | 109 (139) | 102 (88) | 157 (207) | 0/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 100 (273) | 244 (476) | 227 (260) | 223 (236) | 218 (197) | 206 (130) | 1694 (1791) | 0/15 |
| CMA-ES-python-Baudis | 10 (17) | 7.6 (9) | 6.9 (16) | 6.8 (11) | 6.6 (5) | 6.3 (3) | 5.6 (8)★2 | 15/15 |
| EG50-cocopf-Baudis | 30 (45) | 86 (91) | 71 (41) | 70 (52) | 69 (128) | 100 (207) | 201 (377) | 4/15 |
| L-BFGS-B-scipy-Baudis | 43 (130) | 129 (105) | 91 (46) | 89 (83) | 87 (63) | 82 (93) | 78 (32) | 2/15 |
| Nelder-Mead-scipy-Baudis | 1004 (1299) | 1264 (2369) | 2037 (2694) | 2007 (1816) | 1963 (2015) | 1848 (1702) | 1637 (1279) | 1/15 |
| Powell-scipy-Baudis | 168 (141) | 232 (360) | 187 (206) | 184 (195) | 180 (108) | 583 (402) | ∞2e6 | 0/15 |
| SLSQP-scipy-Baudis | 65 (87) | 73 (89) | 74 (87) | 73 (58) | 72 (58) | 67 (91) | ∞2e6 | 0/15 |
| UNIF-cocopf-Baudis | 8.0 (2) | 114 (199) | 83 (87) | 82 (69) | 80 (87) | 92 (137) | 524 (486) | 3/15 |
| 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 34 (59) | 109 (120) | 1261 (1256) | 1226 (683) | 1188 (1844) | 1104 (1211) | ∞2e6 | 0/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 181 (323) | 126 (156) | 367 (432) | 357 (448) | 345 (344) | 321 (468) | ∞2e6 | 0/15 |
| CMA-ES-python-Baudis | 23 (44) | 37 (7) | 393 (447) | 382 (468) | 370 (224) | 344 (238) | 68 (142) | 3/15 |
| EG50-cocopf-Baudis | 103 (756) | 63 (62) | 275 (414) | 389 (545) | 1189 (681) | ∞ | ∞2e6 | 0/15 |
| L-BFGS-B-scipy-Baudis | 19 (13) | 32 (46) | 192 (151) | 186 (132) | 181 (299) | 168 (143) | ∞2e6 | 0/15 |
| Nelder-Mead-scipy-Baudis | 1542 (1551) | 1149 (2151) | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| Powell-scipy-Baudis | 138 (139) | 121 (247) | 152 (255) | 149 (149) | 538 (469) | ∞ | ∞2e6 | 0/15 |
| SLSQP-scipy-Baudis | 88 (72) | 51 (44) | 201 (328) | 196 (220) | 189 (201) | 177 (138) | ∞2e6 | 0/15 |
| UNIF-cocopf-Baudis | 3.0 (0.8) | 43 (114) | 133 (83) | 152 (273) | 192 (251) | 492 (469) | ∞2e6 | 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | 428 (1468) | 8773 (2e4) | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| CG-Fletcher-Reeves-scipy-Baudis | 166 (180) | 1.8e4 (2e4) | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| CMA-ES-python-Baudis | 3.4 (2) | 24 (20) | 4.7 (3)★3 | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| EG50-cocopf-Baudis | 3.5 (4) | 36 (50) | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| L-BFGS-B-scipy-Baudis | 44 (48) | 369 (282) | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| Nelder-Mead-scipy-Baudis | 3.2 (6) | 3.9 (11) | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| Powell-scipy-Baudis | 1.6 (2) | 109 (113) | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| SLSQP-scipy-Baudis | 10 (10) | 2.4 (3) | 420 (571) | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| UNIF-cocopf-Baudis | 3.2 (3) | 47 (71) | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| 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 |
|---|---|---|---|---|---|---|---|---|
| BFGS-scipy-Baudis | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| CG-Fletcher-Reeves-scipy-Baudis | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| CMA-ES-python-Baudis | 22 (21) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| EG50-cocopf-Baudis | 22 (22) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| L-BFGS-B-scipy-Baudis | 21 (56) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| Nelder-Mead-scipy-Baudis | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| Powell-scipy-Baudis | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| SLSQP-scipy-Baudis | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| UNIF-cocopf-Baudis | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
Previous dimension | Dimension = 40 | First dimension
Average runtime (aRT in number of function evaluations) divided by the respective best aRT measured during BBOB-2009 in different dimensions. The aRT and in braces, as dispersion measure, the half difference between 10 and 90%-tile of bootstrapped run lengths appear for each algorithm and target, the corresponding reference aRT in the first row. The different target ∆f-values are shown in the top row. #succ is the number of trials that reached the (final) target fopt+ 10−8. The median number of conducted function evaluations is additionally given in italics, if the target in the last column was never reached. Entries, succeeded by a star, are statistically significantly better (according to the rank-sum test) when compared to all other algorithms of the table, with p = 0.05 or p = 10−k when the number k following the star is larger than 1, with Bonferroni correction by the number of functions (24). A ↓ indicates the same tested against the best algorithm from BBOB 2009. Best results are printed in bold.