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Table showing the aRT in number of function evaluations divided by the best aRT measured during BBOB-2009

Last dimension | Dimension = 2 | Next dimension

Δ fopt
f101, 2-D
1e1
2.0
1e0
8.0
1e-1
10
1e-2
11
1e-3
14
1e-5
20
1e-7
23
#succ
15/15
1komma2 brockhoff noisy 3.4 (4)2.5 (2)4.2 (4)6.7 (6)8.3 (2)10 (2)12 (4)15/15
1komma2mir brockhoff noisy 3.4 (2)2.4 (2)4.8 (3)7.5 (4)8.5 (4)10 (6)12 (6)15/15
1komma2mirser brockhoff noisy 2.2 (2)1.4 (2)4.3 (4)7.1 (3)7.4 (4)8.7 (4)11 (3)15/15
1komma2ser brockhoff noisy 4.1 (4)3.2 (1)6.5 (8)8.6 (3)14 (5)14 (3)15 (3)15/15
1komma4 brockhoff noisy 4.5 (6)2.5 (1)5.0 (3)7.0 (5)7.2 (2)7.7 (1)9.0 (3)15/15
1komma4mir brockhoff noisy 2.9 (2)1.7 (1)3.3 (3)5.4 (3)6.4 (3)7.1 (1)8.2 (1)15/15
1komma4mirser brockhoff noisy 2.9 (2)1.6 (1)2.9 (2)4.1 (1)4.9 (1)5.1 (2)6.1 (0.5)15/15
1komma4ser brockhoff noisy 4.1 (5)2.5 (1)3.3 (2)5.3 (2)5.7 (2)5.9 (1)7.2 (0.9)15/15
AVGNEWUOA ros noisy 2.9 (2)1.7 (0.6)2.1 (0.9)2.4 (0.9)2.1 (1)1.7 (1)1.6 (0.2)15/15
CMAEGS finck noisy 13 (10)9.3 (3)13 (17)19 (5)41 (5)90 (178)2466 (7258)12/15
IPOP-ACTCMA-ES ros noisy 4.7 (6)2.5 (3)3.8 (3)7.8 (2)8.3 (3)10 (2)11 (1)15/15
IPOP-CMA-ES ros noisy 3.2 (2)3.2 (3)5.8 (3)7.6 (3)8.7 (1)11 (2)12 (2)15/15
MOS torre noisy 2.1 (2)3.1 (3)10 (10)23 (16)30 (9)37 (10)45 (8)15/15
NEWUOA ros noisy 2.2 (2)1.8 (0.8)2.1 (0.8)2.4 (1)2.6 (2)2.0 (3)1.9 (2)15/15
RCGA tran noisy 2.1 (3)3.2 (3)32 (31)63 (41)68 (21)108 (127)189 (136)15/15
SPSA finck noisy 155 (99)159 (121)282 (260)918 (1237)783 (1585)616 (696)632 (381)15/15

Δ fopt
f102, 2-D
1e1
2.0
1e0
7.0
1e-1
11
1e-2
17
1e-3
19
1e-5
25
1e-7
31
#succ
15/15
1komma2 brockhoff noisy 5.0 (16)3.2 (2)5.1 (6)5.6 (5)6.7 (5)9.3 (4)10 (3)15/15
1komma2mir brockhoff noisy 3.0 (2)2.7 (1)3.1 (1)4.6 (3)6.7 (2)7.6 (3)8.8 (2)15/15
1komma2mirser brockhoff noisy 2.9 (3)2.2 (2)4.0 (1)5.0 (2)6.3 (2)7.9 (2)8.7 (1)15/15
1komma2ser brockhoff noisy 2.8 (1)2.9 (3)3.9 (3)4.9 (3)7.6 (5)10 (8)12 (7)15/15
1komma4 brockhoff noisy 3.6 (1)2.7 (2)3.8 (2)4.0 (2)5.1 (2)5.5 (1)6.6 (0.9)15/15
1komma4mir brockhoff noisy 3.6 (3)2.3 (1)3.1 (1)4.1 (2)4.8 (1)6.0 (1)6.6 (0.8)15/15
1komma4mirser brockhoff noisy 2.8 (1)2.5 (3)2.5 (1)2.9 (1)3.7 (0.7)4.3 (1.0)4.7 (0.7)15/15
1komma4ser brockhoff noisy 3.0 (3)2.3 (3)3.1 (1)3.0 (1)3.9 (1)4.5 (2)5.0 (2)15/15
AVGNEWUOA ros noisy 3.6 (0.6)2.1 (1)2.5 (0.9)4.3 (6)4.1 (6)3.4 (5)2.8 (4)15/15
CMAEGS finck noisy 14 (20)7.2 (7)38 (103)35 (25)47 (68)703 (900)3836 (6464)8/15
IPOP-ACTCMA-ES ros noisy 3.7 (3)3.5 (1)5.8 (2)5.7 (3)7.1 (2)8.2 (2)9.1 (1)15/15
IPOP-CMA-ES ros noisy 2.5 (4)3.5 (1)5.5 (2)5.1 (1)6.0 (2)7.9 (1)8.4 (2)15/15
MOS torre noisy 2.1 (1)4.3 (6)10 (3)17 (8)25 (10)32 (6)34 (8)15/15
NEWUOA ros noisy 6.4 (2)11 (12)9.1 (15)6.8 (7)6.6 (6)5.2 (9)4.4 (3)15/15
RCGA tran noisy 1.8 (0.6)3.4 (2)23 (31)46 (56)57 (82)103 (103)146 (71)15/15
SPSA finck noisy 25 (44)241 (1349)259 (861)249 (243)255 (410)868 (257)4092 (6620)6/15

Δ fopt
f103, 2-D
1e1
2.0
1e0
8.0
1e-1
9.0
1e-2
9.0
1e-3
9.0
1e-5
10
1e-7
14
#succ
15/15
1komma2 brockhoff noisy 3.1 (5)3.3 (3)5.5 (3)10 (6)14 (4)22 (6)22 (8)15/15
1komma2mir brockhoff noisy 2.7 (2)1.8 (2)4.1 (3)8.3 (3)13 (4)19 (4)20 (5)15/15
1komma2mirser brockhoff noisy 2.3 (2)2.0 (3)4.4 (3)8.4 (5)12 (2)19 (6)19 (4)15/15
1komma2ser brockhoff noisy 2.7 (3)3.1 (3)7.6 (6)10 (6)14 (5)20 (10)22 (10)15/15
1komma4 brockhoff noisy 3.6 (2)2.1 (2)4.6 (3)6.7 (4)10 (3)15 (4)16 (2)15/15
1komma4mir brockhoff noisy 2.5 (1)1.5 (1)3.7 (1)6.5 (3)10 (3)14 (3)14 (3)15/15
1komma4mirser brockhoff noisy 2.1 (3)1.6 (1)2.7 (2)5.0 (2)7.3 (1)10 (2)11 (3)15/15
1komma4ser brockhoff noisy 3.9 (5)2.2 (2)3.6 (2)5.6 (3)8.4 (1)12 (4)12 (2)15/15
AVGNEWUOA ros noisy 2.8 (1)1.8 (1)2.2 (0.9)3.1 (3)4.3 (5)7.0 (5)6.7 (4)15/15
CMAEGS finck noisy 17 (10)6.8 (2)12 (5)20 (12)36 (22)80 (49)183 (34)14/15
IPOP-ACTCMA-ES ros noisy 2.9 (3)2.4 (2)4.6 (3)8.6 (1)12 (6)20 (4)20 (3)15/15
IPOP-CMA-ES ros noisy 3.6 (8)3.2 (1)5.9 (4)8.9 (4)14 (4)22 (3)22 (3)15/15
MOS torre noisy 2.2 (3)2.5 (3)14 (6)32 (14)54 (19)82 (37)91 (38)15/15
NEWUOA ros noisy 2.9 (2)1.6 (1)2.2 (1)3.2 (0.9)4.4 (6)6.2 (2)7.6 (9)15/15
RCGA tran noisy 1.4 (1)3.8 (4)23 (34)54 (38)115 (106)262 (251)409 (59)15/15
SPSA finck noisy 332 (329)192 (212)267 (255)392 (185)1536 (1282)1.1e4 (3e4)1.2e4 (1e4)6/15

Δ fopt
f104, 2-D
1e1
5.0
1e0
15
1e-1
194
1e-2
240
1e-3
248
1e-5
256
1e-7
263
#succ
15/15
1komma2 brockhoff noisy 8.1 (7)27 (51)9.3 (5)16 (27)19 (29)20 (15)29 (34)13/15
1komma2mir brockhoff noisy 6.3 (4)21 (29)4.9 (2)8.6 (9)10 (10)10 (7)11 (9)15/15
1komma2mirser brockhoff noisy 5.2 (5)14 (36)4.4 (3)8.5 (10)11 (5)12 (17)13 (20)15/15
1komma2ser brockhoff noisy 10 (16)36 (75)11 (15)22 (25)29 (33)58 (55)74 (97)10/15
1komma4 brockhoff noisy 7.2 (4)12 (9)2.8 (4)2.8 (3)3.0 (3)3.3 (3)3.4 (4)15/15
1komma4mir brockhoff noisy 6.1 (7)17 (57)2.3 (5)2.5 (4)2.6 (4)2.9 (3)3.0 (4)15/15
1komma4mirser brockhoff noisy 3.2 (2)7.3 (19)1.7 (3)1.8 (2)2.0 (2)2.1 (1)2.3 (2)15/15
1komma4ser brockhoff noisy 3.9 (4)11 (29)2.9 (6)3.8 (2)3.9 (6)4.0 (3)4.1 (2)15/15
AVGNEWUOA ros noisy 4.6 (13)7.5 (7)1.2 (2)3.5 (2)5.3 (9)6.8 (7)8.7 (12)15/15
CMAEGS finck noisy 22 (31)18 (9)26 (71)72 (23)199 (38)304 (30)392 (206)9/15
IPOP-ACTCMA-ES ros noisy 3.8 (3)5.6 (4)1.2 (1.0)1.8 (1)2.1 (0.4)2.4 (1.0)2.7 (0.5)15/15
IPOP-CMA-ES ros noisy 5.5 (4)14 (16)2.7 (2)3.2 (4)3.9 (2)4.4 (1)4.6 (0.5)15/15
MOS torre noisy 7.1 (8)11 (12)3.1 (2)4.3 (2)5.1 (2)6.5 (2)7.5 (2)15/15
NEWUOA ros noisy 6.9 (6)13 (11)3.4 (2)6.5 (7)10 (10)12 (3)13 (12)15/15
RCGA tran noisy 8.3 (8)18 (12)34 (82)89 (79)245 (338)1706 (1074)1e50/15
SPSA finck noisy 907 (2496)1658 (4005)4313 (3063)2e50/15

Δ fopt
f105, 2-D
1e1
5.0
1e0
15
1e-1
357
1e-2
371
1e-3
381
1e-5
397
1e-7
410
#succ
15/15
1komma2 brockhoff noisy 7.9 (12)35 (30)9.2 (9)18 (18)32 (53)68 (49)66 (110)8/15
1komma2mir brockhoff noisy 13 (31)17 (20)2.3 (0.9)8.4 (9)17 (17)36 (23)38 (33)11/15
1komma2mirser brockhoff noisy 4.6 (4)8.1 (3)3.3 (4)13 (15)22 (24)41 (25)40 (65)10/15
1komma2ser brockhoff noisy 13 (3)35 (73)4.4 (6)16 (60)42 (69)121 (90)156 (390)4/15
1komma4 brockhoff noisy 6.1 (3)35 (62)2.9 (3)4.9 (6)6.4 (12)6.3 (7)6.3 (5)15/15
1komma4mir brockhoff noisy 4.4 (3)22 (55)1.8 (3)3.6 (6)4.0 (3)4.3 (7)4.4 (4)15/15
1komma4mirser brockhoff noisy 6.0 (3)17 (30)2.6 (4)4.5 (4)5.4 (3)6.8 (10)6.7 (8)15/15
1komma4ser brockhoff noisy 5.7 (4)24 (20)3.1 (4)6.2 (9)7.3 (8)7.8 (7)7.7 (4)15/15
AVGNEWUOA ros noisy 7.5 (9)13 (13)2.3 (2)8.6 (11)29 (37)195 (319)388 (337)1/15
CMAEGS finck noisy 20 (25)17 (30)41 (237)238 (500)958 (1232)3361 (5932)6910 (4278)1/15
IPOP-ACTCMA-ES ros noisy 7.1 (8)8.1 (7)1.0 (1)1.5 (0.7)1.9 (0.9)2.0 (0.3)2.2 (0.8)15/15
IPOP-CMA-ES ros noisy 6.0 (4)16 (6)2.3 (2)5.4 (4)5.7 (4)5.9 (4)6.1 (4)15/15
MOS torre noisy 6.7 (9)7.3 (10)1.6 (2)2.9 (2)3.4 (2)4.0 (2)4.7 (0.9)15/15
NEWUOA ros noisy 8.5 (17)16 (23)3.1 (4)6.3 (9)22 (10)41 (46)115 (245)1/15
RCGA tran noisy 8.7 (20)11 (9)13 (15)50 (47)165 (350)1152 (1448)1e50/15
SPSA finck noisy 346 (266)1486 (3539)1481 (1365)8012 (8896)2e50/15

Δ fopt
f106, 2-D
1e1
5.0
1e0
15
1e-1
139
1e-2
280
1e-3
352
1e-5
490
1e-7
650
#succ
15/15
1komma2 brockhoff noisy 31 (86)53 (55)13 (13)9.4 (7)8.4 (3)6.5 (5)5.1 (3)15/15
1komma2mir brockhoff noisy 7.4 (3)13 (30)4.8 (8)3.8 (3)3.8 (1)3.3 (2)2.7 (1)15/15
1komma2mirser brockhoff noisy 5.8 (10)4.0 (5)4.8 (4)3.1 (2)3.2 (0.9)2.6 (1)2.1 (0.8)15/15
1komma2ser brockhoff noisy 4.2 (4)85 (143)30 (20)21 (10)18 (14)18 (11)16 (13)13/15
1komma4 brockhoff noisy 6.6 (6)11 (18)2.7 (2)1.7 (1)1.6 (0.8)1.3 (0.9)1.1 (0.7)15/15
1komma4mir brockhoff noisy 4.5 (6)6.4 (5)2.0 (1)1.4 (0.5)1.3 (0.5)1.1 (0.2)0.97 (0.3)15/15
1komma4mirser brockhoff noisy 3.2 (4)2.9 (3)1.3 (1)1.1 (0.7)1.0 (0.4)0.91 (0.2)0.76 (0.3)15/15
1komma4ser brockhoff noisy 2.8 (2)10 (9)2.9 (3)1.8 (1)1.7 (0.8)1.3 (0.7)1.1 (0.4)15/15
AVGNEWUOA ros noisy 3.9 (3)4.6 (4)2.1 (0.8)2.1 (2)3.2 (5)4.3 (3)5.9 (7)13/15
CMAEGS finck noisy 104 (201)92 (108)15 (10)10 (11)8.7 (5)35 (2)30 (7)12/15
IPOP-ACTCMA-ES ros noisy 8.9 (4)7.8 (2)2.1 (3)1.7 (2)1.5 (1.0)1.4 (0.4)1.2 (0.8)15/15
IPOP-CMA-ES ros noisy 4.2 (4)9.3 (1)3.4 (5)2.6 (3)2.6 (2)2.3 (0.6)2.0 (0.6)15/15
MOS torre noisy 6.6 (8)13 (10)3.9 (3)3.6 (2)3.7 (3)3.6 (1)3.3 (2)15/15
NEWUOA ros noisy 2.8 (1)6.2 (3)2.0 (2)2.3 (4)3.2 (2)4.8 (5)5.7 (6)14/15
RCGA tran noisy 7.3 (8)12 (9)18 (39)103 (179)309 (505)658 (1059)2206 (1308)1/15
SPSA finck noisy 2823 (4990)6290 (5378)3396 (2776)1.0e4 (7857)2e50/15

Δ fopt
f107, 2-D
1e1
2.0
1e0
13
1e-1
28
1e-2
113
1e-3
158
1e-5
255
1e-7
421
#succ
15/15
1komma2 brockhoff noisy 27 (63)15 (17)10 (11)3.9 (6)5.1 (7)11 (14)13 (9)15/15
1komma2mir brockhoff noisy 3.9 (2)5.3 (10)4.0 (9)1.8 (1.0)1.6 (1)1.5 (0.6)1.6 (1)15/15
1komma2mirser brockhoff noisy 2.1 (1)2.2 (4)1.8 (1)1.4 (0.9)1.6 (2)1.6 (2)2.0 (1)15/15
1komma2ser brockhoff noisy 4.9 (8)2.5 (1)5.2 (4)6.0 (5)7.2 (14)7.7 (16)9.1 (13)13/15
1komma4 brockhoff noisy 10 (12)3.7 (4)7.6 (1)2.6 (7)2.2 (4)2.1 (1)1.8 (1)15/15
1komma4mir brockhoff noisy 6.5 (12)2.2 (2)4.4 (3)1.5 (0.4)1.3 (2)1.7 (0.2)1.4 (2)15/15
1komma4mirser brockhoff noisy 1.9 (1)1.8 (1)1.5 (0.7)0.66 (0.2)0.75 (0.3)1.4 (6)1.2 (2)15/15
1komma4ser brockhoff noisy 5.5 (6)11 (36)7.7 (19)2.4 (1)2.5 (4)2.0 (2)2.0 (2)15/15
AVGNEWUOA ros noisy 12 (2)32 (31)24 (39)13 (16)15 (21)45 (79)80 (203)4/15
CMAEGS finck noisy 18 (36)7.0 (20)11 (3)3.7 (0.7)25 (20)153 (262)303 (257)9/15
IPOP-ACTCMA-ES ros noisy 4.7 (2)2.7 (2)2.7 (2)1.3 (0.7)1.2 (0.3)1.1 (0.3)0.98 (0.2)15/15
IPOP-CMA-ES ros noisy 5.0 (10)2.0 (3)2.7 (2)1.3 (0.9)1.1 (0.6)1.1 (0.3)1.00 (0.3)15/15
MOS torre noisy 2.3 (3)2.0 (1)6.1 (3)4.6 (3)6.0 (3)5.7 (4)4.5 (3)15/15
NEWUOA ros noisy 23 (66)21 (78)30 (52)18 (5)20 (81)82 (148)83 (131)3/15
RCGA tran noisy 1.6 (3)2.0 (3)9.0 (8)8.7 (12)10 (8)13 (8)20 (16)15/15
SPSA finck noisy 434 (1037)1461 (4194)3759 (5636)4078 (3507)3895 (4873)2e50/15

Δ fopt
f108, 2-D
1e1
2.0
1e0
30
1e-1
202
1e-2
1425
1e-3
3422
1e-5
7369
1e-7
15979
#succ
15/15
1komma2 brockhoff noisy 16 (10)13 (24)5.6 (10)3.7 (3)14 (12)2e40/15
1komma2mir brockhoff noisy 27 (6)17 (38)8.9 (8)6.5 (7)41 (34)2e40/15
1komma2mirser brockhoff noisy 27 (77)7.8 (8)5.5 (7)10 (13)38 (54)2e40/15
1komma2ser brockhoff noisy 15 (2)12 (19)10 (18)8.9 (7)2e40/15
1komma4 brockhoff noisy 45 (71)12 (28)4.1 (6)2.1 (2)7.5 (5)38 (86)2e40/15
1komma4mir brockhoff noisy 78 (182)14 (23)5.8 (6)2.4 (2)4.7 (4)2e40/15
1komma4mirser brockhoff noisy 12 (38)14 (58)6.1 (10)5.7 (17)5.7 (6)2e40/15
1komma4ser brockhoff noisy 130 (246)26 (26)8.7 (11)3.8 (2)4.8 (3)40 (20)2e40/15
AVGNEWUOA ros noisy 79 (122)42 (25)20 (16)18 (19)16 (12)1e40/15
CMAEGS finck noisy 3642 (1380)311 (321)144 (109)67 (180)53 (75)188 (370)184 (204)0/15
IPOP-ACTCMA-ES ros noisy 5.1 (3)6.0 (7)3.6 (4)0.82 (0.7)0.68 (0.4)1.0 (0.3)0.79 (0.4)15/15
IPOP-CMA-ES ros noisy 3.3 (4)3.8 (10)1.6 (2)0.97 (0.9)0.93 (0.8)1.1 (0.4)0.76 (0.4)15/15
MOS torre noisy 2.2 (4)1.0 (1)2.3 (3)1.8 (1.0)1.6 (3)4.5 (5)3.7 (5)15/15
NEWUOA ros noisy 109 (75)56 (55)24 (13)22 (21)25 (64)1e40/15
RCGA tran noisy 2.1 (2)1.3 (1)12 (1)20 (31)21 (29)46 (30)1e50/15
SPSA finck noisy 184 (100)101 (170)101 (93)88 (63)2e50/15

Δ fopt
f109, 2-D
1e1
2.0
1e0
10
1e-1
13
1e-2
67
1e-3
68
1e-5
96
1e-7
96
#succ
15/15
1komma2 brockhoff noisy 2.2 (4)3.2 (2)4.4 (4)1.6 (1)4.3 (9)5.1 (5)9.3 (7)15/15
1komma2mir brockhoff noisy 2.3 (2)1.9 (1)2.7 (2)1.4 (0.6)2.3 (1)3.3 (0.7)5.4 (3)15/15
1komma2mirser brockhoff noisy 1.5 (2)1.3 (1)2.7 (1)1.1 (0.8)1.9 (0.9)2.3 (1)3.7 (1)15/15
1komma2ser brockhoff noisy 5.9 (10)3.5 (5)4.8 (4)6.4 (2)9.4 (8)8.2 (26)16 (36)15/15
1komma4 brockhoff noisy 3.9 (6)2.0 (2)2.9 (2)0.97 (0.3)1.8 (0.8)2.5 (0.7)3.7 (2)15/15
1komma4mir brockhoff noisy 4.6 (3)2.5 (1)3.9 (2)1.1 (0.5)1.9 (0.5)2.3 (0.7)3.5 (1)15/15
1komma4mirser brockhoff noisy 2.2 (1)1.8 (0.8)2.9 (2)0.97 (0.2)1.4 (0.6)1.8 (0.6)2.4 (0.6)15/15
1komma4ser brockhoff noisy 2.0 (5)1.3 (0.6)2.8 (2)0.96 (0.4)1.7 (0.9)1.9 (0.8)2.6 (0.7)15/15
AVGNEWUOA ros noisy 2.9 (2)2.4 (5)15 (14)7.0 (6)9.0 (10)15 (9)31 (28)13/15
CMAEGS finck noisy 19 (9)6.6 (4)11 (6)7.1 (3)116 (623)893 (691)2.9e4 (2e4)0/15
IPOP-ACTCMA-ES ros noisy 2.9 (6)1.9 (2)3.3 (2)1.2 (0.5)2.0 (0.9)3.1 (0.4)4.8 (2)15/15
IPOP-CMA-ES ros noisy 1.8 (5)1.4 (1)3.7 (1)1.2 (0.6)2.1 (1)3.4 (1)5.5 (2)15/15
MOS torre noisy 2.1 (3)2.2 (1)8.4 (5)5.9 (2)8.8 (4)14 (5)24 (5)15/15
NEWUOA ros noisy 2.9 (0.8)3.5 (5)12 (18)5.6 (12)10 (7)22 (25)36 (33)14/15
RCGA tran noisy 1.6 (2)2.4 (2)14 (10)10 (11)19 (14)36 (21)67 (46)15/15
SPSA finck noisy 254 (203)125 (122)265 (311)350 (231)1660 (1691)9256 (4454)2e50/15

Δ fopt
f110, 2-D
1e1
7.0
1e0
34
1e-1
623
1e-2
1301
1e-3
2319
1e-5
8407
1e-7
9154
#succ
14/15
1komma2 brockhoff noisy 24 (56)11 (17)3.4 (2)6.1 (3)6.9 (11)34 (48)2e40/15
1komma2mir brockhoff noisy 7.8 (4)5.7 (11)2.1 (2)3.3 (3)4.3 (6)4.6 (5)15 (18)1/15
1komma2mirser brockhoff noisy 5.3 (9)5.6 (8)1.5 (3)3.2 (4)8.2 (12)17 (17)32 (42)1/15
1komma2ser brockhoff noisy 17 (47)18 (22)4.2 (2)4.7 (4)6.3 (6)7.6 (14)31 (55)1/15
1komma4 brockhoff noisy 3.8 (3)6.1 (8)4.1 (6)5.9 (6)5.4 (5)3.5 (2)5.0 (5)5/15
1komma4mir brockhoff noisy 3.2 (3)1.8 (2)1.7 (2)1.7 (2)1.9 (3)1.1 (1)1.3 (2)11/15
1komma4mirser brockhoff noisy 7.4 (17)5.3 (8)2.1 (3)4.4 (4)3.9 (5)2.6 (3)3.3 (3)7/15
1komma4ser brockhoff noisy 3.9 (7)8.2 (1)2.8 (2)3.3 (5)2.9 (3)2.8 (2)2.7 (3)7/15
AVGNEWUOA ros noisy 11 (8)5.1 (2)2.5 (3)3.0 (5)6.8 (4)5.9 (4)1e40/15
CMAEGS finck noisy 90 (152)24 (32)13 (32)201 (124)1238 (951)2e50/15
IPOP-ACTCMA-ES ros noisy 3.8 (3)3.7 (2)6.1 (15)5.3 (13)3.2 (5)0.94 (1)0.90 (0.4)15/15
IPOP-CMA-ES ros noisy 4.7 (6)8.1 (13)4.2 (4)5.1 (5)3.2 (2)0.99 (0.7)0.96 (0.3)15/15
MOS torre noisy 6.7 (7)287 (1060)16 (0.9)15 (34)9.1 (20)2.7 (5)2.6 (5)15/15
NEWUOA ros noisy 17 (24)15 (16)2.9 (4)4.4 (5)9.1 (9)1e40/15
RCGA tran noisy 3.2 (2)4.1 (4)5.1 (9)22 (32)33 (43)55 (21)157 (123)0/15
SPSA finck noisy 345 (815)837 (857)1381 (1951)2e50/15

Δ fopt
f111, 2-D
1e1
24
1e0
119
1e-1
718
1e-2
5415
1e-3
12718
1e-5
61860
1e-7
1.7e5
#succ
15/15
1komma2 brockhoff noisy 6.0 (8)8.5 (7)12 (11)6.2 (7)2e40/15
1komma2mir brockhoff noisy 9.1 (12)3.6 (5)11 (14)26 (38)2e40/15
1komma2mirser brockhoff noisy 11 (23)8.9 (9)7.3 (16)12 (12)2e40/15
1komma2ser brockhoff noisy 9.0 (6)10 (13)6.8 (8)12 (11)2e40/15
1komma4 brockhoff noisy 12 (16)4.7 (7)5.5 (23)3.5 (4)5.1 (5)4.8 (5)2e40/15
1komma4mir brockhoff noisy 11 (25)6.6 (5)5.8 (7)2.9 (2)11 (13)2e40/15
1komma4mirser brockhoff noisy 3.7 (7)4.5 (7)6.3 (7)6.9 (5)11 (22)2e40/15
1komma4ser brockhoff noisy 11 (9)7.6 (7)9.2 (16)3.4 (3)7.3 (7)2e40/15
AVGNEWUOA ros noisy 46 (44)29 (22)53 (49)33 (36)1e40/15
CMAEGS finck noisy 197 (894)64 (139)22 (23)15 (24)33 (35)48 (41)2e50/15
IPOP-ACTCMA-ES ros noisy 7.5 (14)3.3 (4)3.9 (4)3.2 (5)3.9 (3)1.3 (1)0.51 (0.2)15/15
IPOP-CMA-ES ros noisy 5.0 (2)3.3 (3)4.8 (8)2.0 (3)4.3 (6)1.3 (1)0.55 (0.4)15/15
MOS torre noisy 2.1 (3)2.2 (3)44 (69)23 (18)12 (34)3.3 (2)1.3 (1)8/15
NEWUOA ros noisy 21 (18)25 (32)19 (21)11 (14)1e40/15
RCGA tran noisy 1.1 (0.7)1.5 (0.8)9.1 (8)4.0 (9)5.7 (11)24 (30)1e50/15
SPSA finck noisy 52 (37)151 (187)173 (185)544 (776)2e50/15

Δ fopt
f112, 2-D
1e1
5.0
1e0
15
1e-1
625
1e-2
1043
1e-3
1154
1e-5
1373
1e-7
1531
#succ
15/15
1komma2 brockhoff noisy 10 (16)24 (75)6.1 (6)4.8 (5)5.2 (1)6.6 (4)6.2 (6)14/15
1komma2mir brockhoff noisy 37 (4)79 (219)3.8 (9)3.4 (8)4.2 (2)3.9 (3)3.6 (3)14/15
1komma2mirser brockhoff noisy 8.4 (14)44 (114)2.1 (2)2.0 (2)2.2 (2)2.1 (1)2.0 (2)15/15
1komma2ser brockhoff noisy 8.8 (10)102 (3)8.9 (9)15 (10)24 (21)33 (31)56 (42)2/15
1komma4 brockhoff noisy 5.4 (3)10 (36)0.83 (1)0.93 (1.0)1.00 (0.9)1.0 (0.6)1.0 (0.6)15/15
1komma4mir brockhoff noisy 4.9 (4)4.2 (2)0.62 (0.7)0.72 (0.3)0.82 (0.3)0.83 (0.2)0.86 (0.3)15/15
1komma4mirser brockhoff noisy 6.8 (2)15 (26)0.88 (0.3)0.70 (0.8)0.72 (0.3)0.69 (0.5)0.69 (0.3)15/15
1komma4ser brockhoff noisy 4.9 (8)12 (18)1.1 (1)0.95 (0.4)0.97 (0.5)0.94 (0.4)0.91 (0.3)15/15
AVGNEWUOA ros noisy 5.5 (12)11 (16)1.1 (0.5)4.6 (5)22 (33)97680/15
CMAEGS finck noisy 30 (21)43 (52)5.0 (3)79 (92)309 (211)2e50/15
IPOP-ACTCMA-ES ros noisy 5.2 (8)16 (17)1.0 (1)0.88 (0.6)0.91 (0.5)0.90 (0.4)0.91 (0.4)15/15
IPOP-CMA-ES ros noisy 4.3 (8)4.9 (5)0.64 (0.6)0.92 (0.4)1.1 (0.3)1.1 (0.4)1.3 (0.3)15/15
MOS torre noisy 7.2 (7)11 (10)1.1 (1)1.8 (1)2.1 (1)2.3 (1)2.7 (1)15/15
NEWUOA ros noisy 5.4 (6)13 (12)1.2 (0.7)1.7 (1)10 (9)101 (99)98000/15
RCGA tran noisy 10 (9)8.8 (5)4.2 (9)43 (46)85 (74)240 (426)447 (347)1/15
SPSA finck noisy 3235 (508)3241 (2379)671 (484)2694 (3644)2435 (1733)2e50/15

Δ fopt
f113, 2-D
1e1
5.0
1e0
31
1e-1
87
1e-2
140
1e-3
174
1e-5
174
1e-7
876
#succ
15/15
1komma2 brockhoff noisy 7.6 (11)7.5 (13)13 (13)23 (29)34 (23)34 (43)12 (14)12/15
1komma2mir brockhoff noisy 4.2 (4)4.0 (14)7.6 (12)7.8 (7)10 (15)10 (13)4.0 (2)15/15
1komma2mirser brockhoff noisy 4.3 (3)6.7 (18)12 (22)19 (31)22 (25)22 (27)5.0 (5)15/15
1komma2ser brockhoff noisy 9.3 (24)9.5 (18)14 (26)18 (26)39 (91)39 (109)11 (15)9/15
1komma4 brockhoff noisy 2.7 (2)15 (25)14 (2)13 (7)16 (15)16 (13)4.2 (5)15/15
1komma4mir brockhoff noisy 8.3 (4)6.6 (14)12 (15)12 (17)16 (21)16 (18)3.5 (6)15/15
1komma4mirser brockhoff noisy 3.4 (4)7.1 (8)15 (18)12 (14)10 (13)10 (9)2.1 (2)15/15
1komma4ser brockhoff noisy 12 (32)8.5 (12)16 (20)17 (30)14 (25)14 (24)4.0 (7)15/15
AVGNEWUOA ros noisy 9.0 (11)6.2 (4)10 (14)19 (6)33 (57)33 (40)13 (21)7/15
CMAEGS finck noisy 16 (7)42 (23)352 (264)975 (2212)1185 (1473)1185 (1217)555 (603)2/15
IPOP-ACTCMA-ES ros noisy 2.1 (2)10 (24)17 (5)12 (16)14 (7)14 (28)2.8 (2)15/15
IPOP-CMA-ES ros noisy 3.6 (2)19 (33)15 (25)11 (10)9.4 (12)9.4 (11)2.4 (3)15/15
MOS torre noisy 2.9 (4)3.9 (6)6.4 (3)6.9 (9)7.4 (9)7.4 (9)1.9 (2)15/15
NEWUOA ros noisy 11 (16)5.9 (2)17 (19)29 (16)42 (46)42 (58)14 (10)6/15
RCGA tran noisy 4.5 (5)3.8 (4)86 (96)176 (137)212 (204)212 (324)52 (79)10/15
SPSA finck noisy 18 (7)1056 (2588)906 (1614)3525 (4826)2903 (2126)2903 (3680)761 (1199)0/15

Δ fopt
f114, 2-D
1e1
9.0
1e0
43
1e-1
698
1e-2
2475
1e-3
5343
1e-5
5343
1e-7
8680
#succ
15/15
1komma2 brockhoff noisy 6.9 (22)15 (26)6.3 (9)9.2 (11)25 (29)25 (29)33 (36)0/15
1komma2mir brockhoff noisy 14 (29)12 (15)4.6 (5)6.2 (7)6.9 (10)6.9 (10)2e40/15
1komma2mirser brockhoff noisy 25 (22)19 (30)5.7 (5)6.6 (8)17 (19)17 (19)2e40/15
1komma2ser brockhoff noisy 12 (8)13 (9)8.3 (14)7.4 (5)7.8 (8)7.8 (12)16 (29)0/15
1komma4 brockhoff noisy 16 (26)12 (24)3.8 (2)4.1 (3)4.8 (4)4.8 (6)17 (19)0/15
1komma4mir brockhoff noisy 7.5 (23)15 (33)5.7 (3)6.4 (4)5.1 (4)5.1 (5)8.0 (8)2/15
1komma4mirser brockhoff noisy 31 (40)20 (22)4.5 (5)3.4 (2)7.0 (6)7.0 (9)10 (12)1/15
1komma4ser brockhoff noisy 13 (10)19 (10)7.1 (8)13 (10)7.6 (5)7.6 (10)4.7 (5)1/15
AVGNEWUOA ros noisy 29 (21)16 (14)26 (11)21 (22)33 (28)33 (27)20 (29)0/15
CMAEGS finck noisy 208 (361)196 (87)60 (10)33 (50)21 (32)21 (33)45 (30)2/15
IPOP-ACTCMA-ES ros noisy 8.4 (19)10 (17)2.8 (3)1.7 (2)1.7 (0.9)1.7 (1)1.3 (1)15/15
IPOP-CMA-ES ros noisy 2.6 (11)5.5 (9)1.6 (3)0.73 (0.9)0.84 (0.9)0.84 (1)0.83 (0.4)15/15
MOS torre noisy 1.3 (0.9)3.8 (5)8.9 (12)4.3 (5)2.2 (3)2.2 (3)5.0 (4)13/15
NEWUOA ros noisy 68 (81)52 (50)38 (56)71 (54)33 (57)33 (48)1e40/15
RCGA tran noisy 1.1 (0.5)6.3 (17)18 (59)22 (47)20 (24)20 (42)17 (34)3/15
SPSA finck noisy 105 (187)183 (200)81 (66)88 (81)118 (53)118 (89)2e50/15

Δ fopt
f115, 2-D
1e1
3.0
1e0
13
1e-1
225
1e-2
360
1e-3
394
1e-5
394
1e-7
543
#succ
15/15
1komma2 brockhoff noisy 5.3 (5)6.9 (5)1.8 (1)4.3 (5)6.9 (8)6.9 (9)19 (27)2/15
1komma2mir brockhoff noisy 6.6 (4)5.0 (3)1.6 (0.4)2.3 (3)5.5 (5)5.5 (4)16 (9)7/15
1komma2mirser brockhoff noisy 5.6 (4)4.8 (6)1.5 (1)2.9 (3)6.0 (4)6.0 (5)13 (11)4/15
1komma2ser brockhoff noisy 5.6 (3)7.2 (7)1.6 (1)7.4 (13)9.1 (14)9.1 (14)18 (16)2/15
1komma4 brockhoff noisy 5.0 (5)4.8 (2)1.1 (1)2.2 (4)2.5 (2)2.5 (2)3.0 (5)15/15
1komma4mir brockhoff noisy 3.4 (4)4.8 (2)1.3 (1)2.3 (2)2.2 (2)2.2 (1)2.4 (3)15/15
1komma4mirser brockhoff noisy 3.7 (3)5.8 (4)0.91 (1)1.2 (1)2.0 (1)2.0 (1)1.8 (1)15/15
1komma4ser brockhoff noisy 6.5 (5)3.8 (4)0.89 (0.7)1.9 (2)2.2 (2)2.2 (2)2.6 (3)15/15
AVGNEWUOA ros noisy 6.9 (0.5)7.1 (11)2.9 (3)6.1 (10)7.1 (10)7.1 (8)12 (12)8/15
CMAEGS finck noisy 15 (12)17 (20)99 (108)325 (512)551 (540)551 (764)1223 (1538)1/15
IPOP-ACTCMA-ES ros noisy 4.1 (4)5.3 (8)1.4 (0.9)1.0 (0.3)1.0 (0.6)1.0 (0.6)1.0 (0.3)15/15
IPOP-CMA-ES ros noisy 5.6 (4)14 (13)2.2 (3)2.4 (1)2.5 (3)2.5 (2)2.2 (2)15/15
MOS torre noisy 4.4 (4)5.5 (5)1.9 (2)2.0 (1)6.3 (0.7)6.3 (18)5.3 (25)15/15
NEWUOA ros noisy 4.8 (2)11 (14)2.9 (3)4.5 (2)11 (23)11 (29)11 (11)10/15
RCGA tran noisy 5.6 (5)58 (202)24 (47)101 (153)113 (140)113 (134)135 (126)9/15
SPSA finck noisy 118 (137)426 (2150)151 (434)268 (434)777 (1402)777 (1281)2414 (4420)2/15

Δ fopt
f116, 2-D
1e1
49
1e0
101
1e-1
155
1e-2
206
1e-3
275
1e-5
1041
1e-7
1788
#succ
15/15
1komma2 brockhoff noisy 13 (7)23 (20)31 (32)70 (91)103 (130)131 (82)160 (126)1/15
1komma2mir brockhoff noisy 22 (26)27 (22)48 (63)128 (129)116 (127)64 (158)50 (41)3/15
1komma2mirser brockhoff noisy 11 (30)10 (9)35 (21)69 (83)89 (73)135 (167)166 (207)0/15
1komma2ser brockhoff noisy 16 (15)26 (26)39 (56)165 (160)2e40/15
1komma4 brockhoff noisy 16 (86)20 (13)35 (60)44 (59)42 (51)16 (19)9.4 (19)9/15
1komma4mir brockhoff noisy 10 (19)25 (37)34 (28)49 (17)48 (45)18 (10)12 (9)9/15
1komma4mirser brockhoff noisy 15 (24)20 (14)21 (19)34 (22)35 (16)14 (17)9.4 (11)10/15
1komma4ser brockhoff noisy 6.4 (7)24 (27)30 (29)49 (62)51 (69)19 (23)14 (15)8/15
AVGNEWUOA ros noisy 12 (11)15 (18)32 (35)98 (154)126 (129)1e40/15
CMAEGS finck noisy 514 (438)1075 (1537)3599 (2610)6352 (2676)1.0e4 (1e4)2e50/15
IPOP-ACTCMA-ES ros noisy 25 (17)22 (42)19 (24)15 (23)14 (18)3.9 (5)2.4 (2)15/15
IPOP-CMA-ES ros noisy 28 (42)42 (40)36 (17)35 (16)30 (14)8.4 (4)5.1 (3)15/15
MOS torre noisy 33 (4)82 (111)70 (140)56 (91)44 (67)13 (21)7.9 (7)15/15
NEWUOA ros noisy 6.4 (5)17 (32)38 (21)107 (118)572 (1428)1e40/15
RCGA tran noisy 4.7 (2)101 (180)477 (679)858 (1239)1613 (1364)670 (408)816 (1384)1/15
SPSA finck noisy 62 (168)306 (385)1152 (1397)4531 (5253)1.1e4 (7819)2e50/15

Δ fopt
f117, 2-D
1e1
167
1e0
1346
1e-1
6454
1e-2
13914
1e-3
28223
1e-5
36420
1e-7
43231
#succ
15/15
1komma2 brockhoff noisy 8.9 (5)6.0 (8)5.6 (3)2e40/15
1komma2mir brockhoff noisy 8.1 (9)5.4 (4)5.7 (4)21 (26)11 (14)2e40/15
1komma2mirser brockhoff noisy 10 (5)3.7 (5)6.9 (7)2e40/15
1komma2ser brockhoff noisy 9.5 (3)8.6 (11)13 (7)2e40/15
1komma4 brockhoff noisy 10 (12)3.8 (5)2.0 (2)10 (10)2e40/15
1komma4mir brockhoff noisy 7.3 (10)3.3 (5)6.0 (6)10 (5)2e40/15
1komma4mirser brockhoff noisy 10 (15)4.6 (3)3.3 (3)6.0 (10)10 (6)2e40/15
1komma4ser brockhoff noisy 4.8 (5)4.5 (3)2.7 (2)3.9 (4)11 (12)2e40/15
AVGNEWUOA ros noisy 25 (15)10 (10)8.4 (13)1e40/15
CMAEGS finck noisy 116 (68)32 (7)62 (48)103 (101)103 (68)2e50/15
IPOP-ACTCMA-ES ros noisy 5.1 (4)3.6 (5)1.8 (2)0.99 (2)0.67 (0.3)0.61 (0.7)0.63 (0.2)15/15
IPOP-CMA-ES ros noisy 10 (18)4.5 (13)2.0 (2)1.5 (1)0.95 (0.4)0.95 (0.5)0.93 (0.5)15/15
MOS torre noisy 1.6 (2)3.7 (1)4.2 (6)4.3 (4)2.4 (2)2.4 (2)2.9 (2)11/15
NEWUOA ros noisy 29 (32)12 (18)26 (44)1e40/15
RCGA tran noisy 5.9 (0.8)22 (37)15 (20)13 (6)11 (10)1e50/15
SPSA finck noisy 80 (96)129 (77)131 (272)214 (187)105 (128)2e50/15

Δ fopt
f118, 2-D
1e1
21
1e0
103
1e-1
132
1e-2
503
1e-3
584
1e-5
776
1e-7
972
#succ
15/15
1komma2 brockhoff noisy 55 (157)19 (12)18 (22)5.4 (8)5.1 (2)5.1 (4)4.6 (6)15/15
1komma2mir brockhoff noisy 45 (38)18 (13)17 (11)4.7 (2)4.3 (2)3.6 (2)3.2 (1)15/15
1komma2mirser brockhoff noisy 20 (20)8.4 (8)7.7 (6)2.8 (2)2.7 (2)2.4 (1)2.1 (0.7)15/15
1komma2ser brockhoff noisy 130 (60)52 (16)64 (132)24 (25)25 (35)20 (11)16 (16)11/15
1komma4 brockhoff noisy 12 (16)4.7 (2)4.2 (3)1.4 (0.8)1.3 (0.6)1.1 (0.4)1.0 (0.3)15/15
1komma4mir brockhoff noisy 9.0 (12)3.5 (2)3.9 (2)1.2 (0.7)1.1 (0.7)1.0 (0.5)1.0 (0.4)15/15
1komma4mirser brockhoff noisy 5.8 (5)2.0 (2)2.2 (2)0.69 (0.4)0.65 (0.2)0.60 (0.2)0.56 (0.1)15/15
1komma4ser brockhoff noisy 4.8 (7)2.8 (3)3.2 (2)0.93 (0.6)0.93 (0.4)0.82 (0.2)0.72 (0.4)15/15
AVGNEWUOA ros noisy 2.8 (3)3.8 (6)12 (11)9.1 (4)21 (13)97940/15
CMAEGS finck noisy 61 (65)44 (31)534 (1359)615 (288)1376 (773)3619 (3294)2889 (5463)1/15
IPOP-ACTCMA-ES ros noisy 7.9 (8)3.4 (2)3.7 (2)1.1 (0.5)1.1 (0.3)1.1 (0.3)1.1 (0.3)15/15
IPOP-CMA-ES ros noisy 12 (18)4.8 (4)5.7 (5)2.4 (0.5)2.5 (0.3)2.2 (0.6)1.9 (0.3)15/15
MOS torre noisy 8.5 (9)4.8 (2)6.0 (2)2.0 (0.5)2.2 (0.3)2.5 (0.4)2.9 (0.7)15/15
NEWUOA ros noisy 5.5 (4)4.2 (5)11 (12)10 (9)35 (40)187 (273)98970/15
RCGA tran noisy 76 (255)100 (106)463 (421)254 (359)280 (570)908 (1132)1e50/15
SPSA finck noisy 1206 (890)755 (1264)4436 (2082)5584 (6661)2e50/15

Δ fopt
f119, 2-D
1e1
1
1e0
11
1e-1
71
1e-2
176
1e-3
1040
1e-5
4767
1e-7
10082
#succ
15/15
1komma2 brockhoff noisy 3.5 (6)3.9 (8)6.4 (8)6.7 (10)3.9 (3)7.7 (10)29 (37)0/15
1komma2mir brockhoff noisy 4.4 (4)8.2 (45)4.0 (4)2.8 (3)1.2 (1)3.3 (4)14 (16)1/15
1komma2mirser brockhoff noisy 2.7 (2)5.3 (9)2.8 (2)2.4 (1)2.1 (1)2.9 (4)8.7 (10)1/15
1komma2ser brockhoff noisy 3.1 (0.8)4.8 (3)4.4 (8)7.0 (12)4.8 (5)61 (101)2e40/15
1komma4 brockhoff noisy 4.6 (7)3.9 (5)3.9 (6)1.9 (4)1.1 (2)1.9 (2)8.8 (8)0/15
1komma4mir brockhoff noisy 2.9 (4)6.7 (6)2.3 (3)1.5 (2)1.5 (2)1.6 (1)6.1 (6)3/15
1komma4mirser brockhoff noisy 4.1 (3)5.5 (10)1.4 (2)1.6 (2)0.70 (0.5)1.3 (0.9)14 (19)1/15
1komma4ser brockhoff noisy 4.1 (5)13 (8)3.6 (7)3.1 (7)1.0 (1)2.1 (1)9.0 (7)1/15
AVGNEWUOA ros noisy 4.0 (2)18 (24)8.0 (16)14 (8)5.9 (10)6.8 (8)1e40/15
CMAEGS finck noisy 24 (18)3.6 (2)1.8 (2)13 (2)81 (298)183 (178)2e50/15
IPOP-ACTCMA-ES ros noisy 2.4 (2)6.4 (20)1.7 (6)1.3 (0.9)0.78 (1)1.0 (0.9)0.76 (0.2)15/15
IPOP-CMA-ES ros noisy 5.3 (10)7.7 (20)2.2 (4)1.5 (0.6)1.1 (2)1.6 (0.9)1.9 (0.8)15/15
MOS torre noisy 2.7 (1)2.7 (3)5.1 (4)5.7 (3)1.5 (1.0)0.67 (0.5)0.55 (0.4)15/15
NEWUOA ros noisy 4.3 (2)15 (30)8.6 (17)23 (32)7.1 (7)33 (32)15 (21)1/15
RCGA tran noisy 1.9 (2)2.2 (2)3.2 (2)8.8 (3)4.5 (5)10 (6)19 (25)1/15
SPSA finck noisy 49 (24)910 (1839)1159 (1084)2646 (1849)838 (1662)2e50/15

Δ fopt
f120, 2-D
1e1
1
1e0
11
1e-1
374
1e-2
2514
1e-3
5724
1e-5
75406
1e-7
1.9e5
#succ
15/15
1komma2 brockhoff noisy 27 (14)35 (35)6.0 (7)7.5 (10)2e40/15
1komma2mir brockhoff noisy 27 (8)20 (25)4.7 (4)14 (22)2e40/15
1komma2mirser brockhoff noisy 30 (2)20 (19)4.9 (7)8.2 (8)2e40/15
1komma2ser brockhoff noisy 17 (96)34 (28)9.3 (7)13 (18)52 (21)2e40/15
1komma4 brockhoff noisy 3.6 (8)42 (57)4.4 (5)7.4 (13)15 (24)2e40/15
1komma4mir brockhoff noisy 51 (160)27 (36)5.0 (4)4.3 (4)49 (54)2e40/15
1komma4mirser brockhoff noisy 23 (77)27 (50)4.9 (6)4.3 (4)2e40/15
1komma4ser brockhoff noisy 2.3 (4)10 (12)3.9 (3)7.9 (6)2e40/15
AVGNEWUOA ros noisy 51 (32)77 (83)42 (35)15 (13)1e40/15
CMAEGS finck noisy 868 (1399)229 (397)37 (54)66 (122)247 (412)2e50/15
IPOP-ACTCMA-ES ros noisy 2.7 (3)8.9 (7)2.4 (3)0.94 (1)1.1 (0.6)0.53 (0.3)0.56 (0.3)15/15
IPOP-CMA-ES ros noisy 4.9 (11)24 (45)3.5 (2)1.5 (0.7)1.5 (1)0.45 (0.2)0.64 (0.3)15/15
MOS torre noisy 2.7 (2)4.6 (10)3.0 (5)4.4 (1)16 (23)4.1 (5)5.7 (8)3/15
NEWUOA ros noisy 68 (32)63 (81)41 (40)34 (34)1e40/15
RCGA tran noisy 2.9 (4)1.6 (2)6.8 (22)13 (24)19 (11)19 (23)1e50/15
SPSA finck noisy 212 (541)156 (326)107 (81)254 (160)2e50/15

Δ fopt
f121, 2-D
1e1
1
1e0
7.0
1e-1
42
1e-2
144
1e-3
327
1e-5
1120
1e-7
1702
#succ
15/15
1komma2 brockhoff noisy 3.2 (2)3.9 (7)2.5 (2)4.1 (4)6.6 (5)7.5 (6)10 (5)10/15
1komma2mir brockhoff noisy 3.1 (5)2.6 (3)2.0 (1)1.1 (0.5)1.5 (1)3.5 (5)4.9 (3)13/15
1komma2mirser brockhoff noisy 3.5 (3)3.4 (3)1.0 (0.8)1.1 (0.6)1.3 (1)2.2 (0.5)2.7 (0.9)14/15
1komma2ser brockhoff noisy 5.7 (7)5.0 (5)1.8 (2)3.4 (10)16 (21)30 (34)84 (142)1/15
1komma4 brockhoff noisy 4.4 (6)3.3 (2)1.5 (1)0.99 (0.7)0.92 (0.8)1.1 (0.6)1.4 (0.1)15/15
1komma4mir brockhoff noisy 4.0 (6)3.2 (3)1.5 (0.3)1.3 (0.9)1.3 (1.0)1.3 (0.3)1.4 (0.5)15/15
1komma4mirser brockhoff noisy 3.1 (2)2.0 (0.8)0.97 (0.5)0.68 (0.4)0.70 (0.4)0.71 (0.3)0.71 (0.3)15/15
1komma4ser brockhoff noisy 3.7 (4)2.9 (2)1.1 (1)0.78 (0.5)0.69 (0.4)0.73 (0.5)0.79 (0.2)15/15
AVGNEWUOA ros noisy 3.7 (3)5.8 (6)4.4 (6)6.3 (8)22 (30)93100/15
CMAEGS finck noisy 30 (20)32 (45)10 (18)10 (6)61 (273)2515 (4474)2e50/15
IPOP-ACTCMA-ES ros noisy 3.8 (5)3.1 (2)1.4 (1)1.2 (1)1.3 (0.9)1.2 (0.4)1.4 (0.6)15/15
IPOP-CMA-ES ros noisy 5.8 (7)3.8 (3)1.6 (1)1.0 (0.4)1.6 (0.6)2.2 (1)2.6 (1)15/15
MOS torre noisy 2.9 (2)4.2 (3)5.7 (3)3.8 (2)3.9 (1)2.9 (0.6)3.3 (0.7)15/15
NEWUOA ros noisy 3.7 (2)4.4 (4)3.0 (3)7.5 (8)14 (16)121 (145)93500/15
RCGA tran noisy 2.3 (3)2.0 (1)8.0 (12)6.2 (6)14 (35)37 (33)104 (100)3/15
SPSA finck noisy 177 (169)814 (1720)2745 (5356)1753 (2598)1938 (2472)2e50/15

Δ fopt
f122, 2-D
1e1
3.0
1e0
95
1e-1
523
1e-2
1411
1e-3
2244
1e-5
4351
1e-7
9561
#succ
15/15
1komma2 brockhoff noisy 14 (42)5.0 (4)4.8 (10)12 (8)61 (87)2e40/15
1komma2mir brockhoff noisy 2.2 (2)3.3 (3)1.6 (2)4.9 (5)10 (18)32 (52)2e40/15
1komma2mirser brockhoff noisy 12 (51)3.7 (7)3.1 (3)4.1 (4)38 (53)2e40/15
1komma2ser brockhoff noisy 23 (52)4.2 (6)7.0 (4)22 (46)2e40/15
1komma4 brockhoff noisy 5.6 (9)5.9 (16)3.3 (3)3.1 (2)4.7 (6)32 (21)2e40/15
1komma4mir brockhoff noisy 4.6 (4)3.8 (5)2.5 (3)2.8 (2)3.3 (3)7.7 (14)31 (23)1/15
1komma4mirser brockhoff noisy 30 (10)2.2 (4)2.1 (1)2.4 (3)5.9 (4)20 (26)2e40/15
1komma4ser brockhoff noisy 35 (106)4.4 (6)5.7 (4)7.3 (8)20 (15)67 (88)2e40/15
AVGNEWUOA ros noisy 14 (18)10 (17)33 (33)55 (59)1e40/15
CMAEGS finck noisy 16 (25)21 (59)37 (113)91 (145)195 (437)2e50/15
IPOP-ACTCMA-ES ros noisy 3.4 (5)1.2 (3)0.81 (0.9)0.78 (0.6)0.75 (0.5)0.90 (0.7)0.60 (0.1)15/15
IPOP-CMA-ES ros noisy 29 (30)3.9 (1.0)2.5 (5)1.2 (2)1.1 (0.6)0.98 (0.3)0.74 (0.5)15/15
MOS torre noisy 2.0 (4)30 (106)21 (4)10 (26)7.5 (2)5.1 (9)2.9 (7)15/15
NEWUOA ros noisy 10 (2)16 (18)30 (34)54 (51)1e40/15
RCGA tran noisy 2.2 (2)10 (31)22 (13)14 (10)21 (35)45 (47)1e50/15
SPSA finck noisy 58 (65)807 (854)2e50/15

Δ fopt
f123, 2-D
1e1
3.0
1e0
211
1e-1
6371
1e-2
24855
1e-3
38734
1e-5
1.0e5
1e-7
2.2e5
#succ
15/15
1komma2 brockhoff noisy 27 (68)7.1 (10)47 (34)2e40/15
1komma2mir brockhoff noisy 19 (65)4.8 (8)7.2 (5)2e40/15
1komma2mirser brockhoff noisy 32 (114)7.5 (6)45 (35)2e40/15
1komma2ser brockhoff noisy 50 (116)10 (4)22 (8)2e40/15
1komma4 brockhoff noisy 22 (69)8.6 (14)3.5 (2)2e40/15
1komma4mir brockhoff noisy 7.6 (10)4.7 (5)11 (10)2e40/15
1komma4mirser brockhoff noisy 31 (68)6.3 (6)4.4 (3)12 (9)2e40/15
1komma4ser brockhoff noisy 81 (50)6.9 (5)11 (15)2e40/15
AVGNEWUOA ros noisy 69 (61)24 (51)28 (55)1e40/15
CMAEGS finck noisy 582 (851)126 (187)20 (19)25 (32)2e50/15
IPOP-ACTCMA-ES ros noisy 20 (54)5.7 (9)0.88 (0.8)0.54 (0.4)0.71 (0.4)0.67 (0.3)0.82 (0.5)15/15
IPOP-CMA-ES ros noisy 18 (9)3.7 (5)0.74 (0.7)0.69 (0.5)1.0 (0.8)0.75 (0.3)0.72 (0.5)15/15
MOS torre noisy 2.0 (2)40 (275)39 (31)18 (25)15 (7)7.9 (11)5.2 (6)2/15
NEWUOA ros noisy 59 (11)32 (17)28 (25)1e40/15
RCGA tran noisy 3.0 (5)21 (25)23 (32)1e50/15
SPSA finck noisy 143 (68)76 (46)221 (188)2e50/15

Δ fopt
f124, 2-D
1e1
4.0
1e0
64
1e-1
316
1e-2
680
1e-3
1991
1e-5
5595
1e-7
9019
#succ
15/15
1komma2 brockhoff noisy 3.4 (1)13 (29)14 (23)26 (16)69 (65)2e40/15
1komma2mir brockhoff noisy 2.6 (4)3.4 (6)1.9 (2)4.5 (10)12 (9)2e40/15
1komma2mirser brockhoff noisy 2.7 (6)2.8 (0.7)4.5 (8)5.5 (7)8.4 (19)2e40/15
1komma2ser brockhoff noisy 14 (39)12 (23)13 (16)44 (41)2e40/15
1komma4 brockhoff noisy 2.9 (6)7.7 (15)4.5 (3)6.4 (7)8.0 (7)2e40/15
1komma4mir brockhoff noisy 2.9 (4)4.5 (9)1.4 (2)2.7 (1)3.2 (6)50 (46)2e40/15
1komma4mirser brockhoff noisy 23 (77)5.0 (0.4)1.8 (3)1.6 (1)1.7 (2)51 (48)2e40/15
1komma4ser brockhoff noisy 1.6 (1)10 (15)4.6 (5)5.0 (3)8.0 (10)2e40/15
AVGNEWUOA ros noisy 11 (36)9.3 (16)22 (26)61 (73)92640/15
CMAEGS finck noisy 32 (15)11 (41)38 (110)141 (340)226 (155)2e50/15
IPOP-ACTCMA-ES ros noisy 2.0 (2)1.0 (0.8)0.89 (0.2)1.5 (2)1.1 (0.6)1.5 (0.6)2.0 (1)15/15
IPOP-CMA-ES ros noisy 3.1 (5)1.2 (0.9)0.69 (0.3)0.81 (1)1.3 (2)2.0 (2)2.5 (1)15/15
MOS torre noisy 1.7 (2)3.1 (2)15 (44)20 (13)10 (15)7.8 (21)7.4 (8)14/15
NEWUOA ros noisy 4.9 (14)6.5 (4)14 (15)46 (39)92620/15
RCGA tran noisy 1.1 (1)3.0 (4)23 (38)25 (19)33 (26)130 (228)1e50/15
SPSA finck noisy 4016 (1317)840 (1904)468 (689)2050 (1844)2e50/15

Δ fopt
f125, 2-D
1e1
1
1e0
1
1e-1
1
1e-2
149
1e-3
1150
1e-5
3854
1e-7
7556
#succ
15/15
1komma2 brockhoff noisy 5.6 (17)14 (10)105 (234)4.3 (8)4.1 (3)6.1 (7)2e40/15
1komma2mir brockhoff noisy 1 (0)5.8 (6)54 (113)1.6 (3)2.8 (6)5.5 (9)12 (10)0/15
1komma2mirser brockhoff noisy 1 (0)3.9 (3)34 (28)2.6 (2)3.4 (2)7.0 (13)18 (26)1/15
1komma2ser brockhoff noisy 1.1 (0.2)11 (21)137 (100)3.2 (2)5.5 (3)7.6 (4)38 (21)0/15
1komma4 brockhoff noisy 1 (0)4.5 (5)25 (12)1.9 (1)5.7 (8)7.9 (8)12 (16)2/15
1komma4mir brockhoff noisy 1.1 (0)5.9 (4)49 (97)2.5 (4)4.0 (6)3.8 (5)4.1 (4)6/15
1komma4mirser brockhoff noisy 1 (0)5.5 (6)61 (42)3.1 (4)3.4 (2)3.1 (3)6.5 (4)5/15
1komma4ser brockhoff noisy 1.2 (0.8)5.2 (6)31 (31)1.8 (0.7)6.1 (9)6.2 (5)18 (16)2/15
AVGNEWUOA ros noisy 2.3 (2)6.9 (2)46 (34)1.8 (2)2.7 (4)2.3 (3)6.2 (5)3/15
CMAEGS finck noisy 25 (23)34 (28)87 (133)5.0 (8)5.4 (8)14 (18)40 (59)3/15
IPOP-ACTCMA-ES ros noisy 1.1 (0.5)4.7 (12)53 (27)1.4 (2)1.5 (1)1.4 (1)0.94 (0.9)15/15
IPOP-CMA-ES ros noisy 1.2 (1)5.9 (6)34 (12)2.1 (3)2.0 (3)1.9 (3)1.4 (1.0)15/15
MOS torre noisy 1.1 (0.2)5.8 (6)44 (44)1.2 (0.2)0.47 (0.3)2.2 (7)1.2 (7)15/15
NEWUOA ros noisy 2.0 (1)6.1 (6)77 (142)1.4 (1)2.6 (2)2.6 (5)10 (19)0/15
RCGA tran noisy 1.2 (0.5)6.4 (3)58 (97)1.9 (0.9)2.7 (0.6)5.0 (4)13 (15)5/15
SPSA finck noisy 37 (30)61 (38)169 (77)2.2 (2)98 (137)344 (374)2e50/15

Δ fopt
f126, 2-D
1e1
1
1e0
1
1e-1
1
1e-2
301
1e-3
3417
1e-5
11056
1e-7
36387
#succ
15/15
1komma2 brockhoff noisy 2.3 (5)53 (80)300 (589)7.2 (10)6.8 (9)26 (24)2e40/15
1komma2mir brockhoff noisy 1.1 (0.2)4.2 (5)141 (6)6.3 (5)4.8 (3)8.0 (8)2e40/15
1komma2mirser brockhoff noisy 1 (0)3.5 (3)236 (224)4.0 (5)8.9 (6)27 (42)2e40/15
1komma2ser brockhoff noisy 1.1 (0.5)39 (45)246 (585)9.1 (14)8.5 (5)25 (10)2e40/15
1komma4 brockhoff noisy 1 (0)6.3 (18)336 (860)4.4 (8)3.6 (5)12 (19)7.7 (9)1/15
1komma4mir brockhoff noisy 1 (0)7.4 (5)111 (293)3.3 (6)3.9 (3)5.6 (3)2e40/15
1komma4mirser brockhoff noisy 1.1 (0)41 (22)113 (175)2.3 (0.9)3.1 (3)5.5 (3)8.0 (17)0/15
1komma4ser brockhoff noisy 1 (0)12 (24)256 (610)3.4 (3)4.8 (6)2e40/15
AVGNEWUOA ros noisy 26 (31)95 (156)667 (1072)15 (15)11 (14)1e40/15
CMAEGS finck noisy 608 (1013)704 (770)1604 (2915)58 (96)22 (24)37 (39)2e50/15
IPOP-ACTCMA-ES ros noisy 1 (0)4.5 (6)230 (40)1.9 (3)1.4 (1)0.97 (0.8)1.5 (2)15/15
IPOP-CMA-ES ros noisy 1 (0)4.2 (3)73 (52)1.9 (4)1.1 (0.8)2.2 (3)1.6 (2)15/15
MOS torre noisy 1.1 (0.5)3.9 (3)49 (64)0.58 (0.3)12 (20)20 (17)19 (22)4/15
NEWUOA ros noisy 2.1 (0)200 (275)595 (675)15 (21)52 (91)1e40/15
RCGA tran noisy 1.1 (0.2)4.6 (8)47 (55)0.72 (0.6)0.98 (2)1.4 (1)2.0 (2)4/15
SPSA finck noisy 86 (215)193 (230)1851 (4266)88 (105)111 (146)80 (54)2e50/15

Δ fopt
f127, 2-D
1e1
1
1e0
1
1e-1
1
1e-2
186
1e-3
1185
1e-5
6771
1e-7
7277
#succ
13/15
1komma2 brockhoff noisy 1 (0)10 (10)53 (72)2.5 (5)5.1 (2)2.7 (2)4.9 (7)7/15
1komma2mir brockhoff noisy 1.1 (0)6.4 (8)39 (56)1.2 (0.7)2.0 (3)0.86 (1)1.6 (1)13/15
1komma2mirser brockhoff noisy 1 (0)4.9 (5)33 (32)1.1 (2)2.7 (4)1.4 (1)1.6 (1)14/15
1komma2ser brockhoff noisy 1.2 (0)11 (10)86 (140)2.5 (3)8.2 (6)3.7 (7)19 (26)2/15
1komma4 brockhoff noisy 1 (0)3.5 (4)17 (15)2.7 (7)3.5 (2)1.3 (1.0)1.6 (2)13/15
1komma4mir brockhoff noisy 1 (0)4.3 (7)21 (28)2.6 (6)3.0 (4)1.4 (1)1.4 (1)13/15
1komma4mirser brockhoff noisy 1.1 (0)4.3 (2)21 (29)2.7 (6)2.7 (2)0.81 (0.8)0.97 (0.9)15/15
1komma4ser brockhoff noisy 1 (0)3.3 (1)82 (22)2.1 (2)2.4 (3)0.72 (0.5)0.69 (0.6)15/15
AVGNEWUOA ros noisy 1.3 (0)7.2 (1)72 (41)1.6 (1.0)3.5 (3)2.5 (2)92150/15
CMAEGS finck noisy 19 (18)28 (23)70 (52)1.6 (3)2.2 (2)12 (24)66 (60)3/15
IPOP-ACTCMA-ES ros noisy 1.4 (2)6.1 (4)39 (34)2.5 (2)2.7 (4)0.77 (0.7)0.85 (0.9)15/15
IPOP-CMA-ES ros noisy 1 (0)4.2 (6)78 (50)1.2 (1)1.7 (2)0.72 (0.3)1.6 (3)15/15
MOS torre noisy 1.1 (0)3.9 (6)31 (30)0.89 (0.3)0.88 (1)2.6 (10)3.5 (9)15/15
NEWUOA ros noisy 2.1 (0.5)6.2 (2)95 (198)1.8 (0.5)4.9 (11)2.8 (5)9.0 (9)1/15
RCGA tran noisy 1.2 (0.5)3.7 (2)41 (31)1.4 (0.9)4.0 (5)2.5 (3)29 (33)3/15
SPSA finck noisy 94 (96)636 (168)4930 (6982)125 (96)181 (180)2e50/15

Δ fopt
f128, 2-D
1e1
2.0
1e0
41
1e-1
134
1e-2
314
1e-3
387
1e-5
593
1e-7
620
#succ
15/15
1komma2 brockhoff noisy 3.7 (17)10 (7)9.4 (12)6.2 (5)6.9 (9)5.6 (6)6.8 (8)15/15
1komma2mir brockhoff noisy 0.83 (0.2)5.6 (8)6.1 (7)5.3 (5)6.2 (10)4.6 (6)5.7 (8)15/15
1komma2mirser brockhoff noisy 1.5 (4)2.7 (5)3.7 (4)3.9 (6)4.8 (6)4.5 (7)4.7 (5)15/15
1komma2ser brockhoff noisy 6.6 (21)8.8 (12)5.5 (5)3.9 (5)7.1 (9)10 (13)11 (8)15/15
1komma4 brockhoff noisy 1.5 (2)21 (49)14 (25)6.4 (10)7.0 (8)4.6 (4)4.5 (5)15/15
1komma4mir brockhoff noisy 1.9 (3)12 (27)12 (7)7.1 (5)6.1 (2)4.0 (8)4.4 (7)15/15
1komma4mirser brockhoff noisy 1.6 (3)14 (30)10 (11)4.2 (7)3.6 (5)2.6 (2)2.5 (3)15/15
1komma4ser brockhoff noisy 1.1 (0.1)6.7 (17)10 (9)5.9 (4)5.2 (3)5.6 (9)5.4 (3)15/15
AVGNEWUOA ros noisy 2.6 (2)21 (23)9.3 (9)7.9 (11)7.4 (7)10 (9)32 (32)5/15
CMAEGS finck noisy 14 (14)16 (36)44 (23)20 (29)48 (137)244 (445)563 (1019)6/15
IPOP-ACTCMA-ES ros noisy 1.8 (2)26 (21)16 (16)7.8 (8)11 (6)13 (35)14 (36)15/15
IPOP-CMA-ES ros noisy 0.70 (0.2)9.5 (44)11 (29)8.9 (22)7.3 (18)5.2 (12)5.2 (4)15/15
MOS torre noisy 1.2 (0.5)36 (1)84 (75)50 (164)41 (73)28 (7)29 (76)15/15
NEWUOA ros noisy 1.7 (2)17 (21)10 (14)10 (16)10 (3)14 (16)20 (31)5/15
RCGA tran noisy 0.97 (0.6)1.8 (2)18 (23)16 (17)30 (36)57 (33)149 (135)6/15
SPSA finck noisy 32 (60)312 (577)657 (2311)812 (926)2222 (1199)2e50/15

Δ fopt
f129, 2-D
1e1
2.0
1e0
65
1e-1
220
1e-2
523
1e-3
1902
1e-5
5944
1e-7
10661
#succ
15/15
1komma2 brockhoff noisy 8.4 (1)8.2 (9)13 (12)13 (12)10 (15)16 (9)27 (38)0/15
1komma2mir brockhoff noisy 1.6 (0.4)11 (9)10 (6)7.6 (8)4.7 (4)48 (66)2e40/15
1komma2mirser brockhoff noisy 1.2 (0.8)11 (12)11 (8)11 (12)3.9 (6)8.3 (7)27 (28)0/15
1komma2ser brockhoff noisy 16 (56)8.6 (15)6.4 (13)11 (12)8.6 (16)10 (12)2e40/15
1komma4 brockhoff noisy 1.1 (1)8.2 (17)8.9 (11)8.3 (13)3.8 (4)3.3 (7)6.4 (4)2/15
1komma4mir brockhoff noisy 1.5 (2)7.0 (12)5.7 (8)4.3 (4)3.0 (3)3.7 (3)8.5 (8)1/15
1komma4mirser brockhoff noisy 1.4 (0.9)11 (18)9.2 (5)5.0 (5)4.3 (3)5.6 (8)13 (13)1/15
1komma4ser brockhoff noisy 0.73 (0.4)7.7 (18)5.6 (9)7.3 (6)3.6 (4)11 (7)2e40/15
AVGNEWUOA ros noisy 46 (125)26 (30)31 (81)27 (14)9.4 (15)29 (46)16 (22)0/15
CMAEGS finck noisy 246 (414)93 (64)53 (92)95 (262)39 (53)56 (46)274 (466)0/15
IPOP-ACTCMA-ES ros noisy 1.4 (1)13 (59)13 (9)6.5 (12)2.2 (1)3.2 (6)5.4 (16)15/15
IPOP-CMA-ES ros noisy 1.5 (2)7.4 (9)12 (10)9.3 (19)5.6 (11)4.7 (11)3.2 (6)15/15
MOS torre noisy 1.3 (0.9)1.4 (2)13 (2)49 (27)28 (56)11 (8)6.9 (8)13/15
NEWUOA ros noisy 22 (31)23 (63)21 (33)26 (32)19 (34)31 (20)1e40/15
RCGA tran noisy 0.77 (0.4)0.64 (1)13 (25)15 (20)13 (33)24 (26)135 (188)1/15
SPSA finck noisy 87 (104)101 (112)66 (76)108 (161)55 (50)150 (118)2e50/15

Δ fopt
f130, 2-D
1e1
2.0
1e0
45
1e-1
198
1e-2
497
1e-3
797
1e-5
1772
1e-7
4442
#succ
15/15
1komma2 brockhoff noisy 1.5 (2)40 (85)33 (16)18 (29)13 (18)7.8 (4)3.2 (7)10/15
1komma2mir brockhoff noisy 1.1 (1)30 (37)16 (20)8.8 (15)5.7 (10)2.7 (4)1.1 (1)14/15
1komma2mirser brockhoff noisy 1.1 (3)14 (21)15 (16)11 (14)7.2 (6)4.2 (9)1.8 (2)13/15
1komma2ser brockhoff noisy 2.0 (1)41 (3)54 (129)32 (18)20 (19)10 (11)4.3 (10)9/15
1komma4 brockhoff noisy 1.5 (2)22 (29)13 (10)6.2 (8)4.5 (4)2.0 (2)0.84 (0.5)15/15
1komma4mir brockhoff noisy 1.9 (2)15 (14)10 (7)7.0 (9)4.7 (5)2.2 (2)0.89 (0.9)15/15
1komma4mirser brockhoff noisy 1.1 (0.6)6.5 (11)8.9 (10)5.2 (6)3.3 (7)1.9 (0.9)0.76 (1)15/15
1komma4ser brockhoff noisy 1 (0.4)9.1 (13)13 (7)5.3 (4)3.4 (5)1.5 (2)0.63 (0.6)15/15
AVGNEWUOA ros noisy 2.5 (2)8.2 (6)3.7 (6)2.6 (3)3.6 (4)7.5 (6)6.9 (9)2/15
CMAEGS finck noisy 8.4 (10)7.8 (24)22 (41)18 (12)30 (39)130 (112)127 (91)2/15
IPOP-ACTCMA-ES ros noisy 1.1 (0.8)6.6 (10)6.5 (12)39 (262)26 (87)12 (2)33 (0.6)14/15
IPOP-CMA-ES ros noisy 0.93 (1)8.4 (2)18 (38)8.7 (19)5.8 (14)3.0 (5)1.2 (2)15/15
MOS torre noisy 1.3 (1)1.1 (0.6)0.98 (1)10 (1)24 (56)18 (28)15 (18)14/15
NEWUOA ros noisy 2.2 (2)10 (12)5.4 (5)3.7 (3)3.8 (3)4.7 (5)6.6 (7)0/15
RCGA tran noisy 1.6 (0.9)1.1 (2)8.5 (27)21 (21)37 (36)63 (76)76 (60)3/15
SPSA finck noisy 65 (317)664 (1500)511 (1275)298 (289)244 (348)486 (744)311 (329)1/15

Previous dimension | Dimension = 3 | Next dimension

Δ fopt
f101, 3-D
1e1
4.0
1e0
13
1e-1
19
1e-2
20
1e-3
28
1e-5
33
1e-7
38
#succ
15/15
1komma2 brockhoff noisy 5.1 (5)5.0 (8)7.3 (2)12 (2)10 (4)12 (4)13 (0.7)15/15
1komma2mir brockhoff noisy 1.4 (0.6)2.9 (0.9)6.0 (2)7.8 (3)7.6 (2)9.4 (2)11 (1)15/15
1komma2mirser brockhoff noisy 4.2 (2)3.2 (2)5.7 (3)7.1 (3)6.4 (3)8.6 (2)10 (2)15/15
1komma2ser brockhoff noisy 6.2 (5)5.4 (6)7.4 (6)10 (6)10 (9)13 (6)14 (4)15/15
1komma4 brockhoff noisy 3.3 (4)3.0 (0.7)4.2 (2)6.0 (1)5.5 (2)7.5 (1)8.2 (1)15/15
1komma4mir brockhoff noisy 2.3 (2)3.0 (2)3.6 (0.8)5.2 (1)5.1 (1)6.5 (1)7.4 (1)15/15
1komma4mirser brockhoff noisy 2.9 (3)2.6 (1)3.1 (0.9)4.1 (2)3.9 (1)4.9 (1)5.5 (1)15/15
1komma4ser brockhoff noisy 3.3 (3)3.3 (2)3.6 (2)5.0 (1)4.5 (2)5.6 (1)6.5 (1)15/15
AVGNEWUOA ros noisy 3.1 (2)1.6 (0.5)1.7 (0.3)1.9 (0.5)1.5 (0.5)1.5 (0.3)1.4 (0.2)15/15
CMAEGS finck noisy 15 (17)13 (4)112 (31)388 (1384)484 (1752)1431 (19)1256 (1996)13/15
IPOP-ACTCMA-ES ros noisy 3.6 (2)3.9 (1)5.0 (2)7.7 (1)7.2 (2)9.3 (1)11 (0.7)15/15
IPOP-CMA-ES ros noisy 3.4 (5)3.1 (0.8)5.1 (2)7.6 (1)7.2 (0.8)9.4 (0.7)11 (0.9)15/15
MOS torre noisy 2.3 (3)10 (5)21 (9)28 (4)28 (7)36 (7)42 (9)15/15
NEWUOA ros noisy 2.5 (2)2.0 (0.8)2.5 (3)2.9 (4)2.4 (0.3)2.3 (0.8)2.2 (2)15/15
RCGA tran noisy 2.1 (2)10 (9)36 (46)74 (57)88 (74)184 (110)315 (43)15/15
SPSA finck noisy 179 (349)299 (154)846 (1435)2009 (5083)1524 (3661)1392 (5012)3664 (2176)9/15

Δ fopt
f102, 3-D
1e1
4.0
1e0
12
1e-1
23
1e-2
28
1e-3
32
1e-5
39
1e-7
48
#succ
15/15
1komma2 brockhoff noisy 5.1 (8)5.7 (3)5.9 (4)7.2 (2)8.2 (3)11 (5)11 (3)15/15
1komma2mir brockhoff noisy 3.0 (3)3.9 (4)4.5 (2)5.4 (1)6.3 (2)7.6 (2)8.7 (0.9)15/15
1komma2mirser brockhoff noisy 2.8 (4)3.1 (2)4.0 (3)4.9 (1)5.5 (2)7.1 (1)7.6 (0.8)15/15
1komma2ser brockhoff noisy 3.9 (6)5.9 (5)5.3 (2)7.4 (4)8.2 (3)8.7 (4)14 (10)15/15
1komma4 brockhoff noisy 2.9 (0.9)2.7 (2)2.9 (0.9)3.6 (0.5)4.4 (0.8)5.6 (0.9)6.0 (1)15/15
1komma4mir brockhoff noisy 3.8 (4)3.3 (4)3.3 (2)4.0 (0.8)4.7 (0.9)5.7 (0.9)6.0 (0.9)15/15
1komma4mirser brockhoff noisy 2.3 (0.8)2.3 (0.9)2.2 (1)3.1 (1)3.4 (0.8)4.1 (0.6)4.5 (1.0)15/15
1komma4ser brockhoff noisy 2.7 (3)2.7 (0.9)2.5 (0.8)3.4 (2)3.9 (0.5)4.6 (1)5.1 (0.6)15/15
AVGNEWUOA ros noisy 3.2 (2)2.9 (0.4)2.8 (4)2.6 (3)2.8 (3)2.5 (2)2.2 (2)15/15
CMAEGS finck noisy 19 (5)14 (9)15 (14)19 (14)21 (7)1953 (1938)4310 (3282)9/15
IPOP-ACTCMA-ES ros noisy 3.8 (4)3.9 (3)4.1 (2)5.3 (1)6.4 (1)7.8 (1)8.5 (1)15/15
IPOP-CMA-ES ros noisy 4.0 (2)4.2 (3)4.3 (1)5.6 (2)6.7 (2)8.4 (2)8.9 (1)15/15
MOS torre noisy 2.3 (2)12 (6)17 (6)21 (7)25 (9)30 (7)34 (5)15/15
NEWUOA ros noisy 5.3 (2)5.8 (7)5.4 (4)7.2 (8)6.9 (7)9.1 (10)10 (13)15/15
RCGA tran noisy 1.6 (0.9)17 (10)29 (36)43 (29)78 (57)167 (121)243 (108)15/15
SPSA finck noisy 423 (55)401 (558)687 (455)2079 (5438)2169 (1833)5401 (6011)8.8e4 (1e5)0/15

Δ fopt
f103, 3-D
1e1
4.0
1e0
13
1e-1
19
1e-2
19
1e-3
19
1e-5
23
1e-7
43
#succ
15/15
1komma2 brockhoff noisy 5.6 (4)5.1 (4)6.7 (4)10 (3)14 (5)19 (6)14 (3)15/15
1komma2mir brockhoff noisy 2.3 (2)2.8 (1)4.6 (3)7.6 (3)10 (2)13 (4)10 (2)15/15
1komma2mirser brockhoff noisy 2.5 (4)3.0 (1)4.5 (3)7.3 (2)8.8 (3)12 (3)9.1 (1)15/15
1komma2ser brockhoff noisy 3.5 (3)4.3 (3)5.2 (2)7.8 (2)12 (4)17 (2)13 (4)15/15
1komma4 brockhoff noisy 3.6 (2)3.5 (3)4.0 (1)6.1 (2)7.9 (2)11 (3)8.5 (1)15/15
1komma4mir brockhoff noisy 2.3 (3)2.1 (1)4.0 (1)5.9 (2)7.9 (3)10 (2)7.2 (1)15/15
1komma4mirser brockhoff noisy 1.7 (0.9)2.0 (1)2.6 (1)4.1 (0.8)5.2 (2)7.0 (2)5.3 (1)15/15
1komma4ser brockhoff noisy 3.4 (6)2.3 (1)3.3 (1)5.1 (3)6.7 (2)8.1 (2)6.1 (2)15/15
AVGNEWUOA ros noisy 2.9 (1)1.7 (0.2)1.6 (0.5)2.0 (0.7)5.6 (9)10 (15)9.0 (7)15/15
CMAEGS finck noisy 17 (9)16 (9)22 (8)27 (25)34 (8)2221 (3304)2603 (7005)11/15
IPOP-ACTCMA-ES ros noisy 2.2 (1)2.9 (1)4.6 (1)7.9 (3)10 (2)13 (2)10 (0.7)15/15
IPOP-CMA-ES ros noisy 3.6 (2)3.5 (3)4.9 (3)8.0 (2)11 (3)15 (1)11 (3)15/15
MOS torre noisy 2.3 (2)11 (4)20 (6)31 (10)42 (10)63 (14)51 (10)15/15
NEWUOA ros noisy 3.1 (1)2.1 (1)2.6 (4)3.4 (0.7)4.8 (6)5.8 (4)10 (16)15/15
RCGA tran noisy 2.0 (2)13 (7)40 (32)69 (39)141 (108)283 (189)289 (64)15/15
SPSA finck noisy 324 (109)216 (449)230 (381)403 (486)569 (1062)4616 (6120)1.2e4 (2e4)4/15

Δ fopt
f104, 3-D
1e1
30
1e0
207
1e-1
602
1e-2
637
1e-3
648
1e-5
658
1e-7
668
#succ
15/15
1komma2 brockhoff noisy 6.6 (10)10 (8)14 (14)36 (37)50 (73)88 (71)86 (91)6/15
1komma2mir brockhoff noisy 3.9 (1)4.5 (4)5.7 (6)8.3 (6)8.4 (5)9.0 (4)9.1 (5)15/15
1komma2mirser brockhoff noisy 2.4 (2)2.5 (5)6.5 (6)11 (12)11 (4)11 (8)11 (18)15/15
1komma2ser brockhoff noisy 17 (36)15 (24)23 (18)62 (77)116 (113)145 (139)143 (230)4/15
1komma4 brockhoff noisy 2.2 (1)5.3 (7)3.3 (5)3.3 (2)3.4 (4)3.5 (2)3.6 (2)15/15
1komma4mir brockhoff noisy 2.0 (2)2.0 (4)1.2 (1.0)1.4 (1)1.5 (1)1.6 (1)1.7 (1)15/15
1komma4mirser brockhoff noisy 1.5 (0.8)1.8 (2)1.1 (0.6)1.3 (0.9)1.3 (0.9)1.4 (0.9)1.5 (0.6)15/15
1komma4ser brockhoff noisy 2.1 (1)5.6 (5)4.3 (3)5.8 (3)5.8 (9)5.9 (5)5.9 (9)15/15
AVGNEWUOA ros noisy 0.88 (0.5)3.0 (4)2.6 (2)3.3 (2)3.4 (4)4.1 (7)4.1 (4)15/15
CMAEGS finck noisy 29 (99)138 (369)255 (624)242 (477)239 (465)312 (343)315 (677)9/15
IPOP-ACTCMA-ES ros noisy 2.7 (2)1.9 (2)1.3 (0.3)1.5 (0.4)1.7 (0.4)1.9 (1)2.0 (0.4)15/15
IPOP-CMA-ES ros noisy 3.2 (2)2.7 (1)2.0 (0.5)2.5 (2)2.8 (2)3.1 (3)3.3 (2)15/15
MOS torre noisy 8.5 (5)3.2 (2)3.0 (1)3.9 (3)4.6 (1)5.4 (6)6.1 (6)15/15
NEWUOA ros noisy 0.94 (0.2)0.95 (1)2.7 (2)8.3 (8)18 (14)34 (38)40 (32)7/15
RCGA tran noisy 10 (5)40 (26)169 (162)561 (997)1527 (2129)2e50/15
SPSA finck noisy 2.9e4 (3e4)3e50/15

Δ fopt
f105, 3-D
1e1
28
1e0
507
1e-1
1070
1e-2
3228
1e-3
3247
1e-5
3271
1e-7
3297
#succ
5/15
1komma2 brockhoff noisy 8.6 (4)4.9 (8)14 (26)13 (39)27 (28)40 (19)131 (127)1/15
1komma2mir brockhoff noisy 6.1 (2)1.7 (2)6.9 (4)8.4 (7)18 (10)30 (26)29 (21)3/15
1komma2mirser brockhoff noisy 2.9 (2)1.1 (1)4.6 (7)5.5 (5)13 (9)40 (45)40 (55)3/15
1komma2ser brockhoff noisy 7.0 (6)3.8 (4)12 (11)13 (13)24 (46)133 (204)3e40/15
1komma4 brockhoff noisy 3.8 (1)3.3 (11)5.6 (23)4.0 (3)7.0 (7)7.4 (10)7.3 (3)11/15
1komma4mir brockhoff noisy 3.2 (1)1.9 (0.9)2.8 (2)2.2 (4)2.2 (3)2.7 (5)2.7 (1)14/15
1komma4mirser brockhoff noisy 1.6 (1)1.9 (2)5.3 (2)2.4 (4)2.5 (3)2.5 (2)2.5 (3)15/15
1komma4ser brockhoff noisy 2.3 (2)2.2 (2)9.1 (10)4.6 (4)8.1 (13)16 (24)16 (24)7/15
AVGNEWUOA ros noisy 1.8 (7)0.75 (0.6)1.6 (0.9)3.2 (2)8.2 (12)75 (97)2e40/15
CMAEGS finck noisy 14 (18)126 (60)410 (532)392 (362)603 (462)1289 (1723)1279 (1777)1/15
IPOP-ACTCMA-ES ros noisy 3.4 (3)1.7 (4)1.9 (2)0.77 (0.7)0.81 (0.8)0.85 (0.7)0.89 (0.6)15/15
IPOP-CMA-ES ros noisy 4.2 (3)2.4 (2)4.4 (5)1.6 (2)1.7 (0.7)1.8 (1)1.8 (0.9)15/15
MOS torre noisy 10 (6)1.4 (1)1.7 (1)0.71 (0.2)0.78 (0.3)0.93 (0.4)1.1 (0.4)15/15
NEWUOA ros noisy 1.5 (1)0.67 (1)1.9 (4)2.0 (2)7.5 (4)69 (70)70 (81)0/15
RCGA tran noisy 14 (13)11 (12)104 (216)109 (166)220 (243)2e50/15
SPSA finck noisy 1.5e5 (1e5)3e50/15

Δ fopt
f106, 3-D
1e1
29
1e0
68
1e-1
156
1e-2
443
1e-3
759
1e-5
1294
1e-7
1447
#succ
15/15
1komma2 brockhoff noisy 3.9 (2)11 (31)12 (5)5.8 (1)4.1 (2)2.7 (2)2.6 (2)15/15
1komma2mir brockhoff noisy 3.7 (2)13 (17)10 (6)4.3 (2)2.8 (2)1.9 (0.9)1.8 (0.6)15/15
1komma2mirser brockhoff noisy 4.1 (3)8.4 (7)6.5 (3)2.9 (2)2.0 (2)1.3 (0.4)1.3 (0.6)15/15
1komma2ser brockhoff noisy 10 (13)40 (32)29 (25)13 (11)8.8 (3)5.7 (5)5.3 (4)15/15
1komma4 brockhoff noisy 3.1 (2)10 (4)6.6 (5)2.8 (2)1.9 (0.7)1.2 (0.2)1.1 (0.6)15/15
1komma4mir brockhoff noisy 3.3 (1)9.0 (7)6.1 (7)2.6 (2)1.7 (1)1.1 (0.6)1.0 (0.6)15/15
1komma4mirser brockhoff noisy 2.1 (1)5.1 (3)3.8 (2)1.6 (0.6)1.1 (0.4)0.69 (0.2)0.67 (0.2)15/15
1komma4ser brockhoff noisy 2.3 (0.8)7.4 (11)5.4 (5)2.3 (2)1.5 (1)0.98 (0.4)0.92 (0.3)15/15
AVGNEWUOA ros noisy 1.1 (0.5)2.4 (3)1.9 (1.0)1.0 (0.6)2.1 (3)5.0 (2)7.5 (9)10/15
CMAEGS finck noisy 17 (21)40 (59)24 (18)10 (12)7.1 (4)4.8 (1)5.4 (4)15/15
IPOP-ACTCMA-ES ros noisy 2.7 (1)3.7 (2)4.3 (1)2.0 (0.5)1.3 (0.2)0.90 (0.2)0.90 (0.1)15/15
IPOP-CMA-ES ros noisy 3.3 (1)5.2 (2)6.4 (3)3.1 (1.0)2.1 (0.4)1.4 (0.3)1.4 (0.2)15/15
MOS torre noisy 10 (3)8.7 (3)10 (6)4.8 (0.9)3.0 (1)2.2 (0.6)2.4 (0.4)15/15
NEWUOA ros noisy 1.0 (0.6)3.3 (4)5.6 (7)4.4 (3)7.4 (9)13 (18)33 (55)3/15
RCGA tran noisy 14 (12)146 (279)910 (614)1111 (1312)2843 (5879)2e50/15
SPSA finck noisy 810 (826)9114 (8814)3e50/15

Δ fopt
f107, 3-D
1e1
6.0
1e0
47
1e-1
153
1e-2
232
1e-3
325
1e-5
505
1e-7
685
#succ
15/15
1komma2 brockhoff noisy 21 (46)12 (12)10 (17)22 (28)27 (21)203 (182)3e40/15
1komma2mir brockhoff noisy 7.2 (5)1.9 (1)1.9 (2)2.1 (1)2.1 (2)3.2 (2)4.1 (5)15/15
1komma2mirser brockhoff noisy 6.9 (16)2.2 (2)2.2 (1)3.5 (5)4.7 (5)7.3 (6)8.2 (5)14/15
1komma2ser brockhoff noisy 5.7 (10)8.3 (11)13 (13)17 (22)48 (64)95 (75)642 (909)0/15
1komma4 brockhoff noisy 8.7 (34)3.4 (5)2.9 (5)3.3 (5)3.5 (5)6.2 (7)5.8 (7)15/15
1komma4mir brockhoff noisy 3.6 (1)1.2 (0.5)0.71 (0.6)0.82 (0.3)0.96 (0.4)1.1 (0.8)1.5 (1)15/15
1komma4mirser brockhoff noisy 14 (26)2.5 (4)1.2 (2)1.7 (2)1.6 (1)3.1 (3)4.2 (5)15/15
1komma4ser brockhoff noisy 1.1 (0.5)2.1 (4)1.5 (2)3.7 (12)3.3 (5)4.4 (3)10 (11)14/15
AVGNEWUOA ros noisy 16 (28)20 (14)45 (61)116 (219)361 (205)2e40/15
CMAEGS finck noisy 13 (4)5.0 (1)6.1 (1.0)14 (12)49 (163)554 (1785)6150 (1e4)1/15
IPOP-ACTCMA-ES ros noisy 5.3 (4)1.3 (0.7)0.99 (0.7)0.97 (0.6)0.96 (0.2)1.0 (0.2)1.0 (0.4)15/15
IPOP-CMA-ES ros noisy 1.7 (3)1.2 (0.9)0.80 (0.4)0.96 (0.3)1.0 (0.3)0.98 (0.1)1.0 (0.3)15/15
MOS torre noisy 1.5 (1)3.3 (3)5.3 (1)7.2 (4)7.2 (5)7.2 (5)7.0 (5)15/15
NEWUOA ros noisy 12 (13)29 (25)61 (90)65 (61)150 (91)2e40/15
RCGA tran noisy 1.5 (2)7.8 (20)9.2 (8)11 (10)13 (8)26 (3)31 (12)15/15
SPSA finck noisy 194 (594)8505 (1356)1.4e4 (2e4)1.8e4 (2e4)1.3e4 (1e4)3e50/15

Δ fopt
f108, 3-D
1e1
6.0
1e0
98
1e-1
1966
1e-2
5527
1e-3
10825
1e-5
17187
1e-7
32181
#succ
15/15
1komma2 brockhoff noisy 33 (58)29 (9)53 (39)3e40/15
1komma2mir brockhoff noisy 23 (39)25 (28)13 (10)37 (33)3e40/15
1komma2mirser brockhoff noisy 52 (113)25 (22)23 (27)81 (91)3e40/15
1komma2ser brockhoff noisy 29 (62)42 (33)19 (37)79 (62)3e40/15
1komma4 brockhoff noisy 29 (99)10 (9)6.0 (10)38 (36)3e40/15
1komma4mir brockhoff noisy 29 (72)19 (8)5.9 (3)14 (10)3e40/15
1komma4mirser brockhoff noisy 10 (1)14 (38)9.3 (19)38 (29)3e40/15
1komma4ser brockhoff noisy 34 (74)20 (13)8.6 (6)77 (49)3e40/15
AVGNEWUOA ros noisy 117 (181)82 (65)126 (177)2e40/15
CMAEGS finck noisy 2584 (4944)270 (122)44 (81)25 (28)17 (12)44 (38)68 (72)0/15
IPOP-ACTCMA-ES ros noisy 13 (33)8.5 (6)1.8 (2)1.1 (0.9)0.96 (0.8)1.1 (0.6)0.81 (0.2)15/15
IPOP-CMA-ES ros noisy 94 (49)11 (19)1.3 (1)1.0 (0.7)0.89 (0.6)1.1 (0.4)1.0 (0.5)15/15
MOS torre noisy 1.5 (1)67 (4)138 (192)91 (74)61 (118)45 (17)29 (24)6/15
NEWUOA ros noisy 104 (100)57 (72)36 (27)2e40/15
RCGA tran noisy 2.0 (2)10 (2)24 (42)20 (18)22 (42)129 (144)2e50/15
SPSA finck noisy 266 (237)167 (263)58 (56)390 (437)3e50/15

Δ fopt
f109, 3-D
1e1
4.0
1e0
21
1e-1
93
1e-2
145
1e-3
193
1e-5
251
1e-7
251
#succ
15/15
1komma2 brockhoff noisy 4.8 (7)3.4 (5)2.0 (1)1.9 (1)2.8 (2)3.9 (3)6.8 (5)15/15
1komma2mir brockhoff noisy 3.5 (3)2.9 (2)1.3 (1)1.6 (0.7)1.7 (1)2.4 (1)3.7 (2)15/15
1komma2mirser brockhoff noisy 3.1 (2)1.8 (1)0.83 (0.3)0.97 (0.3)1.1 (0.3)1.5 (0.3)2.4 (0.6)15/15
1komma2ser brockhoff noisy 8.0 (3)7.5 (9)2.5 (3)3.1 (3)3.5 (3)6.1 (2)8.3 (10)15/15
1komma4 brockhoff noisy 2.2 (2)1.8 (2)0.92 (0.4)1.1 (0.4)1.2 (0.3)1.7 (1)3.0 (2)15/15
1komma4mir brockhoff noisy 3.7 (2)2.0 (1)1.1 (0.5)1.2 (0.8)1.3 (0.3)1.7 (0.5)2.6 (0.3)15/15
1komma4mirser brockhoff noisy 1.9 (2)1.2 (0.8)0.66 (0.2)0.72 (0.2)0.72 (0.3)0.94 (0.1)1.3 (0.1)15/15
1komma4ser brockhoff noisy 2.0 (2)1.5 (1)0.76 (0.4)0.85 (0.5)0.90 (0.5)1.2 (1)1.8 (0.4)15/15
AVGNEWUOA ros noisy 3.1 (3)7.4 (15)5.9 (5)8.9 (13)17 (18)112 (158)263 (237)2/15
CMAEGS finck noisy 19 (24)9.3 (8)4.4 (11)33 (10)403 (718)3e50/15
IPOP-ACTCMA-ES ros noisy 2.4 (2)2.6 (0.6)1.3 (0.5)1.4 (0.5)1.6 (0.8)2.1 (0.6)3.1 (1)15/15
IPOP-CMA-ES ros noisy 4.1 (5)2.3 (0.8)1.2 (0.6)1.4 (0.5)1.7 (0.4)2.4 (0.7)3.6 (0.8)15/15
MOS torre noisy 2.3 (2)6.0 (2)4.2 (2)5.6 (3)6.4 (3)12 (4)16 (5)15/15
NEWUOA ros noisy 4.8 (8)6.1 (8)6.4 (13)12 (20)34 (23)181 (105)1e40/15
RCGA tran noisy 3.0 (2)10 (18)11 (6)14 (12)20 (9)33 (7)51 (11)15/15
SPSA finck noisy 403 (840)226 (162)1471 (2176)1625 (2347)3769 (7252)3e50/15

Δ fopt
f110, 3-D
1e1
56
1e0
922
1e-1
6277
1e-2
20456
1e-3
35327
1e-5
61979
1e-7
63571
#succ
15/15
1komma2 brockhoff noisy 10 (21)2.9 (3)1.7 (0.9)2.5 (2)13 (17)3e40/15
1komma2mir brockhoff noisy 5.6 (6)1.3 (1)1.4 (2)1.0 (0.6)1.7 (2)3e40/15
1komma2mirser brockhoff noisy 3.6 (3)1.5 (1.0)1.0 (0.4)1.4 (2)2.7 (3)3e40/15
1komma2ser brockhoff noisy 10 (10)4.5 (3)3.2 (2)3.8 (4)3e40/15
1komma4 brockhoff noisy 1.9 (0.7)2.7 (4)1.8 (4)2.5 (3)2.8 (2)3.4 (2)6.7 (12)1/15
1komma4mir brockhoff noisy 6.2 (7)2.4 (1)1.3 (1)1.5 (2)3.7 (6)7.0 (9)3e40/15
1komma4mirser brockhoff noisy 4.1 (7)1.3 (2)1.1 (0.6)1.2 (1)1.7 (0.7)3.5 (5)3.4 (3)2/15
1komma4ser brockhoff noisy 2.6 (0.9)2.0 (2)1.2 (0.5)0.82 (0.7)2.5 (4)3e40/15
AVGNEWUOA ros noisy 15 (12)6.6 (11)8.4 (8)2e40/15
CMAEGS finck noisy 174 (751)60 (164)103 (134)206 (279)3e50/15
IPOP-ACTCMA-ES ros noisy 1.7 (1)1.3 (0.8)2.6 (2)1.2 (1)0.69 (0.8)0.40 (0.3)0.41 (0.1)15/15
IPOP-CMA-ES ros noisy 2.1 (1)1.7 (4)4.9 (4)2.6 (1)1.6 (0.8)0.99 (0.4)0.99 (0.6)15/15
MOS torre noisy 6.1 (5)4.9 (0.8)19 (21)7.6 (8)4.4 (4)2.6 (3)2.6 (3)15/15
NEWUOA ros noisy 24 (19)9.0 (6)4.3 (5)11 (13)2e40/15
RCGA tran noisy 6.8 (6)5.8 (10)20 (24)23 (39)2e50/15
SPSA finck noisy 1627 (2834)3e50/15

Δ fopt
f111, 3-D
1e1
174
1e0
3475
1e-1
29972
1e-2
75886
1e-3
1.9e5
1e-5
1.4e6
1e-7
1.5e6
#succ
14/15
1komma2 brockhoff noisy 24 (18)128 (123)3e40/15
1komma2mir brockhoff noisy 16 (21)12 (19)3e40/15
1komma2mirser brockhoff noisy 21 (19)16 (25)3e40/15
1komma2ser brockhoff noisy 39 (44)31 (47)3e40/15
1komma4 brockhoff noisy 5.0 (5)3.9 (5)4.2 (6)3e40/15
1komma4mir brockhoff noisy 5.8 (4)2.7 (2)3.1 (7)3e40/15
1komma4mirser brockhoff noisy 9.3 (14)3.0 (3)3e40/15
1komma4ser brockhoff noisy 12 (13)11 (16)3e40/15
AVGNEWUOA ros noisy 55 (60)2e40/15
CMAEGS finck noisy 94 (185)15 (10)30 (28)27 (22)3e50/15
IPOP-ACTCMA-ES ros noisy 5.0 (3)0.86 (0.6)4.2 (9)10 (8)4.7 (4)0.88 (0.6)0.90 (0.3)14/15
IPOP-CMA-ES ros noisy 2.3 (2)0.95 (0.6)16 (30)16 (15)6.4 (6)0.89 (0.6)0.89 (0.3)13/15
MOS torre noisy 17 (3)12 (0.4)17 (29)12 (6)30 (24)4e50/15
NEWUOA ros noisy 85 (48)32 (35)7.8 (9)2e40/15
RCGA tran noisy 12 (3)3.2 (3)4.5 (8)14 (8)5.4 (6)2e50/15
SPSA finck noisy 191 (382)3e50/15

Δ fopt
f112, 3-D
1e1
29
1e0
338
1e-1
1568
1e-2
2478
1e-3
2849
1e-5
3105
1e-7
3534
#succ
15/15
1komma2 brockhoff noisy 17 (4)28 (29)10 (16)8.7 (9)8.0 (5)8.5 (5)7.8 (5)10/15
1komma2mir brockhoff noisy 3.2 (2)5.8 (9)2.5 (2)2.0 (1)1.9 (0.6)2.0 (1)1.9 (0.9)15/15
1komma2mirser brockhoff noisy 3.5 (2)5.2 (12)1.7 (3)1.4 (2)1.4 (0.8)1.4 (0.9)1.3 (1)15/15
1komma2ser brockhoff noisy 8.6 (5)27 (57)12 (17)16 (28)17 (12)31 (25)28 (17)4/15
1komma4 brockhoff noisy 2.2 (0.7)1.3 (0.5)0.95 (0.4)0.88 (0.4)0.88 (0.4)0.94 (0.3)0.89 (0.4)15/15
1komma4mir brockhoff noisy 2.3 (1)3.1 (4)1.1 (0.5)0.90 (0.9)0.87 (0.5)0.86 (0.6)0.83 (0.7)15/15
1komma4mirser brockhoff noisy 1.9 (1)2.1 (2)0.76 (0.6)0.58 (0.4)0.56 (0.3)0.56 (0.2)0.52 (0.3)15/15
1komma4ser brockhoff noisy 2.7 (2)4.6 (4)1.5 (2)1.2 (1)1.1 (0.7)1.1 (1.0)1.0 (0.7)15/15
AVGNEWUOA ros noisy 2.1 (3)2.2 (3)1.8 (0.8)10 (14)85 (52)2e40/15
CMAEGS finck noisy 23 (13)307 (505)571 (638)1699 (1395)3e50/15
IPOP-ACTCMA-ES ros noisy 3.8 (2)1.6 (0.4)0.79 (0.5)0.70 (0.2)0.72 (0.3)0.76 (0.2)0.76 (0.3)15/15
IPOP-CMA-ES ros noisy 3.7 (1)4.6 (10)1.8 (2)1.5 (0.9)1.5 (0.4)1.5 (1)1.5 (1)15/15
MOS torre noisy 10 (6)2.4 (1.0)1.9 (1)1.6 (0.5)1.6 (0.8)1.9 (0.6)2.0 (0.5)15/15
NEWUOA ros noisy 1.3 (0.5)1.7 (1)1.4 (2)8.7 (6)37 (78)1e40/15
RCGA tran noisy 11 (13)18 (35)72 (105)93 (65)365 (342)2e50/15
SPSA finck noisy 2810 (5475)1.2e4 (3550)3e50/15

Δ fopt
f113, 3-D
1e1
26
1e0
126
1e-1
1948
1e-2
3093
1e-3
3236
1e-5
3236
1e-7
3428
#succ
12/15
1komma2 brockhoff noisy 6.7 (16)11 (17)2.6 (3)6.0 (7)11 (14)11 (13)15 (21)3/15
1komma2mir brockhoff noisy 2.6 (4)4.1 (6)0.84 (0.8)2.9 (6)4.1 (3)4.1 (4)6.4 (7)11/15
1komma2mirser brockhoff noisy 8.7 (6)7.4 (3)1.3 (1)1.8 (2)7.3 (6)7.3 (9)13 (13)7/15
1komma2ser brockhoff noisy 12 (9)8.8 (10)3.6 (5)18 (31)41 (46)41 (57)125 (151)0/15
1komma4 brockhoff noisy 4.2 (7)4.9 (7)2.0 (1)2.3 (1)3.5 (3)3.5 (3)3.8 (3)13/15
1komma4mir brockhoff noisy 1.1 (0.4)5.7 (11)1.9 (3)2.6 (3)3.4 (3)3.4 (7)3.4 (7)13/15
1komma4mirser brockhoff noisy 6.4 (0.7)5.0 (9)1.6 (2)2.7 (4)2.8 (4)2.8 (1)3.2 (3)14/15
1komma4ser brockhoff noisy 2.4 (1)4.6 (7)1.7 (2)2.2 (3)3.3 (6)3.3 (3)5.8 (7)11/15
AVGNEWUOA ros noisy 8.3 (11)15 (30)8.0 (5)25 (26)75 (45)75 (102)2e40/15
CMAEGS finck noisy 22 (32)19 (41)82 (35)292 (481)392 (485)392 (350)1280 (1052)1/15
IPOP-ACTCMA-ES ros noisy 2.1 (8)7.8 (16)0.88 (2)0.60 (0.5)0.77 (1.0)0.77 (1.0)0.75 (1.0)15/15
IPOP-CMA-ES ros noisy 1.9 (2)6.6 (14)1.9 (2)1.8 (2)1.8 (2)1.8 (2)1.8 (2)15/15
MOS torre noisy 1.4 (1)4.1 (4)3.4 (9)3.4 (3)3.5 (5)3.5 (5)3.5 (5)15/15
NEWUOA ros noisy 7.9 (9)14 (14)5.1 (10)12 (10)70 (75)70 (116)2e40/15
RCGA tran noisy 2.1 (2)11 (33)19 (23)39 (58)38 (28)38 (18)38 (47)10/15
SPSA finck noisy 19 (11)1666 (3725)1007 (1081)1374 (1067)3e50/15

Δ fopt
f114, 3-D
1e1
26
1e0
1015
1e-1
6279
1e-2
18884
1e-3
28324
1e-5
28324
1e-7
32580
#succ
15/15
1komma2 brockhoff noisy 33 (62)11 (18)21 (22)3e40/15
1komma2mir brockhoff noisy 17 (36)6.9 (4)21 (27)3e40/15
1komma2mirser brockhoff noisy 31 (39)22 (18)23 (16)3e40/15
1komma2ser brockhoff noisy 30 (59)12 (23)3e40/15
1komma4 brockhoff noisy 21 (50)3.6 (5)7.6 (17)23 (21)3e40/15
1komma4mir brockhoff noisy 6.6 (4)2.5 (3)5.7 (2)10 (8)15 (10)15 (18)3e40/15
1komma4mirser brockhoff noisy 25 (19)4.0 (5)12 (20)3e40/15
1komma4ser brockhoff noisy 18 (23)6.4 (8)10 (9)3e40/15
AVGNEWUOA ros noisy 102 (137)26 (22)2e40/15
CMAEGS finck noisy 544 (1797)127 (180)148 (142)3e50/15
IPOP-ACTCMA-ES ros noisy 25 (47)1.4 (1)0.88 (0.8)0.61 (0.3)0.42 (0.2)0.42 (0.1)0.39 (0.1)15/15
IPOP-CMA-ES ros noisy 7.0 (10)2.4 (2)1.6 (0.8)0.81 (0.7)0.60 (0.5)0.60 (0.6)0.59 (0.5)15/15
MOS torre noisy 1.9 (4)9.3 (2)31 (55)20 (28)13 (7)13 (27)14 (18)9/15
NEWUOA ros noisy 70 (69)31 (34)2e40/15
RCGA tran noisy 1.6 (3)7.9 (4)12 (21)14 (27)12 (18)12 (13)20 (23)1/15
SPSA finck noisy 220 (513)63 (54)685 (1051)3e50/15

Δ fopt
f115, 3-D
1e1
12
1e0
118
1e-1
593
1e-2
841
1e-3
890
1e-5
890
1e-7
1246
#succ
15/15
1komma2 brockhoff noisy 4.9 (6)2.7 (1)7.9 (7)41 (24)64 (40)64 (66)3e40/15
1komma2mir brockhoff noisy 1.7 (1)2.1 (1)2.9 (1)5.8 (8)12 (12)12 (8)21 (19)5/15
1komma2mirser brockhoff noisy 2.9 (3)1.5 (1)1.6 (0.9)5.0 (8)13 (21)13 (19)39 (78)1/15
1komma2ser brockhoff noisy 4.4 (5)3.4 (1)3.4 (2)23 (22)50 (70)50 (51)169 (155)2/15
1komma4 brockhoff noisy 2.9 (3)1.5 (2)1.6 (0.4)2.8 (3)4.3 (4)4.3 (2)6.5 (11)13/15
1komma4mir brockhoff noisy 2.7 (2)0.88 (0.5)1.3 (2)1.4 (0.7)3.4 (4)3.4 (4)4.1 (7)12/15
1komma4mirser brockhoff noisy 2.1 (2)1.3 (3)0.87 (1)1.4 (1)1.6 (1)1.6 (1)2.1 (1)15/15
1komma4ser brockhoff noisy 4.6 (4)1.9 (2)1.6 (2)2.5 (2)3.1 (4)3.1 (2)5.3 (5)14/15
AVGNEWUOA ros noisy 1.1 (0.2)2.6 (4)4.9 (9)19 (12)45 (48)45 (71)59 (97)2/15
CMAEGS finck noisy 21 (42)122 (276)392 (701)1637 (1801)4765 (7345)4765 (5993)3403 (2773)0/15
IPOP-ACTCMA-ES ros noisy 2.1 (1)0.88 (0.4)0.91 (0.6)0.80 (0.8)0.90 (0.7)0.90 (0.8)0.78 (0.3)15/15
IPOP-CMA-ES ros noisy 6.5 (4)2.4 (3)1.8 (4)2.4 (2)2.4 (2)2.4 (2)1.9 (2)15/15
MOS torre noisy 2.3 (0.5)2.1 (2)5.0 (14)7.4 (12)7.6 (13)7.6 (13)5.7 (9)15/15
NEWUOA ros noisy 0.97 (0.2)4.0 (10)8.3 (7)66 (68)215 (194)215 (279)154 (188)0/15
RCGA tran noisy 6.1 (4)56 (57)96 (75)145 (178)138 (116)138 (131)129 (94)7/15
SPSA finck noisy 49 (91)578 (912)561 (475)1533 (1469)3e50/15

Δ fopt
f116, 3-D
1e1
169
1e0
2642
1e-1
4419
1e-2
6154
1e-3
7143
1e-5
9614
1e-7
11370
#succ
15/15
1komma2 brockhoff noisy 17 (14)9.4 (12)96 (119)3e40/15
1komma2mir brockhoff noisy 14 (19)4.0 (1)8.4 (3)10 (4)14 (9)46 (55)3e40/15
1komma2mirser brockhoff noisy 27 (18)5.6 (10)6.8 (6)34 (22)3e40/15
1komma2ser brockhoff noisy 40 (59)13 (12)46 (39)34 (20)63 (130)3e40/15
1komma4 brockhoff noisy 12 (24)3.8 (5)11 (11)15 (20)18 (20)15 (16)19 (12)2/15
1komma4mir brockhoff noisy 10 (18)3.1 (3)4.3 (6)4.9 (6)5.4 (6)14 (18)12 (14)2/15
1komma4mirser brockhoff noisy 11 (11)1.8 (1)4.0 (4)4.5 (6)5.5 (6)10 (8)3e40/15
1komma4ser brockhoff noisy 8.2 (4)2.2 (3)3.9 (4)7.1 (3)13 (25)3e40/15
AVGNEWUOA ros noisy 65 (25)28 (21)2e40/15
CMAEGS finck noisy 1977 (3461)1701 (1764)3e50/15
IPOP-ACTCMA-ES ros noisy 5.9 (9)1.3 (3)1.2 (0.7)1.0 (0.3)0.90 (0.4)0.71 (0.5)0.63 (0.4)15/15
IPOP-CMA-ES ros noisy 11 (22)2.8 (2)2.5 (1)2.1 (0.8)1.9 (1)1.5 (0.9)1.3 (0.6)15/15
MOS torre noisy 7.3 (3)4.4 (6)3.0 (4)2.4 (3)2.2 (4)2.0 (3)1.9 (4)15/15
NEWUOA ros noisy 44 (27)41 (36)50 (79)2e40/15
RCGA tran noisy 61 (100)27 (33)52 (56)65 (63)2e50/15
SPSA finck noisy 4065 (5025)1622 (1533)3e50/15

Δ fopt
f117, 3-D
1e1
2392
1e0
14361
1e-1
39508
1e-2
56448
1e-3
61720
1e-5
73678
1e-7
80041
#succ
15/15
1komma2 brockhoff noisy 16 (20)30 (22)3e40/15
1komma2mir brockhoff noisy 6.7 (23)30 (44)3e40/15
1komma2mirser brockhoff noisy 13 (10)10 (5)3e40/15
1komma2ser brockhoff noisy 13 (17)3e40/15
1komma4 brockhoff noisy 5.2 (3)14 (10)3e40/15
1komma4mir brockhoff noisy 5.6 (9)6.7 (8)3.5 (5)7.9 (7)3e40/15
1komma4mirser brockhoff noisy 2.7 (3)3e40/15
1komma4ser brockhoff noisy 5.7 (3)9.3 (6)11 (10)3e40/15
AVGNEWUOA ros noisy 33 (40)2e40/15
CMAEGS finck noisy 361 (348)293 (366)107 (223)3e50/15
IPOP-ACTCMA-ES ros noisy 1.8 (2)0.95 (0.6)0.56 (0.3)0.44 (0.3)0.55 (0.0)0.57 (0.1)0.66 (0.3)15/15
IPOP-CMA-ES ros noisy 2.3 (2)1.0 (1)0.66 (0.5)0.66 (0.5)0.64 (0.4)0.62 (0.4)0.68 (0.3)15/15
MOS torre noisy 6.6 (13)8.1 (9)4.6 (3)6.0 (7)7.0 (8)6.0 (8)5.6 (3)9/15
NEWUOA ros noisy 96 (89)2e40/15
RCGA tran noisy 7.4 (10)10 (16)16 (8)38 (46)35 (33)2e50/15
SPSA finck noisy 133 (126)3e50/15

Δ fopt
f118, 3-D
1e1
109
1e0
205
1e-1
712
1e-2
853
1e-3
1008
1e-5
1283
1e-7
1593
#succ
15/15
1komma2 brockhoff noisy 9.4 (9)15 (10)7.2 (5)6.6 (2)6.1 (3)5.6 (4)6.5 (3)14/15
1komma2mir brockhoff noisy 4.2 (3)7.5 (5)3.4 (2)3.4 (0.8)3.3 (2)3.0 (2)2.7 (2)15/15
1komma2mirser brockhoff noisy 5.5 (4)5.5 (4)2.0 (1)1.8 (1)2.0 (0.6)1.8 (0.9)1.6 (0.6)15/15
1komma2ser brockhoff noisy 30 (38)46 (43)23 (25)24 (27)27 (43)21 (20)20 (13)9/15
1komma4 brockhoff noisy 2.6 (2)3.2 (3)1.3 (0.6)1.3 (0.3)1.2 (0.4)1.1 (0.2)1.0 (0.5)15/15
1komma4mir brockhoff noisy 3.2 (3)3.5 (2)1.2 (0.3)1.2 (0.5)1.1 (0.2)1.1 (0.3)0.99 (0.2)15/15
1komma4mirser brockhoff noisy 2.0 (0.6)2.3 (2)0.92 (0.4)0.83 (0.2)0.78 (0.2)0.71 (0.2)0.66 (0.2)15/15
1komma4ser brockhoff noisy 3.3 (3)2.9 (2)1.1 (0.4)1.0 (0.5)0.93 (0.4)0.82 (0.4)0.75 (0.3)15/15
AVGNEWUOA ros noisy 1.0 (0.2)5.0 (5)5.4 (5)26 (27)77 (48)2e40/15
CMAEGS finck noisy 715 (1380)2974 (3259)2748 (3272)4939 (3526)3e50/15
IPOP-ACTCMA-ES ros noisy 3.4 (2)3.0 (1)1.0 (0.3)0.98 (0.4)0.95 (0.3)0.94 (0.1)0.94 (0.2)15/15
IPOP-CMA-ES ros noisy 6.2 (6)6.7 (4)2.6 (0.2)2.4 (0.7)2.2 (0.2)2.0 (0.4)1.9 (0.2)15/15
MOS torre noisy 6.0 (2)5.2 (1)1.9 (0.5)2.0 (0.2)2.3 (0.6)2.8 (0.3)3.1 (0.7)15/15
NEWUOA ros noisy 1.7 (2)3.7 (5)6.5 (8)43 (37)109 (195)2e40/15
RCGA tran noisy 142 (131)541 (741)672 (1103)1270 (1275)2227 (1339)2e50/15
SPSA finck noisy 1406 (2140)6630 (7827)3e50/15

Δ fopt
f119, 3-D
1e1
2.0
1e0
66
1e-1
421
1e-2
610
1e-3
2005
1e-5
12038
1e-7
15719
#succ
15/15
1komma2 brockhoff noisy 7.3 (3)4.4 (6)5.3 (3)17 (17)48 (36)3e40/15
1komma2mir brockhoff noisy 5.2 (6)3.2 (6)1.7 (1)4.2 (3)3.2 (3)17 (18)3e40/15
1komma2mirser brockhoff noisy 2.4 (2)1.5 (0.8)1.4 (2)2.9 (2)4.5 (5)3e40/15
1komma2ser brockhoff noisy 31 (86)7.0 (15)3.7 (4)39 (43)110 (120)3e40/15
1komma4 brockhoff noisy 10 (28)4.3 (6)1.5 (1)3.0 (4)2.4 (2)18 (22)3e40/15
1komma4mir brockhoff noisy 5.2 (8)3.2 (8)0.92 (1)1.5 (1)2.3 (2)3.9 (6)28 (32)0/15
1komma4mirser brockhoff noisy 14 (6)1.7 (2)0.96 (1)1.8 (3)2.6 (2)6.1 (7)3e40/15
1komma4ser brockhoff noisy 47 (8)3.7 (7)2.0 (2)3.2 (6)4.9 (4)35 (69)3e40/15
AVGNEWUOA ros noisy 26 (21)8.2 (9)16 (20)51 (55)2e40/15
CMAEGS finck noisy 27 (25)25 (96)25 (73)136 (182)193 (376)3e50/15
IPOP-ACTCMA-ES ros noisy 6.1 (10)1.1 (0.4)0.55 (0.5)0.92 (1)0.77 (0.9)0.72 (0.6)0.79 (0.1)15/15
IPOP-CMA-ES ros noisy 9.3 (18)0.94 (0.3)0.38 (0.3)0.69 (0.9)0.91 (3)1.0 (0.8)1.7 (2)15/15
MOS torre noisy 1.3 (1)1.2 (1)2.6 (3)4.6 (2)2.1 (1)0.68 (0.9)1.0 (0.9)15/15
NEWUOA ros noisy 14 (39)18 (21)27 (30)116 (242)114 (124)2e40/15
RCGA tran noisy 2.7 (2)6.7 (19)6.2 (16)7.6 (5)9.3 (6)24 (29)2e50/15
SPSA finck noisy 206 (113)5921 (3573)1.1e4 (1e4)7299 (7132)3e50/15

Δ fopt
f120, 3-D
1e1
2.0
1e0
81
1e-1
1802
1e-2
6937
1e-3
31935
1e-5
1.2e5
1e-7
2.7e5
#succ
15/15
1komma2 brockhoff noisy 47 (42)30 (27)31 (54)3e40/15
1komma2mir brockhoff noisy 64 (211)7.7 (14)15 (4)3e40/15
1komma2mirser brockhoff noisy 72 (40)31 (31)29 (30)63 (65)3e40/15
1komma2ser brockhoff noisy 24 (81)37 (22)28 (38)29 (35)3e40/15
1komma4 brockhoff noisy 10 (30)11 (12)13 (12)62 (54)3e40/15
1komma4mir brockhoff noisy 30 (11)12 (9)7.1 (9)3e40/15
1komma4mirser brockhoff noisy 5.9 (6)17 (28)10 (10)61 (70)3e40/15
1komma4ser brockhoff noisy 59 (133)18 (14)14 (13)3e40/15
AVGNEWUOA ros noisy 131 (126)66 (121)40 (68)2e40/15
CMAEGS finck noisy 2322 (2030)843 (2097)151 (146)74 (162)43 (35)3e50/15
IPOP-ACTCMA-ES ros noisy 15 (58)8.2 (23)1.9 (1)1.6 (2)0.66 (0.3)0.57 (0.5)0.50 (0.4)15/15
IPOP-CMA-ES ros noisy 9.4 (17)11 (10)1.9 (2)0.97 (0.5)0.60 (0.3)0.53 (0.2)0.77 (0.3)15/15
MOS torre noisy 1.3 (0.4)3.5 (7)78 (193)38 (82)15 (26)10 (9)4.4 (3)5/15
NEWUOA ros noisy 132 (120)62 (57)62 (90)2e40/15
RCGA tran noisy 3.3 (2)5.5 (1)19 (44)26 (35)32 (35)2e50/15
SPSA finck noisy 604 (382)246 (309)338 (291)3e50/15

Δ fopt
f121, 3-D
1e1
2.0
1e0
41
1e-1
116
1e-2
250
1e-3
699
1e-5
2297
1e-7
3321
#succ
15/15
1komma2 brockhoff noisy 2.9 (6)1.6 (0.8)1.6 (0.5)2.4 (1)3.1 (3)3.9 (3)5.3 (7)10/15
1komma2mir brockhoff noisy 3.3 (3)1.1 (0.9)1.1 (0.4)1.4 (1.0)1.7 (2)2.2 (1)3.0 (1)15/15
1komma2mirser brockhoff noisy 2.1 (3)1.1 (0.8)1.1 (0.6)0.88 (0.4)1.1 (1)1.4 (0.9)1.8 (0.7)15/15
1komma2ser brockhoff noisy 2.8 (2)2.7 (3)2.8 (1)7.4 (15)7.3 (5)12 (17)23 (32)2/15
1komma4 brockhoff noisy 1.7 (2)0.77 (0.4)0.77 (0.2)1.2 (1)1.1 (0.6)0.95 (0.4)1.1 (0.3)15/15
1komma4mir brockhoff noisy 4.3 (4)1.2 (0.7)0.87 (0.5)1.0 (0.4)1.0 (0.5)0.82 (0.4)1.0 (0.2)15/15
1komma4mirser brockhoff noisy 2.5 (2)0.98 (0.8)0.64 (0.3)0.66 (0.2)0.66 (0.5)0.52 (0.2)0.56 (0.1)★215/15
1komma4ser brockhoff noisy 5.1 (3)1.2 (1)0.82 (0.7)0.89 (0.8)0.93 (0.6)0.77 (0.3)0.80 (0.3)15/15
AVGNEWUOA ros noisy 3.2 (3)3.5 (4)5.3 (5)27 (64)319 (213)2e40/15
CMAEGS finck noisy 32 (22)7.8 (13)4.6 (9)266 (17)887 (866)3e50/15
IPOP-ACTCMA-ES ros noisy 3.1 (3)1.1 (0.9)0.92 (0.4)1.0 (0.5)0.90 (0.4)0.87 (0.1)0.90 (0.1)15/15
IPOP-CMA-ES ros noisy 4.7 (2)1.3 (0.7)1.2 (0.7)1.5 (0.6)1.6 (0.6)1.9 (0.6)2.6 (0.3)15/15
MOS torre noisy 1.3 (1)1.4 (2)4.5 (1)4.7 (1)3.2 (1)2.3 (0.6)2.6 (0.4)15/15
NEWUOA ros noisy 3.5 (4)3.5 (5)7.7 (2)43 (50)1e40/15
RCGA tran noisy 1.7 (2)2.5 (1)13 (13)11 (10)37 (21)161 (228)2e50/15
SPSA finck noisy 306 (475)2696 (1831)3622 (7865)2263 (1456)6237 (4936)3e50/15

Δ fopt
f122, 3-D
1e1
6.0
1e0
357
1e-1
1802
1e-2
4317
1e-3
7595
1e-5
12242
1e-7
19009
#succ
15/15
1komma2 brockhoff noisy 6.8 (5)6.8 (7)53 (45)3e40/15
1komma2mir brockhoff noisy 4.9 (3)1.6 (1)5.0 (3)24 (30)3e40/15
1komma2mirser brockhoff noisy 6.2 (14)3.1 (6)10 (5)47 (54)3e40/15
1komma2ser brockhoff noisy 9.2 (22)5.2 (8)56 (53)3e40/15
1komma4 brockhoff noisy 5.9 (9)3.5 (4)6.1 (3)47 (73)3e40/15
1komma4mir brockhoff noisy 4.3 (1)1.9 (3)3.6 (3)9.3 (17)3e40/15
1komma4mirser brockhoff noisy 2.9 (2)0.74 (2)5.3 (4)11 (22)58 (32)3e40/15
1komma4ser brockhoff noisy 11 (11)5.1 (6)11 (12)103 (153)3e40/15
AVGNEWUOA ros noisy 13 (41)22 (18)2e40/15
CMAEGS finck noisy 11 (9)4.1 (5)49 (177)147 (197)165 (173)3e50/15
IPOP-ACTCMA-ES ros noisy 2.8 (1)1.4 (2)0.80 (0.9)0.70 (0.3)0.67 (0.4)0.81 (0.4)0.90 (0.4)15/15
IPOP-CMA-ES ros noisy 1.8 (2)1.1 (0.4)1.1 (1)0.69 (0.3)0.76 (0.8)0.96 (0.6)1.1 (0.8)15/15
MOS torre noisy 1.4 (1)2.7 (2)9.2 (8)15 (17)15 (10)22 (23)17 (14)8/15
NEWUOA ros noisy 8.2 (19)21 (14)122 (98)2e40/15
RCGA tran noisy 1.3 (2)7.9 (7)13 (10)8.6 (4)13 (6)87 (106)2e50/15
SPSA finck noisy 100 (36)2638 (3088)3e50/15

Δ fopt
f123, 3-D
1e1
5.0
1e0
1546
1e-1
21830
1e-2
50182
1e-3
93159
1e-5
1.9e5
1e-7
4.4e5
#succ
15/15
1komma2 brockhoff noisy 28 (69)11 (5)3e40/15
1komma2mir brockhoff noisy 34 (37)7.4 (8)3e40/15
1komma2mirser brockhoff noisy 48 (60)5.0 (12)3e40/15
1komma2ser brockhoff noisy 49 (109)15 (12)3e40/15
1komma4 brockhoff noisy 27 (33)7.2 (4)19 (19)3e40/15
1komma4mir brockhoff noisy 4.5 (11)3.1 (4)3e40/15
1komma4mirser brockhoff noisy 29 (3)5.2 (6)3e40/15
1komma4ser brockhoff noisy 81 (159)10 (12)3e40/15
AVGNEWUOA ros noisy 117 (254)33 (30)2e40/15
CMAEGS finck noisy 688 (568)46 (28)17 (10)89 (76)3e50/15
IPOP-ACTCMA-ES ros noisy 25 (12)2.9 (3)0.56 (0.2)0.71 (0.4)0.75 (0.2)0.84 (0.4)0.92 (0.7)15/15
IPOP-CMA-ES ros noisy 8.4 (0.8)1.7 (3)0.90 (0.8)0.98 (0.8)0.89 (0.3)0.85 (0.6)1.2 (0.6)15/15
MOS torre noisy 1.7 (1)171 (212)51 (47)22 (41)16 (13)11 (11)4.8 (7)0/15
NEWUOA ros noisy 131 (137)20 (19)2e40/15
RCGA tran noisy 2.1 (2)13 (10)47 (50)2e50/15
SPSA finck noisy 2.3e4 (3e4)1289 (2002)3e50/15

Δ fopt
f124, 3-D
1e1
4.0
1e0
196
1e-1
926
1e-2
3416
1e-3
7091
1e-5
12902
1e-7
14882
#succ
14/15
1komma2 brockhoff noisy 39 (80)7.4 (13)34 (58)3e40/15
1komma2mir brockhoff noisy 2.1 (2)0.46 (0.3)2.7 (4)4.1 (4)60 (68)3e40/15
1komma2mirser brockhoff noisy 3.5 (3)2.2 (3)3.7 (5)7.6 (10)3e40/15
1komma2ser brockhoff noisy 5.8 (4)10 (17)78 (123)3e40/15
1komma4 brockhoff noisy 31 (88)17 (14)8.5 (7)11 (9)60 (93)3e40/15
1komma4mir brockhoff noisy 2.5 (0.9)0.89 (0.1)2.1 (3)2.9 (2)6.5 (12)3e40/15
1komma4mirser brockhoff noisy 3.3 (4)2.4 (7)1.2 (3)1.5 (1)5.7 (5)3e40/15
1komma4ser brockhoff noisy 19 (6)2.6 (3)4.2 (4)5.5 (5)63 (71)3e40/15
AVGNEWUOA ros noisy 10 (11)7.7 (13)59 (100)2e40/15
CMAEGS finck noisy 14 (15)6.2 (0.8)30 (83)103 (132)3e50/15
IPOP-ACTCMA-ES ros noisy 3.8 (5)0.54 (0.3)0.82 (4)0.50 (0.5)0.55 (0.5)1.2 (0.4)1.4 (0.5)15/15
IPOP-CMA-ES ros noisy 2.9 (4)0.59 (0.3)2.0 (2)1.1 (0.4)0.79 (0.8)1.5 (0.7)2.4 (2)15/15
MOS torre noisy 2.2 (2)2.5 (2)27 (11)10 (21)5.8 (5)5.0 (7)5.0 (7)15/15
NEWUOA ros noisy 5.0 (10)13 (31)36 (33)1e40/15
RCGA tran noisy 1.6 (2)4.5 (3)22 (20)11 (5)18 (20)170 (163)2e50/15
SPSA finck noisy 5540 (216)2179 (971)4847 (4455)3e50/15

Δ fopt
f125, 3-D
1e1
1
1e0
1
1e-1
1
1e-2
4419
1e-3
24677
1e-5
36351
1e-7
38000
#succ
15/15
1komma2 brockhoff noisy 1 (0)19 (90)572 (866)6.4 (7)3e40/15
1komma2mir brockhoff noisy 1 (0)8.7 (8)207 (136)3.9 (8)18 (14)3e40/15
1komma2mirser brockhoff noisy 1 (0)10 (9)289 (246)2.8 (3)18 (20)3e40/15
1komma2ser brockhoff noisy 1.3 (0)11 (12)791 (728)5.8 (10)3e40/15
1komma4 brockhoff noisy 1 (0)8.1 (3)677 (720)4.8 (4)8.6 (8)3e40/15
1komma4mir brockhoff noisy 1 (0)10 (2)508 (562)3.1 (3)8.6 (5)12 (19)3e40/15
1komma4mirser brockhoff noisy 1 (0)8.9 (9)298 (524)2.5 (3)4.0 (3)3e40/15
1komma4ser brockhoff noisy 1 (0)14 (37)556 (944)5.3 (8)18 (10)3e40/15
AVGNEWUOA ros noisy 1.4 (0)9.3 (6)326 (255)1.6 (1)3.0 (5)6.7 (8)2e40/15
CMAEGS finck noisy 49 (60)79 (78)569 (1307)1.8 (2)21 (31)57 (53)115 (136)0/15
IPOP-ACTCMA-ES ros noisy 1.3 (0)9.5 (10)289 (450)0.69 (0.9)0.67 (0.9)0.76 (2)0.75 (1)15/15
IPOP-CMA-ES ros noisy 1.2 (0)11 (2)243 (166)1.4 (2)1.1 (0.6)0.97 (0.7)0.99 (0.7)15/15
MOS torre noisy 1.1 (0.5)13 (29)222 (129)1.8 (0.2)4.0 (7)6.1 (12)5.9 (7)12/15
NEWUOA ros noisy 2.8 (2)10 (5)332 (841)0.88 (0.8)2.8 (2)1.9 (2)2e40/15
RCGA tran noisy 1.3 (0.5)9.3 (6)291 (126)1.0 (2)5.2 (10)59 (101)2e50/15
SPSA finck noisy 41 (24)66 (42)2.2e4 (240)14 (51)3e50/15

Δ fopt
f126, 3-D
1e1
1
1e0
1
1e-1
1
1e-2
13498
1e-3
1.1e5
1e-5
6.3e5
1e-7
9.6e5
#succ
15/15
1komma2 brockhoff noisy 1.1 (0)135 (166)3640 (3444)15 (19)3e40/15
1komma2mir brockhoff noisy 1 (0)87 (306)3050 (2854)16 (18)3e40/15
1komma2mirser brockhoff noisy 1 (0)148 (176)1434 (1398)7.1 (5)3e40/15
1komma2ser brockhoff noisy 1 (0)209 (488)5363 (1901)3e40/15
1komma4 brockhoff noisy 1.2 (0)15 (10)1230 (1317)10 (9)3e40/15
1komma4mir brockhoff noisy 1 (0)11 (15)1618 (1750)3.4 (3)3e40/15
1komma4mirser brockhoff noisy 1 (0)6.5 (4)1116 (3816)7.3 (6)3e40/15
1komma4ser brockhoff noisy 32 (0)97 (199)1584 (2323)5.4 (9)3e40/15
AVGNEWUOA ros noisy 1.7 (0)258 (76)6248 (5088)2e40/15
CMAEGS finck noisy 1797 (2078)2592 (2744)7997 (8578)8.5 (2)4.1 (6)3e50/15
IPOP-ACTCMA-ES ros noisy 1 (0)74 (225)933 (1091)0.68 (0.2)0.89 (0.8)0.49 (0.4)0.49 (0.7)15/15
IPOP-CMA-ES ros noisy 1 (0)15 (19)645 (934)0.85 (0.4)0.88 (1)0.95 (0.8)0.91 (1)15/15
MOS torre noisy 1.1 (0.2)16 (42)237 (17)0.11 (0.1)15 (8)4e50/15
NEWUOA ros noisy 13 (80)266 (243)8605 (7290)17 (33)2e40/15
RCGA tran noisy 1.1 (0.5)7.1 (4)350 (165)0.31 (0.5)0.65 (0.6)3.5 (4)2e50/15
SPSA finck noisy 7.5e4 (8e4)2.0e5 (2e5)3.1e5 (6e5)159 (89)3e50/15

Δ fopt
f127, 3-D
1e1
1
1e0
1
1e-1
1
1e-2
3505
1e-3
39085
1e-5
45347
1e-7
45996
#succ
8/15
1komma2 brockhoff noisy 1.3 (0)11 (6)367 (536)6.1 (10)3e40/15
1komma2mir brockhoff noisy 1.1 (0.5)6.9 (14)184 (328)2.1 (1)1.8 (1)4.6 (7)4.6 (6)2/15
1komma2mirser brockhoff noisy 1 (0)10 (8)644 (1992)3.5 (1)5.5 (8)3e40/15
1komma2ser brockhoff noisy 1 (0)12 (17)644 (319)7.3 (8)11 (6)3e40/15
1komma4 brockhoff noisy 1 (0)4.8 (2)423 (682)6.0 (6)5.4 (3)9.5 (9)9.4 (6)1/15
1komma4mir brockhoff noisy 1.1 (0)9.3 (8)417 (210)3.7 (5)5.4 (11)10 (18)10 (8)1/15
1komma4mirser brockhoff noisy 1 (0)4.7 (4)217 (325)1.5 (2)2.2 (2)2.0 (2)1.9 (2)4/15
1komma4ser brockhoff noisy 1 (0)13 (17)204 (434)4.5 (18)2.3 (2)4.5 (4)4.4 (5)2/15
AVGNEWUOA ros noisy 2.1 (2)11 (2)295 (446)4.5 (5)2e40/15
CMAEGS finck noisy 30 (25)55 (30)224 (164)10 (8)24 (20)3e50/15
IPOP-ACTCMA-ES ros noisy 1 (0)6.4 (6)179 (831)3.7 (3)1.2 (2)1.1 (0.9)1.1 (0.6)15/15
IPOP-CMA-ES ros noisy 1 (0)14 (8)189 (115)4.3 (12)0.83 (0.9)1.5 (2)1.5 (2)15/15
MOS torre noisy 1.1 (0)12 (8)190 (90)0.19 (0.1)1.9 (3)2.7 (8)2.8 (3)13/15
NEWUOA ros noisy 2.1 (4)18 (62)278 (364)1.6 (2)2.3 (4)4.2 (6)1e40/15
RCGA tran noisy 1.1 (0.5)12 (4)293 (159)1.1 (3)2.3 (2)15 (17)46 (32)0/15
SPSA finck noisy 82 (46)1530 (3309)4.6e4 (3e4)582 (556)3e50/15

Δ fopt
f128, 3-D
1e1
6.0
1e0
426
1e-1
1125
1e-2
1346
1e-3
1917
1e-5
2715
1e-7
4340
#succ
15/15
1komma2 brockhoff noisy 4.4 (6)3.6 (5)2.3 (2)4.7 (6)4.7 (4)7.1 (10)7.7 (14)8/15
1komma2mir brockhoff noisy 1.8 (2)1.6 (1)2.3 (1)2.5 (2)1.8 (0.9)1.7 (3)1.1 (0.6)15/15
1komma2mirser brockhoff noisy 2.2 (2)2.9 (2)4.0 (4)3.7 (1)3.1 (5)2.6 (6)1.9 (2)14/15
1komma2ser brockhoff noisy 3.2 (2)3.1 (4)3.4 (1)5.7 (7)5.0 (6)3.9 (3)4.3 (10)7/15
1komma4 brockhoff noisy 2.4 (2)2.7 (3)2.4 (2)2.5 (4)1.8 (2)1.3 (0.7)0.91 (0.8)15/15
1komma4mir brockhoff noisy 1.8 (2)3.3 (2)4.1 (13)4.0 (8)2.8 (4)2.4 (4)1.9 (1)14/15
1komma4mirser brockhoff noisy 3.3 (7)3.1 (2)3.1 (6)3.6 (7)2.5 (2)1.9 (4)1.2 (4)14/15
1komma4ser brockhoff noisy 2.4 (1)3.1 (3)4.8 (5)4.8 (4)3.7 (4)2.8 (1)2.4 (2)14/15
AVGNEWUOA ros noisy 3.9 (8)10 (22)19 (18)25 (34)18 (28)45 (46)2e40/15
CMAEGS finck noisy 11 (5)14 (50)48 (69)84 (113)146 (324)471 (594)3e50/15
IPOP-ACTCMA-ES ros noisy 1.1 (0.8)7.3 (8)16 (11)36 (127)26 (92)76 (201)48 (39)14/15
IPOP-CMA-ES ros noisy 2.1 (0.8)7.3 (13)12 (14)11 (25)15 (13)11 (5)7.3 (18)15/15
MOS torre noisy 2.1 (1)33 (135)52 (119)46 (16)32 (66)24 (49)16 (49)14/15
NEWUOA ros noisy 1.6 (1)6.9 (12)9.1 (9)14 (16)35 (51)2e40/15
RCGA tran noisy 1.2 (1)18 (20)33 (30)58 (61)49 (61)43 (28)41 (108)8/15
SPSA finck noisy 138 (323)1404 (2187)1931 (1154)3251 (4068)2283 (2230)3e50/15

Δ fopt
f129, 3-D
1e1
5.0
1e0
362
1e-1
3392
1e-2
7851
1e-3
11584
1e-5
28362
1e-7
38534
#succ
15/15
1komma2 brockhoff noisy 51 (19)15 (21)5.2 (4)54 (39)3e40/15
1komma2mir brockhoff noisy 20 (18)13 (21)4.8 (6)17 (27)36 (89)3e40/15
1komma2mirser brockhoff noisy 29 (58)18 (15)7.9 (6)18 (9)38 (34)3e40/15
1komma2ser brockhoff noisy 27 (37)25 (50)11 (17)28 (28)3e40/15
1komma4 brockhoff noisy 14 (3)14 (10)4.0 (5)5.7 (4)11 (10)15 (15)3e40/15
1komma4mir brockhoff noisy 4.9 (13)7.3 (5)3.2 (3)5.3 (4)12 (10)3e40/15
1komma4mirser brockhoff noisy 9.2 (26)11 (13)4.5 (9)6.2 (8)37 (38)3e40/15
1komma4ser brockhoff noisy 21 (35)11 (10)5.5 (5)7.6 (9)38 (34)3e40/15
AVGNEWUOA ros noisy 49 (85)33 (71)12 (13)15 (26)21 (28)2e40/15
CMAEGS finck noisy 5982 (900)222 (361)74 (44)45 (54)88 (138)157 (109)116 (123)1/15
IPOP-ACTCMA-ES ros noisy 1.4 (2)5.9 (3)5.0 (10)2.8 (1)12 (32)9.1 (27)6.9 (2)14/15
IPOP-CMA-ES ros noisy 7.2 (36)12 (27)4.7 (6)3.3 (2)6.1 (15)11 (6)22 (2)12/15
MOS torre noisy 2.3 (3)239 (53)81 (97)72 (54)77 (85)45 (109)48 (57)2/15
NEWUOA ros noisy 54 (49)63 (67)21 (20)30 (19)21 (13)2e40/15
RCGA tran noisy 1.5 (1)11 (29)12 (15)11 (26)24 (34)13 (8)27 (37)2/15
SPSA finck noisy 967 (963)171 (58)307 (300)271 (201)3e50/15

Δ fopt
f130, 3-D
1e1
6.0
1e0
245
1e-1
515
1e-2
916
1e-3
1502
1e-5
11944
1e-7
14346
#succ
12/15
1komma2 brockhoff noisy 2.7 (2)38 (39)43 (52)24 (29)15 (8)2.3 (2)2.0 (2)10/15
1komma2mir brockhoff noisy 2.5 (1)17 (26)14 (20)7.9 (11)5.5 (15)0.71 (0.7)0.60 (0.6)14/15
1komma2mirser brockhoff noisy 1.1 (2)8.1 (15)10 (3)10 (16)5.9 (7)0.97 (1)0.82 (1)13/15
1komma2ser brockhoff noisy 3.7 (7)32 (46)53 (58)31 (43)19 (15)2.8 (5)2.4 (2)8/15
1komma4 brockhoff noisy 19 (2)10 (23)13 (16)10 (8)6.0 (5)0.76 (1)0.64 (1)14/15
1komma4mir brockhoff noisy 2.0 (3)11 (6)15 (40)8.6 (12)5.2 (5)0.67 (1)0.56 (0.9)14/15
1komma4mirser brockhoff noisy 13 (39)8.5 (6)7.6 (10)5.2 (3)3.2 (3)0.40 (0.6)0.34 (0.3)15/15
1komma4ser brockhoff noisy 2.2 (2)7.7 (7)15 (8)8.4 (6)5.2 (7)0.65 (0.8)0.55 (0.8)14/15
AVGNEWUOA ros noisy 2.4 (1)3.9 (3)12 (17)8.5 (16)11 (10)5.7 (7)2e40/15
CMAEGS finck noisy 11 (5)54 (22)155 (561)216 (500)204 (285)104 (142)3e50/15
IPOP-ACTCMA-ES ros noisy 2.1 (2)19 (41)46 (155)51 (130)57 (57)20 (11)17 (58)14/15
IPOP-CMA-ES ros noisy 2.9 (3)53 (122)57 (24)33 (98)153 (505)19 (65)16 (55)14/15
MOS torre noisy 1.7 (2)90 (116)332 (376)398 (641)388 (361)87 (104)73 (75)4/15
NEWUOA ros noisy 1.8 (1)3.0 (4)9.4 (7)18 (16)21 (23)17 (26)1e40/15
RCGA tran noisy 1.2 (0.7)15 (14)84 (201)132 (190)139 (177)23 (42)26 (16)2/15
SPSA finck noisy 95 (188)523 (541)486 (968)573 (544)1367 (1199)369 (276)3e50/15

Previous dimension | Dimension = 5 | Next dimension

Δ fopt
f101, 5-D
1e1
11
1e0
37
1e-1
44
1e-2
49
1e-3
62
1e-5
69
1e-7
75
#succ
15/15
1komma2 brockhoff noisy 8.3 (6)4.4 (2)6.4 (3)8.1 (2)8.5 (3)11 (3)13 (2)15/15
1komma2mir brockhoff noisy 4.3 (3)3.3 (1)5.0 (2)6.0 (2)5.8 (2)7.4 (3)8.8 (1)15/15
1komma2mirser brockhoff noisy 3.8 (4)2.9 (0.6)4.1 (2)5.0 (2)5.1 (0.6)6.7 (2)7.7 (0.4)15/15
1komma2ser brockhoff noisy 7.0 (10)4.7 (2)6.7 (3)8.0 (2)7.6 (1)10 (2)12 (3)15/15
1komma4 brockhoff noisy 2.8 (2)2.8 (0.5)3.6 (1)4.5 (1)4.6 (1)6.1 (0.9)7.1 (0.9)15/15
1komma4mir brockhoff noisy 2.4 (3)2.1 (0.4)2.8 (0.7)4.0 (1)4.1 (0.7)5.1 (0.7)6.4 (0.8)15/15
1komma4mirser brockhoff noisy 2.4 (2)1.7 (0.4)2.3 (0.6)2.9 (0.4)3.0 (0.4)3.9 (0.9)4.6 (0.5)15/15
1komma4ser brockhoff noisy 2.7 (2)2.1 (0.5)2.7 (0.5)3.5 (0.7)3.5 (0.8)4.4 (1)5.3 (0.7)15/15
AVGNEWUOA ros noisy 2.9 (0.9)1.5 (0.6)1.6 (0.3)1.7 (0.2)1.5 (0.2)1.5 (0.2)★21.5 (0.2)★215/15
CMAEGS finck noisy 22 (14)13 (4)14 (8)17 (6)16 (5)20 (6)24 (5)15/15
IPOP-ACTCMA-ES ros noisy 3.0 (2)3.0 (1)4.3 (0.7)5.8 (0.9)5.8 (2)7.6 (1)9.3 (1)15/15
IPOP-CMA-ES ros noisy 3.3 (2)3.3 (2)4.7 (1.0)6.0 (1)6.0 (1.0)7.8 (1.0)9.3 (0.4)15/15
MOS torre noisy 7.3 (6)12 (2)19 (3)23 (5)24 (0.5)31 (4)37 (4)15/15
NEWUOA ros noisy 2.5 (2)1.6 (0.4)2.1 (2)2.5 (1.0)2.6 (1)3.0 (3)3.1 (2)15/15
RCGA tran noisy 7.7 (5)25 (11)48 (15)88 (15)113 (25)206 (52)292 (56)15/15
SPSA finck noisy 83 (35)171 (113)387 (1072)434 (95)454 (369)568 (336)9658 (9834)4/15

Δ fopt
f102, 5-D
1e1
11
1e0
35
1e-1
50
1e-2
66
1e-3
72
1e-5
86
1e-7
99
#succ
15/15
1komma2 brockhoff noisy 9.2 (10)5.9 (5)6.2 (3)6.5 (3)7.7 (2)10 (3)11 (3)15/15
1komma2mir brockhoff noisy 3.9 (3)3.3 (1)3.6 (0.5)4.2 (0.8)4.9 (1)6.0 (1.0)6.8 (1)15/15
1komma2mirser brockhoff noisy 4.2 (4)3.3 (0.7)3.9 (0.8)3.9 (1)4.7 (0.8)5.4 (1)6.3 (1)15/15
1komma2ser brockhoff noisy 4.1 (2)5.2 (1)6.5 (6)6.6 (6)8.0 (4)9.3 (4)10 (3)15/15
1komma4 brockhoff noisy 3.2 (2)2.5 (1)2.9 (0.7)3.0 (0.4)3.7 (0.5)4.6 (0.6)5.3 (0.2)15/15
1komma4mir brockhoff noisy 2.4 (2)2.4 (0.5)2.7 (0.4)2.7 (0.6)3.5 (0.7)4.1 (0.4)4.5 (0.6)15/15
1komma4mirser brockhoff noisy 2.3 (2)1.7 (0.6)2.1 (0.9)2.3 (0.5)2.7 (0.7)3.2 (0.3)3.7 (0.6)15/15
1komma4ser brockhoff noisy 2.8 (2)2.1 (0.5)2.4 (0.5)2.7 (0.4)3.2 (0.7)3.6 (0.3)4.4 (0.6)15/15
AVGNEWUOA ros noisy 2.7 (0.6)1.4 (0.5)1.5 (0.5)1.4 (0.7)1.5 (0.6)★21.6 (0.4)★21.5 (0.4)★315/15
CMAEGS finck noisy 21 (12)14 (10)14 (3)14 (4)16 (13)18 (10)20 (9)15/15
IPOP-ACTCMA-ES ros noisy 3.6 (3)3.4 (1.0)3.8 (0.8)4.3 (0.4)5.1 (0.7)6.1 (0.5)7.0 (0.7)15/15
IPOP-CMA-ES ros noisy 3.4 (2)3.2 (1)4.1 (1)4.2 (0.6)5.1 (0.7)6.5 (1.0)7.3 (0.7)15/15
MOS torre noisy 5.7 (4)13 (8)17 (2)18 (4)20 (1)25 (1)27 (2)15/15
NEWUOA ros noisy 6.3 (6)6.0 (4)7.1 (3)15 (30)20 (18)32 (43)41 (57)15/15
RCGA tran noisy 10 (13)29 (11)39 (18)57 (25)89 (30)154 (38)209 (31)15/15
SPSA finck noisy 1999 (1351)4914 (1195)9935 (1e4)9681 (9979)9216 (1e4)2.4e4 (6e4)5e50/15

Δ fopt
f103, 5-D
1e1
11
1e0
28
1e-1
30
1e-2
30
1e-3
31
1e-5
35
1e-7
115
#succ
15/15
1komma2 brockhoff noisy 6.2 (10)6.6 (5)9.0 (4)13 (3)18 (3)25 (4)10 (2)15/15
1komma2mir brockhoff noisy 3.4 (3)3.8 (2)5.4 (1)8.4 (0.6)11 (3)15 (2)6.1 (1)15/15
1komma2mirser brockhoff noisy 3.8 (3)3.5 (1)5.4 (1.0)7.4 (2)10 (3)13 (3)5.4 (0.9)15/15
1komma2ser brockhoff noisy 8.2 (3)6.9 (3)10 (3)12 (4)16 (4)22 (6)9.2 (2)15/15
1komma4 brockhoff noisy 2.1 (0.8)3.0 (2)4.3 (1)6.5 (1)8.6 (0.8)12 (2)5.0 (0.9)15/15
1komma4mir brockhoff noisy 2.6 (1)2.8 (0.6)4.5 (0.3)6.2 (0.9)7.9 (1.0)11 (2)4.4 (0.7)15/15
1komma4mirser brockhoff noisy 2.4 (2)2.1 (1)3.4 (0.6)4.8 (1)6.1 (1.0)8.1 (2)3.4 (0.4)15/15
1komma4ser brockhoff noisy 2.9 (3)2.8 (1)4.7 (2)6.6 (0.9)8.0 (2)10 (2)4.2 (0.7)15/15
AVGNEWUOA ros noisy 2.5 (0.5)1.6 (0.6)3.6 (5)5.3 (5)13 (12)42 (59)34 (55)15/15
CMAEGS finck noisy 20 (11)15 (5)19 (5)27 (6)31 (9)42 (2)20 (7)15/15
IPOP-ACTCMA-ES ros noisy 2.9 (2)4.0 (1)6.3 (1)8.7 (2)11 (0.9)16 (1)6.5 (0.6)15/15
IPOP-CMA-ES ros noisy 3.6 (1)3.9 (2)6.6 (1)9.3 (1)12 (2)17 (2)7.1 (0.6)15/15
MOS torre noisy 7.6 (4)13 (4)27 (3)37 (3)48 (3)72 (8)30 (4)15/15
NEWUOA ros noisy 2.4 (0.9)1.9 (0.6)5.7 (5)9.4 (8)60 (65)177 (141)136 (192)12/15
RCGA tran noisy 7.1 (5)27 (32)60 (34)132 (54)236 (35)433 (91)222 (47)15/15
SPSA finck noisy 151 (117)118 (100)164 (122)249 (355)418 (589)9.3e4 (1e5)5e50/15

Δ fopt
f104, 5-D
1e1
173
1e0
773
1e-1
1287
1e-2
1574
1e-3
1768
1e-5
2040
1e-7
2284
#succ
15/15
1komma2 brockhoff noisy 3.9 (6)13 (23)54 (44)222 (186)5e40/15
1komma2mir brockhoff noisy 3.3 (13)4.3 (5)13 (13)14 (11)13 (9)12 (9)11 (15)13/15
1komma2mirser brockhoff noisy 1.6 (3)9.3 (10)14 (12)24 (16)24 (30)21 (17)18 (27)10/15
1komma2ser brockhoff noisy 3.5 (7)13 (17)50 (52)98 (132)410 (643)5e40/15
1komma4 brockhoff noisy 1.6 (2)4.2 (5)4.9 (3)4.2 (4)6.6 (6)5.8 (5)5.3 (20)14/15
1komma4mir brockhoff noisy 1.5 (3)5.0 (4)3.3 (2)3.9 (4)3.6 (6)3.2 (5)2.9 (3)15/15
1komma4mirser brockhoff noisy 1.3 (0.6)4.3 (9)5.0 (9)4.2 (6)3.8 (5)3.3 (3)3.0 (2)15/15
1komma4ser brockhoff noisy 1.3 (3)8.9 (9)14 (12)18 (25)16 (14)14 (13)13 (10)13/15
AVGNEWUOA ros noisy 1.0 (1)5.0 (6)7.6 (4)14 (19)23 (45)20 (21)24 (23)7/15
CMAEGS finck noisy 5.5 (1)583 (1133)448 (973)367 (318)327 (354)284 (429)254 (605)7/15
IPOP-ACTCMA-ES ros noisy 1.5 (0.4)2.0 (2)1.7 (0.5)1.6 (1)1.6 (1.0)1.5 (0.9)1.4 (0.8)15/15
IPOP-CMA-ES ros noisy 1.4 (0.5)3.4 (3)2.9 (2)2.8 (1)2.7 (1)2.5 (1)2.4 (0.7)15/15
MOS torre noisy 5.1 (1)4.0 (2)3.6 (0.4)3.3 (2)3.2 (0.4)3.0 (1)2.9 (0.3)15/15
NEWUOA ros noisy 1.2 (1)3.4 (4)6.0 (7)14 (11)24 (14)3e40/15
RCGA tran noisy 10 (4)381 (408)432 (488)1080 (832)964 (865)2e50/15
SPSA finck noisy 5e50/15

Δ fopt
f105, 5-D
1e1
167
1e0
1436
1e-1
5174
1e-2
9998
1e-3
10388
1e-5
10824
1e-7
11202
#succ
15/15
1komma2 brockhoff noisy 3.1 (3)7.8 (4)19 (19)35 (32)70 (88)5e40/15
1komma2mir brockhoff noisy 2.1 (2)6.0 (6)10 (13)10 (11)20 (28)5e40/15
1komma2mirser brockhoff noisy 2.1 (4)3.5 (4)5.0 (5)23 (23)5e40/15
1komma2ser brockhoff noisy 4.9 (1)10 (13)19 (20)5e40/15
1komma4 brockhoff noisy 2.8 (5)12 (8)14 (10)16 (12)34 (18)5e40/15
1komma4mir brockhoff noisy 2.6 (6)5.9 (4)12 (12)21 (34)34 (54)67 (60)64 (76)1/15
1komma4mirser brockhoff noisy 1.0 (0.5)4.3 (5)8.7 (8)23 (16)69 (77)66 (54)64 (52)1/15
1komma4ser brockhoff noisy 1.6 (0.3)6.6 (3)16 (13)22 (12)70 (61)5e40/15
AVGNEWUOA ros noisy 1.7 (3)2.4 (2)1.9 (1)4.4 (6)14 (24)46 (79)3e40/15
CMAEGS finck noisy 5.7 (9)989 (1482)1355 (895)702 (764)675 (832)648 (220)626 (481)1/15
IPOP-ACTCMA-ES ros noisy 2.7 (6)3.0 (3)1.3 (2)0.71 (0.8)0.70 (0.3)0.70 (0.5)0.70 (0.5)15/15
IPOP-CMA-ES ros noisy 1.6 (0.9)3.8 (4)1.6 (0.6)0.89 (0.3)0.90 (0.4)0.90 (0.3)0.90 (0.3)15/15
MOS torre noisy 4.8 (0.7)5.9 (0.6)2.2 (5)1.3 (2)1.5 (0.1)1.6 (2)1.6 (4)15/15
NEWUOA ros noisy 1.7 (2)2.7 (2)3.3 (5)5.0 (6)3e40/15
RCGA tran noisy 13 (10)106 (100)121 (121)183 (138)177 (180)2e50/15
SPSA finck noisy 5e50/15

Δ fopt
f106, 5-D
1e1
92
1e0
529
1e-1
1050
1e-2
1770
1e-3
2666
1e-5
2887
1e-7
3087
#succ
15/15
1komma2 brockhoff noisy 7.0 (11)13 (14)8.6 (7)5.7 (5)4.1 (3)3.9 (4)3.8 (4)15/15
1komma2mir brockhoff noisy 4.0 (4)3.1 (0.7)2.5 (2)1.8 (0.5)1.3 (0.3)1.3 (0.4)1.3 (0.6)15/15
1komma2mirser brockhoff noisy 3.2 (4)3.2 (5)2.4 (4)1.7 (1)1.2 (0.5)1.2 (0.2)1.2 (0.4)15/15
1komma2ser brockhoff noisy 7.9 (11)8.5 (11)6.8 (6)4.7 (3)3.4 (2)3.4 (2)3.4 (2)15/15
1komma4 brockhoff noisy 2.6 (3)3.6 (5)2.4 (2)1.6 (0.6)1.2 (0.8)1.1 (0.5)1.1 (0.7)15/15
1komma4mir brockhoff noisy 2.0 (0.9)2.8 (4)2.0 (2)1.4 (0.5)0.96 (0.8)0.96 (0.7)0.95 (0.5)15/15
1komma4mirser brockhoff noisy 1.3 (0.6)2.0 (2)1.4 (0.9)0.96 (0.6)0.68 (0.4)0.68 (0.4)0.67 (0.4)15/15
1komma4ser brockhoff noisy 2.1 (1)1.8 (0.9)1.5 (0.5)1.0 (0.3)0.74 (0.1)0.74 (0.2)0.73 (0.2)15/15
AVGNEWUOA ros noisy 0.84 (0.3)1.5 (2)2.4 (3)5.8 (4)9.1 (3)200 (181)4e40/15
CMAEGS finck noisy 8.4 (2)7.5 (13)4.9 (13)22 (142)15 (0.3)14 (44)14 (81)14/15
IPOP-ACTCMA-ES ros noisy 2.3 (0.4)1.9 (0.6)1.6 (0.5)1.2 (0.3)0.87 (0.2)0.90 (0.3)0.92 (0.2)15/15
IPOP-CMA-ES ros noisy 3.1 (1.0)2.5 (0.7)2.2 (2)1.7 (0.3)1.2 (1)1.3 (0.2)1.3 (0.1)15/15
MOS torre noisy 8.2 (2)5.3 (1)4.0 (0.5)2.8 (0.7)2.0 (0.2)2.2 (0.2)2.3 (0.5)15/15
NEWUOA ros noisy 0.93 (0.7)2.2 (3)5.0 (4)27 (15)59 (57)3e40/15
RCGA tran noisy 21 (5)363 (625)477 (694)490 (640)662 (208)2e50/15
SPSA finck noisy 2039 (2525)5e50/15

Δ fopt
f107, 5-D
1e1
40
1e0
228
1e-1
453
1e-2
692
1e-3
940
1e-5
1376
1e-7
1850
#succ
15/15
1komma2 brockhoff noisy 17 (15)43 (45)329 (322)5e40/15
1komma2mir brockhoff noisy 3.8 (6)7.7 (9)6.7 (4)28 (63)76 (111)5e40/15
1komma2mirser brockhoff noisy 6.3 (4)7.7 (7)21 (16)44 (36)141 (201)527 (554)5e40/15
1komma2ser brockhoff noisy 12 (17)44 (65)451 (227)5e40/15
1komma4 brockhoff noisy 13 (21)8.9 (5)13 (6)24 (17)57 (83)5e40/15
1komma4mir brockhoff noisy 6.4 (13)6.9 (10)5.3 (7)7.1 (6)13 (14)28 (46)393 (581)1/15
1komma4mirser brockhoff noisy 5.1 (6)4.8 (8)5.2 (3)8.4 (5)12 (7)70 (100)392 (318)0/15
1komma4ser brockhoff noisy 14 (31)10 (9)26 (28)80 (87)123 (93)5e40/15
AVGNEWUOA ros noisy 67 (58)317 (399)3e40/15
CMAEGS finck noisy 4.7 (2)2.5 (0.5)4.9 (15)11 (10)50 (19)272 (276)1086 (1761)2/15
IPOP-ACTCMA-ES ros noisy 1.9 (3)2.7 (4)1.9 (2)1.6 (1)1.4 (1)1.3 (0.3)1.4 (0.8)15/15
IPOP-CMA-ES ros noisy 2.1 (2)0.98 (0.2)1.1 (0.3)1.3 (2)1.3 (0.8)1.2 (0.7)1.1 (0.5)15/15
MOS torre noisy 3.1 (3)23 (55)20 (43)17 (3)18 (17)19 (40)18 (18)15/15
NEWUOA ros noisy 60 (108)193 (411)2e40/15
RCGA tran noisy 1.6 (2)10 (7)10 (6)11 (4)13 (4)17 (2)17 (1)12/15
SPSA finck noisy 8472 (1e4)5e50/15

Δ fopt
f108, 5-D
1e1
87
1e0
5144
1e-1
14469
1e-2
24649
1e-3
30935
1e-5
58628
1e-7
80667
#succ
15/15
1komma2 brockhoff noisy 43 (68)5e40/15
1komma2mir brockhoff noisy 27 (72)22 (49)5e40/15
1komma2mirser brockhoff noisy 32 (26)44 (46)5e40/15
1komma2ser brockhoff noisy 90 (119)69 (91)5e40/15
1komma4 brockhoff noisy 5.9 (11)15 (22)51 (70)5e40/15
1komma4mir brockhoff noisy 25 (34)7.7 (11)5e40/15
1komma4mirser brockhoff noisy 15 (26)13 (6)5e40/15
1komma4ser brockhoff noisy 25 (27)69 (80)5e40/15
AVGNEWUOA ros noisy 154 (108)44 (50)3e40/15
CMAEGS finck noisy 289 (363)14 (16)7.8 (5)7.2 (3)8.6 (6)13 (7)46 (45)1/15
IPOP-ACTCMA-ES ros noisy 11 (12)0.68 (0.7)0.64 (0.2)0.64 (0.6)0.64 (0.3)0.66 (0.3)0.94 (0.4)15/15
IPOP-CMA-ES ros noisy 9.0 (20)0.80 (0.5)0.67 (0.5)0.64 (0.2)0.77 (0.4)0.62 (0.4)0.69 (0.3)15/15
MOS torre noisy 2.5 (2)95 (103)125 (102)157 (264)267 (331)141 (165)6e50/15
NEWUOA ros noisy 77 (75)64 (51)2e40/15
RCGA tran noisy 0.79 (0.4)13 (26)30 (39)70 (84)2e50/15
SPSA finck noisy 89 (49)10 (5)242 (112)5e50/15

Δ fopt
f109, 5-D
1e1
11
1e0
57
1e-1
216
1e-2
375
1e-3
572
1e-5
873
1e-7
946
#succ
15/15
1komma2 brockhoff noisy 5.5 (6)2.8 (2)1.8 (1.0)1.9 (0.4)1.9 (1)2.5 (2)3.4 (2)15/15
1komma2mir brockhoff noisy 4.1 (3)2.5 (1)1.2 (0.4)1.0 (0.3)1.0 (0.2)1.0 (0.3)1.3 (0.2)15/15
1komma2mirser brockhoff noisy 3.4 (1.0)2.1 (0.6)1.0 (0.3)0.86 (0.3)0.77 (0.1)0.89 (0.3)1.1 (0.3)15/15
1komma2ser brockhoff noisy 5.8 (4)3.5 (2)2.0 (1)2.0 (0.9)2.2 (1)2.4 (0.9)3.4 (3)15/15
1komma4 brockhoff noisy 3.4 (3)2.2 (1.0)1.0 (0.4)0.98 (0.3)1.0 (0.2)1.1 (0.3)1.4 (0.2)15/15
1komma4mir brockhoff noisy 2.9 (1)1.4 (0.7)0.79 (0.3)0.82 (0.4)0.81 (0.3)0.93 (0.2)1.2 (0.3)15/15
1komma4mirser brockhoff noisy 1.9 (1)1.1 (0.4)0.57 (0.1)0.52 (0.1)0.50 (0.1)0.52 (0.1)0.67 (0.1)★215/15
1komma4ser brockhoff noisy 3.0 (3)1.3 (0.5)0.79 (0.4)0.76 (0.4)0.68 (0.3)0.66 (0.2)0.88 (0.2)15/15
AVGNEWUOA ros noisy 4.3 (14)3.6 (4)26 (37)47 (42)3e40/15
CMAEGS finck noisy 21 (7)8.3 (2)3.1 (1)110 (334)2422 (2419)5e50/15
IPOP-ACTCMA-ES ros noisy 3.1 (3)1.9 (1.0)1.1 (0.5)1.0 (0.2)0.92 (0.2)1.2 (0.1)1.5 (0.4)15/15
IPOP-CMA-ES ros noisy 2.9 (3)2.2 (0.9)1.2 (0.6)1.1 (0.4)1.0 (0.2)1.1 (0.3)1.5 (0.3)15/15
MOS torre noisy 6.1 (5)8.7 (3)4.9 (1)4.9 (1)4.7 (1)5.3 (1)7.4 (0.9)15/15
NEWUOA ros noisy 4.8 (0.7)13 (8)84 (64)884 (1182)2e40/15
RCGA tran noisy 9.0 (5)20 (14)12 (7)14 (8)16 (6)25 (7)53 (3)12/15
SPSA finck noisy 138 (154)953 (646)3519 (4662)5e50/15

Δ fopt
f110, 5-D
1e1
949
1e0
33625
1e-1
1.2e5
1e-2
5.6e5
1e-3
5.9e5
1e-5
6.0e5
1e-7
6.1e5
#succ
15/15
1komma2 brockhoff noisy 32 (73)5e40/15
1komma2mir brockhoff noisy 3.4 (4)2.3 (2)2.8 (3)0.61 (0.6)5e40/15
1komma2mirser brockhoff noisy 2.1 (1)1.5 (1)2.9 (3)1.3 (0.9)5e40/15
1komma2ser brockhoff noisy 46 (89)5e40/15
1komma4 brockhoff noisy 3.0 (5)1.3 (1)6.0 (6)1.3 (2)5e40/15
1komma4mir brockhoff noisy 1.5 (2)0.66 (1)1.0 (1)1.3 (1)5e40/15
1komma4mirser brockhoff noisy 1.6 (2)1.1 (0.5)1.0 (0.5)1.3 (2)5e40/15
1komma4ser brockhoff noisy 3.6 (6)1.6 (2)2.8 (4)5e40/15
AVGNEWUOA ros noisy 241 (342)3e40/15
CMAEGS finck noisy 13 (37)5e50/15
IPOP-ACTCMA-ES ros noisy 0.54 (0.9)4.3 (8)3.2 (3)0.82 (0.8)0.79 (0.7)0.79 (0.7)0.79 (0.7)15/15
IPOP-CMA-ES ros noisy 0.73 (0.1)8.3 (5)3.4 (1)0.75 (0.5)0.72 (0.5)0.73 (0.4)0.74 (0.5)15/15
MOS torre noisy 10 (32)36 (65)65 (37)14 (20)13 (43)13 (24)13 (18)1/15
NEWUOA ros noisy 118 (88)10 (15)2e40/15
RCGA tran noisy 4.8 (5)35 (43)30 (55)6.5 (6)2e50/15
SPSA finck noisy 7417 (5928)5e50/15

Δ fopt
f111, 5-D
1e1
6856
1e0
6.1e5
1e-1
8.8e6
1e-2
2.3e7
1e-3
2.3e7
1e-5
3.1e7
1e-7
3.1e7
#succ
3/15
1komma2 brockhoff noisy 5e40/15
1komma2mir brockhoff noisy 5e40/15
1komma2mirser brockhoff noisy 5e40/15
1komma2ser brockhoff noisy 5e40/15
1komma4 brockhoff noisy 54 (76)5e40/15
1komma4mir brockhoff noisy 22 (27)5e40/15
1komma4mirser brockhoff noisy 30 (46)5e40/15
1komma4ser brockhoff noisy 104 (175)5e40/15
AVGNEWUOA ros noisy 3e40/15
CMAEGS finck noisy 22 (24)12 (11)5e50/15
IPOP-ACTCMA-ES ros noisy 0.54 (0.3)7.3 (8)7.9 (12)5e60/15
IPOP-CMA-ES ros noisy 0.78 (0.8)15 (30)3.9 (7)3.2 (8)3.2 (2)2.4 (2)2.4 (2)1/15
MOS torre noisy 16 (16)2.8 (6)0.89 (2)6e50/15
NEWUOA ros noisy 2e40/15
RCGA tran noisy 2.4 (2)6.0 (7)2e50/15
SPSA finck noisy 1064 (1568)5e50/15

Δ fopt
f112, 5-D
1e1
107
1e0
1684
1e-1
3421
1e-2
4162
1e-3
4502
1e-5
5132
1e-7
5596
#succ
15/15
1komma2 brockhoff noisy 7.9 (9)9.3 (9)7.0 (5)7.8 (5)7.8 (7)7.4 (10)7.1 (4)12/15
1komma2mir brockhoff noisy 2.2 (0.5)2.7 (4)2.1 (1)2.0 (2)2.1 (0.5)2.0 (1)1.9 (1)15/15
1komma2mirser brockhoff noisy 2.7 (0.8)1.7 (3)1.4 (0.6)1.3 (0.8)1.3 (1)1.3 (0.2)1.2 (0.7)15/15
1komma2ser brockhoff noisy 6.4 (7)8.6 (19)11 (10)11 (20)14 (13)13 (9)12 (16)8/15
1komma4 brockhoff noisy 1.8 (0.9)2.4 (4)1.8 (2)1.7 (0.9)1.7 (2)1.6 (1.0)1.6 (2)15/15
1komma4mir brockhoff noisy 2.0 (2)1.2 (0.6)1.0 (0.4)1.0 (0.6)1.1 (0.6)1.0 (0.5)1.0 (0.2)15/15
1komma4mirser brockhoff noisy 2.1 (3)1.1 (0.6)0.81 (0.4)0.76 (0.4)0.76 (0.4)0.72 (0.3)0.70 (0.3)15/15
1komma4ser brockhoff noisy 1.8 (1)1.5 (2)1.1 (0.6)1.1 (0.6)1.1 (0.8)1.1 (0.4)1.0 (0.6)15/15
AVGNEWUOA ros noisy 3.1 (1)4.9 (6)23 (26)110 (124)3e40/15
CMAEGS finck noisy 7.1 (3)828 (1041)962 (955)5e50/15
IPOP-ACTCMA-ES ros noisy 2.2 (0.5)1.2 (2)1.0 (0.3)1.1 (0.4)1.1 (0.8)1.1 (1)1.1 (0.9)15/15
IPOP-CMA-ES ros noisy 2.1 (0.8)1.4 (0.4)1.4 (0.3)1.5 (0.2)1.5 (0.2)1.5 (0.1)1.5 (0.2)15/15
MOS torre noisy 7.3 (1)2.6 (0.8)2.2 (0.5)2.3 (0.5)2.4 (0.5)2.5 (0.3)2.7 (0.4)15/15
NEWUOA ros noisy 1.9 (2)7.7 (13)105 (78)2e40/15
RCGA tran noisy 25 (12)130 (214)174 (196)859 (1171)2e50/15
SPSA finck noisy 1066 (978)5e50/15

Δ fopt
f113, 5-D
1e1
133
1e0
1883
1e-1
8081
1e-2
24021
1e-3
24128
1e-5
24128
1e-7
24402
#succ
15/15
1komma2 brockhoff noisy 20 (8)51 (55)5e40/15
1komma2mir brockhoff noisy 7.1 (6)3.1 (3)13 (8)31 (30)5e40/15
1komma2mirser brockhoff noisy 6.1 (10)3.4 (3)26 (17)30 (29)5e40/15
1komma2ser brockhoff noisy 21 (34)37 (41)5e40/15
1komma4 brockhoff noisy 8.8 (13)3.3 (4)11 (14)14 (26)29 (31)29 (27)5e40/15
1komma4mir brockhoff noisy 4.5 (7)2.8 (3)4.9 (6)14 (14)14 (12)14 (15)14 (12)2/15
1komma4mirser brockhoff noisy 6.7 (10)4.0 (3)8.2 (10)14 (8)14 (16)14 (23)14 (14)2/15
1komma4ser brockhoff noisy 6.0 (2)6.4 (3)10 (7)15 (9)15 (23)15 (17)15 (12)1/15
AVGNEWUOA ros noisy 14 (32)31 (30)55 (58)3e40/15
CMAEGS finck noisy 19 (54)132 (136)251 (434)5e50/15
IPOP-ACTCMA-ES ros noisy 4.4 (6)0.78 (0.7)0.77 (0.7)0.27 (0.2)0.32 (0.2)0.32 (0.2)0.32 (0.2)15/15
IPOP-CMA-ES ros noisy 3.7 (8)1.4 (0.7)1.4 (0.9)0.61 (0.4)0.67 (0.6)0.67 (0.4)0.67 (0.5)15/15
MOS torre noisy 26 (4)12 (17)7.5 (10)3.6 (5)4.0 (8)4.0 (5)4.2 (5)15/15
NEWUOA ros noisy 13 (13)45 (50)2e40/15
RCGA tran noisy 10 (12)22 (31)23 (30)18 (22)35 (42)35 (23)48 (82)3/15
SPSA finck noisy 1887 (3762)5e50/15

Δ fopt
f114, 5-D
1e1
767
1e0
14720
1e-1
56311
1e-2
78890
1e-3
83272
1e-5
83272
1e-7
84949
#succ
15/15
1komma2 brockhoff noisy 101 (137)5e40/15
1komma2mir brockhoff noisy 25 (47)5e40/15
1komma2mirser brockhoff noisy 54 (42)5e40/15
1komma2ser brockhoff noisy 56 (69)5e40/15
1komma4 brockhoff noisy 18 (9)5e40/15
1komma4mir brockhoff noisy 14 (20)5e40/15
1komma4mirser brockhoff noisy 19 (9)50 (70)5e40/15
1komma4ser brockhoff noisy 21 (30)5e40/15
AVGNEWUOA ros noisy 74 (80)3e40/15
CMAEGS finck noisy 151 (164)61 (64)5e50/15
IPOP-ACTCMA-ES ros noisy 3.3 (3)0.61 (0.3)0.49 (0.4)0.62 (0.5)0.60 (0.1)0.60 (0.7)0.61 (0.5)15/15
IPOP-CMA-ES ros noisy 3.2 (2)0.45 (0.4)0.48 (0.4)0.80 (0.7)0.79 (0.7)0.79 (0.6)0.80 (0.7)15/15
MOS torre noisy 60 (138)130 (151)34 (16)33 (41)48 (76)48 (29)47 (43)1/15
NEWUOA ros noisy 43 (72)2e40/15
RCGA tran noisy 12 (20)16 (23)31 (47)2e50/15
SPSA finck noisy 181 (311)245 (262)5e50/15

Δ fopt
f115, 5-D
1e1
64
1e0
485
1e-1
1829
1e-2
2274
1e-3
2550
1e-5
2550
1e-7
2970
#succ
15/15
1komma2 brockhoff noisy 5.3 (6)5.7 (5)66 (64)5e40/15
1komma2mir brockhoff noisy 1.9 (1)2.4 (3)6.6 (8)54 (114)137 (134)137 (63)240 (210)0/15
1komma2mirser brockhoff noisy 2.3 (0.7)1.6 (2)7.5 (5)44 (66)88 (66)88 (75)247 (480)0/15
1komma2ser brockhoff noisy 4.7 (2)11 (14)50 (100)5e40/15
1komma4 brockhoff noisy 1.7 (0.8)1.7 (0.9)5.5 (9)23 (23)134 (176)134 (152)119 (94)1/15
1komma4mir brockhoff noisy 1.2 (0.8)1.3 (1)2.6 (3)13 (21)26 (52)26 (32)70 (93)2/15
1komma4mirser brockhoff noisy 2.9 (3)1.7 (1)4.6 (2)26 (31)49 (13)49 (24)55 (51)1/15
1komma4ser brockhoff noisy 1.9 (0.7)1.8 (1)6.9 (8)45 (22)89 (89)89 (105)5e40/15
AVGNEWUOA ros noisy 1.1 (1)4.2 (5)28 (21)3e40/15
CMAEGS finck noisy 8.5 (9)423 (601)1802 (1104)3116 (2808)2779 (5108)2779 (2160)5e50/15
IPOP-ACTCMA-ES ros noisy 1.8 (0.9)0.81 (0.3)1.1 (1)1.1 (1)1.4 (0.9)1.4 (1)1.5 (0.8)15/15
IPOP-CMA-ES ros noisy 1.7 (2)2.4 (3)2.7 (3)2.9 (4)3.1 (1)3.1 (2)2.7 (2)15/15
MOS torre noisy 5.3 (3)18 (3)31 (32)25 (38)23 (28)23 (29)20 (20)15/15
NEWUOA ros noisy 2.9 (5)14 (26)42 (33)2e40/15
RCGA tran noisy 74 (18)68 (70)108 (89)769 (345)703 (632)703 (1328)604 (762)1/15
SPSA finck noisy 220 (714)1640 (1309)3866 (4785)5e50/15

Δ fopt
f116, 5-D
1e1
5730
1e0
14472
1e-1
22311
1e-2
26243
1e-3
26868
1e-5
30329
1e-7
31661
#succ
15/15
1komma2 brockhoff noisy 5e40/15
1komma2mir brockhoff noisy 8.0 (3)16 (19)5e40/15
1komma2mirser brockhoff noisy 27 (15)50 (48)5e40/15
1komma2ser brockhoff noisy 126 (148)5e40/15
1komma4 brockhoff noisy 6.6 (7)15 (21)5e40/15
1komma4mir brockhoff noisy 3.9 (4)11 (19)5e40/15
1komma4mirser brockhoff noisy 4.0 (2)6.0 (8)32 (30)27 (34)27 (35)5e40/15
1komma4ser brockhoff noisy 10 (18)5e40/15
AVGNEWUOA ros noisy 3e40/15
CMAEGS finck noisy 5e50/15
IPOP-ACTCMA-ES ros noisy 0.88 (0.4)0.62 (0.4)0.57 (0.7)0.59 (0.5)0.73 (0.4)0.68 (0.4)0.68 (0.5)15/15
IPOP-CMA-ES ros noisy 3.1 (2)2.3 (3)1.9 (1)1.7 (1)1.8 (0.7)1.7 (2)1.7 (2)15/15
MOS torre noisy 8.3 (10)6.1 (6)4.9 (4)5.3 (10)5.2 (12)4.7 (7)4.5 (7)14/15
NEWUOA ros noisy 2e40/15
RCGA tran noisy 29 (24)55 (67)161 (255)2e50/15
SPSA finck noisy 5e50/15

Δ fopt
f117, 5-D
1e1
26686
1e0
76052
1e-1
1.1e5
1e-2
1.3e5
1e-3
1.4e5
1e-5
1.7e5
1e-7
1.9e5
#succ
15/15
1komma2 brockhoff noisy 5e40/15
1komma2mir brockhoff noisy 5e40/15
1komma2mirser brockhoff noisy 5e40/15
1komma2ser brockhoff noisy 5e40/15
1komma4 brockhoff noisy 5e40/15
1komma4mir brockhoff noisy 5e40/15
1komma4mirser brockhoff noisy 5e40/15
1komma4ser brockhoff noisy 5e40/15
AVGNEWUOA ros noisy 3e40/15
CMAEGS finck noisy 135 (141)5e50/15
IPOP-ACTCMA-ES ros noisy 0.65 (0.8)0.48 (0.3)0.44 (0.2)0.44 (0.2)0.47 (0.3)0.43 (0.2)0.46 (0.1)15/15
IPOP-CMA-ES ros noisy 1.1 (2)0.95 (0.9)0.77 (0.4)0.70 (0.3)0.73 (0.4)0.67 (0.3)0.69 (0.4)15/15
MOS torre noisy 15 (13)8.5 (10)8.8 (8)7.6 (7)7.2 (10)6.7 (6)6.1 (4)6/15
NEWUOA ros noisy 2e40/15
RCGA tran noisy 12 (15)48 (61)2e50/15
SPSA finck noisy 5e50/15

Δ fopt
f118, 5-D
1e1
429
1e0
1217
1e-1
1555
1e-2
1774
1e-3
1998
1e-5
2430
1e-7
2913
#succ
15/15
1komma2 brockhoff noisy 9.2 (14)6.5 (3)6.4 (3)7.3 (2)7.8 (5)8.2 (5)8.8 (5)15/15
1komma2mir brockhoff noisy 4.6 (2)2.4 (0.9)2.2 (0.4)2.2 (0.5)2.2 (0.7)2.0 (0.9)1.8 (0.5)15/15
1komma2mirser brockhoff noisy 2.6 (2)1.6 (0.9)1.8 (0.6)1.8 (0.5)1.7 (0.5)1.5 (0.4)1.4 (0.3)15/15
1komma2ser brockhoff noisy 18 (29)10 (13)16 (18)17 (21)19 (26)39 (60)44 (20)5/15
1komma4 brockhoff noisy 2.3 (1)1.4 (0.7)1.3 (0.5)1.4 (0.3)1.3 (0.3)1.3 (0.4)1.2 (0.3)15/15
1komma4mir brockhoff noisy 2.0 (1)1.2 (0.7)1.1 (0.4)1.1 (0.3)1.1 (0.4)1.1 (0.2)1.0 (0.2)15/15
1komma4mirser brockhoff noisy 1.1 (0.3)0.71 (0.2)0.77 (0.4)0.78 (0.2)0.75 (0.2)0.70 (0.2)0.65 (0.2)15/15
1komma4ser brockhoff noisy 1.9 (0.6)1.0 (0.4)0.96 (0.3)0.97 (0.4)0.95 (0.4)0.88 (0.3)0.84 (0.2)15/15
AVGNEWUOA ros noisy 1.8 (3)8.3 (16)64 (94)3e40/15
CMAEGS finck noisy 337 (881)622 (619)889 (1288)3954 (4377)5e50/15
IPOP-ACTCMA-ES ros noisy 1.7 (0.8)0.88 (0.4)0.91 (0.3)0.91 (0.2)0.91 (0.0)0.91 (0.1)0.90 (0.1)15/15
IPOP-CMA-ES ros noisy 3.2 (1)2.0 (0.7)1.9 (0.8)2.0 (0.4)2.0 (0.3)1.9 (0.3)1.7 (0.3)15/15
MOS torre noisy 3.7 (1.0)1.8 (0.1)1.7 (0.3)1.8 (0.2)2.1 (0.3)2.5 (0.6)2.8 (0.5)15/15
NEWUOA ros noisy 4.3 (7)10 (5)116 (111)3e40/15
RCGA tran noisy 494 (326)1425 (1592)2e50/15
SPSA finck noisy 2588 (3011)5e50/15

Δ fopt
f119, 5-D
1e1
12
1e0
657
1e-1
1136
1e-2
2363
1e-3
10372
1e-5
35296
1e-7
49747
#succ
15/15
1komma2 brockhoff noisy 15 (31)7.8 (7)86 (83)5e40/15
1komma2mir brockhoff noisy 6.2 (14)2.5 (5)6.1 (4)70 (63)5e40/15
1komma2mirser brockhoff noisy 4.9 (5)2.7 (2)15 (16)67 (41)5e40/15
1komma2ser brockhoff noisy 33 (44)10 (12)626 (1133)5e40/15
1komma4 brockhoff noisy 9.4 (5)2.2 (2)11 (7)29 (38)5e40/15
1komma4mir brockhoff noisy 15 (38)1.1 (0.9)3.7 (4)7.9 (16)22 (10)5e40/15
1komma4mirser brockhoff noisy 8.7 (11)1.9 (3)5.6 (4)13 (20)68 (117)5e40/15
1komma4ser brockhoff noisy 5.9 (3)4.1 (4)12 (12)88 (80)5e40/15
AVGNEWUOA ros noisy 18 (12)23 (42)3e40/15
CMAEGS finck noisy 14 (4)9.3 (4)26 (158)129 (161)99 (96)5e50/15
IPOP-ACTCMA-ES ros noisy 1.5 (2)0.55 (0.1)0.58 (0.4)0.75 (1.0)0.55 (0.4)0.49 (0.2)0.61 (0.3)15/15
IPOP-CMA-ES ros noisy 1.1 (1)0.35 (0.2)0.70 (0.5)0.78 (0.5)0.83 (0.6)1.0 (0.4)1.4 (1)15/15
MOS torre noisy 2.5 (3)50 (53)33 (43)22 (28)6.6 (6)3.3 (6)2.5 (3)15/15
NEWUOA ros noisy 26 (58)35 (46)2e40/15
RCGA tran noisy 1.4 (2)6.3 (7)11 (11)8.2 (9)6.1 (3)2e50/15
SPSA finck noisy 3007 (2e4)5e50/15

Δ fopt
f120, 5-D
1e1
16
1e0
2900
1e-1
18698
1e-2
34491
1e-3
72438
1e-5
3.3e5
1e-7
5.5e5
#succ
15/15
1komma2 brockhoff noisy 77 (104)33 (39)5e40/15
1komma2mir brockhoff noisy 46 (99)79 (88)40 (55)5e40/15
1komma2mirser brockhoff noisy 35 (58)26 (18)5e40/15
1komma2ser brockhoff noisy 51 (40)34 (39)5e40/15
1komma4 brockhoff noisy 36 (54)16 (22)5e40/15
1komma4mir brockhoff noisy 13 (11)6.6 (8)5e40/15
1komma4mirser brockhoff noisy 64 (68)10 (7)5e40/15
1komma4ser brockhoff noisy 38 (56)15 (14)5e40/15
AVGNEWUOA ros noisy 95 (174)49 (83)3e40/15
CMAEGS finck noisy 677 (1169)85 (126)33 (66)24 (34)49 (47)5e50/15
IPOP-ACTCMA-ES ros noisy 18 (72)0.76 (1)0.65 (0.6)0.82 (0.2)0.83 (0.3)0.43 (0.2)0.66 (0.3)15/15
IPOP-CMA-ES ros noisy 6.1 (16)1.6 (2)0.68 (0.4)0.73 (0.7)0.69 (0.5)0.55 (0.5)0.83 (0.4)15/15
MOS torre noisy 2.5 (4)63 (109)130 (282)71 (149)34 (25)24 (24)15 (15)0/15
NEWUOA ros noisy 130 (121)55 (65)2e40/15
RCGA tran noisy 0.87 (0.5)17 (34)12 (17)23 (26)2e50/15
SPSA finck noisy 277 (257)165 (279)5e50/15

Δ fopt
f121, 5-D
1e1
9.0
1e0
111
1e-1
273
1e-2
533
1e-3
1583
1e-5
3870
1e-7
6195
#succ
15/15
1komma2 brockhoff noisy 4.3 (6)2.9 (3)1.9 (1)3.3 (3)2.9 (0.7)4.5 (2)9.0 (11)4/15
1komma2mir brockhoff noisy 2.3 (5)1.2 (0.7)0.94 (0.3)1.2 (0.4)1.1 (0.3)1.9 (0.7)2.8 (2)14/15
1komma2mirser brockhoff noisy 2.5 (3)1.1 (0.5)0.87 (0.3)0.84 (0.3)0.90 (0.3)1.2 (0.2)1.3 (0.4)15/15
1komma2ser brockhoff noisy 5.0 (9)2.9 (2)2.2 (3)2.8 (3)5.7 (8)9.4 (6)27 (17)2/15
1komma4 brockhoff noisy 1.6 (1)1.2 (0.6)0.91 (0.3)1.1 (0.8)0.96 (0.4)1.2 (0.7)1.3 (0.5)15/15
1komma4mir brockhoff noisy 3.2 (4)1.2 (0.7)0.86 (0.2)1.1 (0.5)0.91 (0.3)1.0 (0.3)1.2 (0.3)15/15
1komma4mirser brockhoff noisy 1.9 (1)0.72 (0.7)0.57 (0.1)0.70 (0.4)0.51 (0.2)0.60 (0.1)0.56 (0.2)15/15
1komma4ser brockhoff noisy 2.5 (2)0.98 (0.5)0.75 (0.2)0.86 (0.4)0.62 (0.3)0.77 (0.3)0.80 (0.2)15/15
AVGNEWUOA ros noisy 4.1 (8)3.3 (7)45 (33)788 (1208)3e40/15
CMAEGS finck noisy 15 (9)4.3 (3)2.9 (0.9)482 (941)4518 (4982)5e50/15
IPOP-ACTCMA-ES ros noisy 2.9 (5)1.1 (0.5)1.1 (0.3)1.1 (0.3)0.78 (0.3)0.84 (0.2)0.82 (0.1)15/15
IPOP-CMA-ES ros noisy 1.8 (2)1.2 (0.6)1.0 (0.2)1.1 (0.5)1.1 (0.2)2.1 (0.3)2.3 (0.3)15/15
MOS torre noisy 3.3 (1)4.9 (2)4.0 (0.8)4.0 (1)2.3 (0.4)2.3 (0.5)2.5 (0.5)15/15
NEWUOA ros noisy 4.6 (12)15 (24)76 (105)2e40/15
RCGA tran noisy 2.0 (2)11 (11)11 (4)11 (5)30 (42)2e50/15
SPSA finck noisy 114 (74)6862 (1e4)5e50/15

Δ fopt
f122, 5-D
1e1
10
1e0
1727
1e-1
9190
1e-2
21579
1e-3
30087
1e-5
53743
1e-7
1.1e5
#succ
15/15
1komma2 brockhoff noisy 11 (30)30 (46)5e40/15
1komma2mir brockhoff noisy 6.1 (5)4.7 (4)5e40/15
1komma2mirser brockhoff noisy 7.2 (18)6.2 (8)5e40/15
1komma2ser brockhoff noisy 39 (39)40 (25)5e40/15
1komma4 brockhoff noisy 8.9 (3)11 (22)5e40/15
1komma4mir brockhoff noisy 5.4 (8)5.2 (4)5e40/15
1komma4mirser brockhoff noisy 5.0 (24)4.8 (3)5e40/15
1komma4ser brockhoff noisy 20 (101)12 (9)5e40/15
AVGNEWUOA ros noisy 6.2 (0.8)34 (62)3e40/15
CMAEGS finck noisy 13 (13)7.1 (2)28 (40)81 (127)2e50/15
IPOP-ACTCMA-ES ros noisy 3.0 (3)1.4 (0.8)0.71 (0.5)0.53 (0.2)0.48 (0.3)0.66 (0.3)0.58 (0.5)15/15
IPOP-CMA-ES ros noisy 4.9 (4)0.94 (0.7)0.44 (0.2)0.51 (0.8)0.56 (0.4)0.68 (0.3)0.67 (0.2)15/15
MOS torre noisy 1.9 (3)110 (248)65 (55)35 (38)26 (42)15 (18)10 (7)6/15
NEWUOA ros noisy 14 (30)91 (278)2e40/15
RCGA tran noisy 2.4 (2)8.0 (10)3.7 (2)5.4 (4)10 (6)2e50/15
SPSA finck noisy 120 (267)5e50/15

Δ fopt
f123, 5-D
1e1
11
1e0
16066
1e-1
81505
1e-2
2.3e5
1e-3
3.4e5
1e-5
6.7e5
1e-7
2.2e6
#succ
15/15
1komma2 brockhoff noisy 77 (96)5e40/15
1komma2mir brockhoff noisy 62 (137)44 (45)5e40/15
1komma2mirser brockhoff noisy 76 (110)5e40/15
1komma2ser brockhoff noisy 88 (84)5e40/15
1komma4 brockhoff noisy 41 (23)44 (55)5e40/15
1komma4mir brockhoff noisy 40 (35)21 (13)5e40/15
1komma4mirser brockhoff noisy 39 (11)46 (44)5e40/15
1komma4ser brockhoff noisy 70 (48)46 (70)5e40/15
AVGNEWUOA ros noisy 82 (127)3e40/15
CMAEGS finck noisy 1471 (1332)43 (32)2e50/15
IPOP-ACTCMA-ES ros noisy 28 (9)0.94 (0.8)0.66 (0.3)0.46 (0.1)0.67 (0.3)0.56 (0.3)0.60 (0.2)15/15
IPOP-CMA-ES ros noisy 24 (36)0.62 (0.7)0.52 (0.3)0.46 (0.2)0.74 (0.7)0.65 (0.3)0.45 (0.2)15/15
MOS torre noisy 1.7 (5)71 (216)96 (109)6e50/15
NEWUOA ros noisy 66 (144)2e40/15
RCGA tran noisy 2.1 (2)30 (24)2e50/15
SPSA finck noisy 1.2e4 (2e4)5e50/15

Δ fopt
f124, 5-D
1e1
10
1e0
202
1e-1
1040
1e-2
8974
1e-3
20478
1e-5
45337
1e-7
95200
#succ
15/15
1komma2 brockhoff noisy 11 (8)127 (155)700 (1010)5e40/15
1komma2mir brockhoff noisy 3.3 (4)2.7 (0.7)30 (23)83 (117)5e40/15
1komma2mirser brockhoff noisy 4.1 (3)5.5 (5)22 (55)5e40/15
1komma2ser brockhoff noisy 93 (4)277 (636)5e40/15
1komma4 brockhoff noisy 2.8 (1.0)21 (39)119 (115)5e40/15
1komma4mir brockhoff noisy 2.3 (2)2.5 (0.3)15 (41)39 (19)5e40/15
1komma4mirser brockhoff noisy 1.7 (4)7.6 (8)18 (23)79 (104)5e40/15
1komma4ser brockhoff noisy 17 (109)19 (22)72 (71)5e40/15
AVGNEWUOA ros noisy 6.0 (8)89 (227)3e40/15
CMAEGS finck noisy 19 (14)5.7 (6)80 (80)3e50/15
IPOP-ACTCMA-ES ros noisy 2.6 (3)1.2 (0.7)2.1 (2)0.85 (1)0.93 (0.5)0.94 (0.4)0.59 (0.4)15/15
IPOP-CMA-ES ros noisy 2.7 (4)1.3 (0.4)4.0 (12)1.0 (2)1.2 (0.8)0.93 (0.2)0.65 (0.3)15/15
MOS torre noisy 1.6 (3)5.9 (3)15 (17)3.5 (9)2.4 (2)3.3 (2)1.9 (2)14/15
NEWUOA ros noisy 2.9 (6)159 (145)2e40/15
RCGA tran noisy 2.4 (2)64 (106)41 (26)10 (10)11 (4)2e50/15
SPSA finck noisy 502 (2385)1.7e4 (2e4)5e50/15

Δ fopt
f125, 5-D
1e1
1
1e0
1
1e-1
1
1e-2
1.3e5
1e-3
2.4e5
1e-5
2.4e5
1e-7
2.5e5
#succ
15/15
1komma2 brockhoff noisy 1 (0)120 (90)5.9e4 (9e4)5e40/15
1komma2mir brockhoff noisy 1.3 (1)69 (25)1.5e4 (8985)5e40/15
1komma2mirser brockhoff noisy 1 (0)36 (26)3.3e4 (5e4)5e40/15
1komma2ser brockhoff noisy 1 (0)247 (251)1.0e5 (2e5)5e40/15
1komma4 brockhoff noisy 1 (0)21 (19)1.3e4 (1e4)5e40/15
1komma4mir brockhoff noisy 1 (0)24 (35)1.3e4 (1e4)5e40/15
1komma4mirser brockhoff noisy 1 (0)20 (14)1.2e4 (3e4)5e40/15
1komma4ser brockhoff noisy 1 (0)48 (140)2.3e4 (4e4)5e40/15
AVGNEWUOA ros noisy 2.0 (0)81 (234)9966 (4478)3e40/15
CMAEGS finck noisy 70 (34)153 (50)3423 (4078)5.7 (10)5e50/15
IPOP-ACTCMA-ES ros noisy 1 (0)26 (13)3142 (2700)0.75 (0.9)0.53 (0.4)0.57 (0.2)0.57 (0.3)15/15
IPOP-CMA-ES ros noisy 1 (0)27 (21)2599 (2060)0.79 (0.8)0.78 (0.7)1.3 (0.4)1.3 (0.5)15/15
MOS torre noisy 1.2 (0.2)34 (29)810 (295)5.0 (4)16 (14)16 (11)16 (9)2/15
NEWUOA ros noisy 3.9 (6)15 (9)6088 (6570)2.8 (4)2e40/15
RCGA tran noisy 1.1 (0.5)26 (24)1574 (1340)1.3 (0.7)2e50/15
SPSA finck noisy 3.6e4 (4e5)3.6e4 (3e5)5.3e4 (3e5)56 (30)5e50/15

Δ fopt
f126, 5-D
1e1
1
1e0
1
1e-1
1
1e-2
8.8e5
1e-3
1e-5
1e-7
#succ
0/15
1komma2 brockhoff noisy 1.1 (0.5)2015 (2060)7.4e5 (1e6)   0/15
1komma2mir brockhoff noisy 1 (0)618 (1344)   0/15
1komma2mirser brockhoff noisy 1 (0)719 (938)   0/15
1komma2ser brockhoff noisy 32 (115)585 (721)7.2e5 (8e5)   0/15
1komma4 brockhoff noisy 1 (0)532 (254)   0/15
1komma4mir brockhoff noisy 1 (0)356 (376)2.3e5 (3e5)   0/15
1komma4mirser brockhoff noisy 1 (0)82 (219)1.1e5 (1e5)   0/15
1komma4ser brockhoff noisy 1.2 (0.8)282 (766)3.6e5 (4e5)   0/15
AVGNEWUOA ros noisy 22 (79)1636 (1310)4.5e5 (4e5)   0/15
CMAEGS finck noisy 5228 (1e4)7914 (2e4)1.0e5 (6e4)8.3 (6)   0/15
IPOP-ACTCMA-ES ros noisy 1 (0)62 (96)7882 (5038)1.4 (1)   0/15
IPOP-CMA-ES ros noisy 1 (0)63 (92)1.0e4 (5465)1.2 (1)1.2e7 (1e7) 1.9e7 (2e7) 1.9e7 (2e7) 2/15
MOS torre noisy 1.2 (0.5)34 (32)568 (92)★2   0/15
NEWUOA ros noisy 1.2 (0.8)1053 (658)3.5e5 (5e5)   0/15
RCGA tran noisy 1.1 (0.5)33 (22)1409 (486)0.59 (0.7)   0/15
SPSA finck noisy 3.3e6 (8e6)3.3e6 (6e6)7.2e6 (8e6)   0/15

Δ fopt
f127, 5-D
1e1
1
1e0
1
1e-1
1
1e-2
1.3e5
1e-3
3.4e5
1e-5
3.9e5
1e-7
4.0e5
#succ
15/15
1komma2 brockhoff noisy 1 (0)85 (50)1.4e4 (2e4)5.8 (5)5e40/15
1komma2mir brockhoff noisy 1 (0)31 (25)5212 (3501)2.7 (2)5e40/15
1komma2mirser brockhoff noisy 1 (0)27 (24)4508 (5424)5.8 (7)5e40/15
1komma2ser brockhoff noisy 1.3 (1)60 (48)3.8e4 (4e4)5e40/15
1komma4 brockhoff noisy 1 (0)18 (34)7947 (6272)5e40/15
1komma4mir brockhoff noisy 1 (0)17 (25)3986 (2809)5.6 (12)5e40/15
1komma4mirser brockhoff noisy 1 (0)24 (30)7806 (2170)5e40/15
1komma4ser brockhoff noisy 1 (0)17 (7)9717 (3e4)5.7 (8)5e40/15
AVGNEWUOA ros noisy 2.0 (0)18 (6)5233 (5880)3e40/15
CMAEGS finck noisy 77 (44)181 (202)1992 (1438)3.6 (5)5e50/15
IPOP-ACTCMA-ES ros noisy 1.1 (0)30 (19)3085 (2856)0.65 (1)0.50 (0.7)0.46 (0.5)0.46 (0.2)15/15
IPOP-CMA-ES ros noisy 1 (0)15 (12)1542 (1559)0.69 (1)0.58 (0.6)0.64 (0.5)0.65 (0.5)15/15
MOS torre noisy 1.2 (0.5)35 (35)656 (55)0.96 (1)4.6 (9)20 (11)19 (21)1/15
NEWUOA ros noisy 2.5 (3)14 (6)7248 (8408)2e40/15
RCGA tran noisy 1.1 (0.2)41 (46)991 (378)1.8 (2)2e50/15
SPSA finck noisy 122 (339)2.2e4 (1e4)3.4e6 (3e6)5e50/15

Δ fopt
f128, 5-D
1e1
111
1e0
4248
1e-1
7808
1e-2
10500
1e-3
12447
1e-5
17217
1e-7
21162
#succ
15/15
1komma2 brockhoff noisy 4.8 (5)5.9 (5)10 (12)16 (15)29 (54)5e40/15
1komma2mir brockhoff noisy 2.1 (3)1.7 (3)2.1 (2)1.9 (1)1.8 (2)3.1 (4)2.9 (3)6/15
1komma2mirser brockhoff noisy 2.2 (4)1.8 (1)2.0 (2)2.3 (3)2.2 (2)2.1 (0.9)3.7 (3)6/15
1komma2ser brockhoff noisy 10 (15)4.8 (2)21 (32)71 (65)60 (116)5e40/15
1komma4 brockhoff noisy 3.1 (2)2.8 (3)2.9 (4)2.5 (4)3.6 (4)4.6 (9)7.4 (6)2/15
1komma4mir brockhoff noisy 1.9 (2)2.7 (3)1.6 (2)1.9 (2)1.8 (2)1.5 (2)1.6 (0.9)11/15
1komma4mirser brockhoff noisy 3.4 (4)1.9 (2)2.1 (2)2.2 (1)2.2 (3)1.9 (1)2.0 (2)12/15
1komma4ser brockhoff noisy 4.3 (5)3.1 (2)4.1 (3)5.8 (10)6.0 (7)13 (6)16 (8)2/15
AVGNEWUOA ros noisy 11 (13)9.3 (14)7.5 (6)42 (80)3e40/15
CMAEGS finck noisy 2.5 (1)84 (117)134 (158)193 (155)163 (91)118 (167)155 (119)1/15
IPOP-ACTCMA-ES ros noisy 2.6 (7)1.8 (3)47 (161)35 (239)30 (203)22 (0.4)18 (0.3)14/15
IPOP-CMA-ES ros noisy 1.0 (0.6)14 (3)166 (315)216 (329)183 (455)132 (206)108 (218)10/15
MOS torre noisy 1.7 (1)58 (162)108 (161)81 (159)68 (134)50 (49)41 (47)6/15
NEWUOA ros noisy 12 (21)17 (8)43 (12)2e40/15
RCGA tran noisy 0.69 (0.6)13 (27)16 (10)16 (14)21 (21)16 (20)17 (15)6/15
SPSA finck noisy 3636 (7829)5e50/15

Δ fopt
f129, 5-D
1e1
64
1e0
10710
1e-1
59443
1e-2
2.3e5
1e-3
2.8e5
1e-5
5.1e5
1e-7
5.8e5
#succ
15/15
1komma2 brockhoff noisy 169 (241)5e40/15
1komma2mir brockhoff noisy 111 (74)5e40/15
1komma2mirser brockhoff noisy 121 (65)22 (28)5e40/15
1komma2ser brockhoff noisy 193 (254)70 (26)5e40/15
1komma4 brockhoff noisy 32 (60)12 (18)12 (17)5e40/15
1komma4mir brockhoff noisy 28 (25)21 (27)5e40/15
1komma4mirser brockhoff noisy 32 (47)16 (19)5e40/15
1komma4ser brockhoff noisy 37 (56)15 (20)12 (8)3.1 (3)5e40/15
AVGNEWUOA ros noisy 68 (95)20 (17)3e40/15
CMAEGS finck noisy 2341 (3222)116 (80)120 (133)31 (36)25 (29)14 (11)12 (21)1/15
IPOP-ACTCMA-ES ros noisy 11 (20)10 (4)16 (18)8.7 (13)7.0 (14)3.9 (4)3.5 (9)10/15
IPOP-CMA-ES ros noisy 8.5 (1.0)13 (14)18 (61)8.2 (32)6.7 (18)3.8 (6)3.3 (4)11/15
MOS torre noisy 3.9 (6)68 (95)42 (82)16 (12)13 (15)7.5 (6)6.6 (7)2/15
NEWUOA ros noisy 124 (168)16 (13)2e40/15
RCGA tran noisy 2.8 (1)8.5 (10)13 (17)7.4 (8)6.1 (6)7.2 (7)6.4 (7)1/15
SPSA finck noisy 1133 (1365)5e50/15

Δ fopt
f130, 5-D
1e1
55
1e0
812
1e-1
3034
1e-2
8198
1e-3
32823
1e-5
33889
1e-7
34528
#succ
10/15
1komma2 brockhoff noisy 14 (32)48 (32)23 (20)10 (18)2.9 (3)2.8 (2)3.6 (3)5/15
1komma2mir brockhoff noisy 7.2 (1)17 (22)8.7 (11)3.3 (6)0.82 (1)0.80 (1.0)0.79 (0.6)13/15
1komma2mirser brockhoff noisy 5.3 (9)14 (10)5.1 (9)1.9 (2)0.47 (0.5)0.46 (0.5)0.46 (0.3)14/15
1komma2ser brockhoff noisy 37 (74)58 (78)41 (40)15 (14)3.8 (4)3.8 (3)3.8 (5)5/15
1komma4 brockhoff noisy 5.3 (30)25 (31)12 (12)4.5 (1)1.1 (1)1.2 (1)1.2 (2)10/15
1komma4mir brockhoff noisy 1.0 (0.9)15 (14)10 (13)3.8 (9)0.95 (0.7)0.93 (0.7)0.92 (0.8)12/15
1komma4mirser brockhoff noisy 6.8 (6)4.2 (6)3.5 (5)1.3 (3)0.33 (0.9)0.32 (0.4)0.32 (0.4)13/15
1komma4ser brockhoff noisy 3.3 (9)14 (15)15 (9)5.5 (8)1.4 (2)1.3 (2)1.3 (2)10/15
AVGNEWUOA ros noisy 1.3 (2)6.4 (4)5.9 (12)6.0 (4)3.0 (4)3e40/15
CMAEGS finck noisy 5.1 (2)203 (337)146 (166)124 (171)104 (71)5e50/15
IPOP-ACTCMA-ES ros noisy 1.4 (1)143 (170)391 (745)145 (458)36 (69)35 (154)35 (87)11/15
IPOP-CMA-ES ros noisy 1.2 (2)59 (394)321 (837)147 (246)37 (90)36 (46)35 (19)12/15
MOS torre noisy 2.4 (3)295 (191)221 (430)121 (145)30 (31)29 (16)29 (57)6/15
NEWUOA ros noisy 2.2 (6)11 (7)10 (15)19 (36)2e40/15
RCGA tran noisy 2.5 (4)250 (209)74 (108)29 (25)7.5 (5)9.3 (14)10 (19)6/15
SPSA finck noisy 141 (397)1955 (2434)5e50/15

Previous dimension | Dimension = 10 | Next dimension

Δ fopt
f101, 10-D
1e1
26
1e0
40
1e-1
181
1e-2
185
1e-3
194
1e-5
210
1e-7
226
#succ
15/15
1komma2 brockhoff noisy 13 (6)14 (4)4.3 (2)5.2 (2)6.0 (0.8)7.4 (1)8.8 (1)15/15
1komma2mir brockhoff noisy 7.1 (3)7.8 (1)2.4 (0.5)3.2 (0.6)3.8 (0.7)4.6 (0.8)5.5 (1.0)15/15
1komma2mirser brockhoff noisy 5.6 (1)5.8 (0.8)1.9 (0.5)2.5 (0.5)3.0 (0.4)3.8 (0.2)4.5 (0.6)15/15
1komma2ser brockhoff noisy 14 (12)13 (8)4.2 (0.6)5.2 (0.9)6.1 (0.9)7.8 (1)9.3 (2)15/15
1komma4 brockhoff noisy 5.1 (2)6.0 (2)2.0 (0.3)2.6 (0.5)3.0 (0.3)3.8 (0.7)4.7 (0.5)15/15
1komma4mir brockhoff noisy 4.0 (1)5.0 (1)1.6 (0.3)2.2 (0.2)2.6 (0.3)3.3 (0.3)4.1 (0.3)15/15
1komma4mirser brockhoff noisy 3.0 (1)3.9 (0.8)1.3 (0.2)1.7 (0.3)2.0 (0.3)2.6 (0.3)3.2 (0.2)15/15
1komma4ser brockhoff noisy 4.7 (2)5.4 (1)1.7 (0.4)2.2 (0.6)2.6 (0.4)3.3 (0.3)4.0 (0.6)15/15
AVGNEWUOA ros noisy 2.9 (0.6)3.4 (1)0.99 (0.2)1.2 (0.2)1.2 (0.2)★21.3 (0.3)★21.4 (0.3)★215/15
CMAEGS finck noisy 33 (9)32 (6)8.5 (2)10 (2)11 (2)12 (1)14 (2)15/15
IPOP-ACTCMA-ES ros noisy 5.1 (1)7.2 (2)2.4 (0.3)3.2 (0.5)3.8 (0.4)5.0 (0.4)6.1 (0.5)15/15
IPOP-CMA-ES ros noisy 5.6 (2)7.4 (1)2.5 (0.2)3.4 (0.5)4.0 (0.4)5.2 (0.4)6.1 (0.5)15/15
MOS torre noisy 17 (5)33 (2)8.8 (0.6)12 (0.3)15 (0.7)18 (2)22 (2)15/15
NEWUOA ros noisy 2.1 (0.6)3.0 (0.7)1.0 (0.4)1.6 (0.2)1.9 (1)2.3 (1)2.9 (2)15/15
RCGA tran noisy 28 (16)63 (15)28 (4)46 (6)120 (44)289 (34)377 (16)15/15
SPSA finck noisy 4405 (1e4)5820 (1e4)2315 (2655)4154 (4232)5687 (1e4)7926 (3e4)1e60/15

Δ fopt
f102, 10-D
1e1
26
1e0
41
1e-1
197
1e-2
208
1e-3
226
1e-5
265
1e-7
304
#succ
15/15
1komma2 brockhoff noisy 14 (4)15 (6)4.4 (2)5.2 (1)5.7 (1)6.9 (2)7.9 (2)15/15
1komma2mir brockhoff noisy 7.2 (3)7.6 (1)2.3 (0.5)2.8 (0.7)3.1 (0.4)3.7 (0.5)4.1 (0.2)15/15
1komma2mirser brockhoff noisy 4.9 (1)6.3 (3)1.9 (0.4)2.3 (0.4)2.6 (0.7)3.1 (0.4)3.5 (0.4)15/15
1komma2ser brockhoff noisy 22 (8)21 (6)5.8 (3)6.6 (4)7.4 (4)8.6 (5)12 (4)15/15
1komma4 brockhoff noisy 5.8 (4)6.4 (3)2.0 (0.5)2.5 (0.4)2.9 (0.6)3.4 (0.5)3.8 (0.6)15/15
1komma4mir brockhoff noisy 4.5 (2)5.0 (1.0)1.6 (0.2)1.9 (0.3)2.2 (0.4)2.7 (0.4)3.1 (0.3)15/15
1komma4mirser brockhoff noisy 3.6 (0.9)4.4 (1)1.3 (0.3)1.6 (0.2)1.9 (0.2)2.2 (0.3)2.5 (0.3)15/15
1komma4ser brockhoff noisy 4.6 (1)4.9 (1)1.6 (0.3)2.0 (0.3)2.2 (0.2)2.7 (0.4)3.0 (0.4)15/15
AVGNEWUOA ros noisy 2.9 (0.7)3.2 (1)0.89 (0.2)1.1 (0.4)★21.2 (0.3)★21.4 (0.5)★31.7 (0.3)★215/15
CMAEGS finck noisy 35 (10)32 (10)8.9 (1)10 (1)10 (6)11 (7)11 (6)15/15
IPOP-ACTCMA-ES ros noisy 4.9 (3)6.8 (1)2.2 (0.3)2.8 (0.5)3.3 (0.3)4.0 (0.3)4.4 (0.2)15/15
IPOP-CMA-ES ros noisy 5.3 (2)7.2 (2)2.3 (0.2)2.9 (0.6)3.3 (0.4)4.0 (0.5)4.4 (0.3)15/15
MOS torre noisy 19 (2)32 (3)8.3 (1)11 (2)13 (0.7)15 (2)16 (2)15/15
NEWUOA ros noisy 3.5 (5)7.9 (18)8.0 (5)30 (44)48 (66)146 (151)547 (615)0/15
RCGA tran noisy 26 (18)57 (17)26 (4)42 (12)102 (49)234 (29)285 (11)15/15
SPSA finck noisy 1.5e5 (1e5)3.4e5 (2e5)1e60/15

Δ fopt
f103, 10-D
1e1
26
1e0
47
1e-1
126
1e-2
141
1e-3
360
1e-5
363
1e-7
364
#succ
15/15
1komma2 brockhoff noisy 14 (8)12 (3)6.4 (2)7.5 (1)3.6 (0.5)5.2 (1)6.8 (1)15/15
1komma2mir brockhoff noisy 6.9 (3)6.4 (1)3.3 (1.0)4.0 (0.7)2.1 (0.4)3.0 (0.3)3.8 (0.4)15/15
1komma2mirser brockhoff noisy 6.2 (1)6.0 (1)3.0 (0.8)3.5 (0.8)1.7 (0.2)2.4 (0.2)3.1 (0.4)15/15
1komma2ser brockhoff noisy 12 (7)11 (5)5.5 (1)6.3 (2)3.1 (1)4.7 (0.8)6.1 (0.9)15/15
1komma4 brockhoff noisy 5.8 (3)5.7 (1)3.0 (0.4)3.6 (0.8)1.8 (0.3)2.6 (0.4)3.5 (0.4)15/15
1komma4mir brockhoff noisy 4.7 (1.0)4.6 (0.6)2.6 (0.4)3.1 (0.3)1.5 (0.3)2.2 (0.2)2.9 (0.3)15/15
1komma4mirser brockhoff noisy 3.5 (0.9)3.4 (1.0)1.9 (0.3)2.2 (0.2)1.1 (0.1)1.6 (0.1)★22.1 (0.2)★315/15
1komma4ser brockhoff noisy 4.8 (2)4.4 (1)2.4 (0.5)2.8 (0.7)1.4 (0.2)2.1 (0.2)2.7 (0.2)15/15
AVGNEWUOA ros noisy 3.0 (0.6)2.9 (0.7)1.8 (0.2)6.8 (4)25 (15)1519 (1294)8e40/15
CMAEGS finck noisy 33 (7)25 (8)12 (4)12 (3)5.5 (0.7)7.7 (1)10 (2)15/15
IPOP-ACTCMA-ES ros noisy 4.9 (1)6.0 (2)3.5 (0.6)4.2 (0.7)2.1 (0.3)3.1 (0.4)4.0 (0.7)15/15
IPOP-CMA-ES ros noisy 5.1 (1)6.0 (1.0)3.4 (0.2)4.2 (0.4)2.1 (0.4)3.1 (0.2)4.0 (0.3)15/15
MOS torre noisy 16 (3)28 (2)13 (1)17 (3)8.4 (0.6)13 (2)18 (3)15/15
NEWUOA ros noisy 2.4 (1)3.6 (3)5.2 (5)29 (47)95 (214)1051 (622)6e40/15
RCGA tran noisy 33 (22)55 (17)43 (15)74 (20)83 (27)201 (13)253 (8)15/15
SPSA finck noisy 113 (100)109 (49)57 (52)88 (134)1064 (64)1e60/15

Δ fopt
f104, 10-D
1e1
610
1e0
9987
1e-1
16641
1e-2
18419
1e-3
19364
1e-5
20764
1e-7
22011
#succ
15/15
1komma2 brockhoff noisy 3.8 (3)43 (30)1e50/15
1komma2mir brockhoff noisy 2.1 (1)11 (9)41 (53)78 (88)74 (117)1e50/15
1komma2mirser brockhoff noisy 1.5 (0.7)15 (17)26 (27)76 (144)72 (66)1e50/15
1komma2ser brockhoff noisy 3.2 (3)26 (25)1e50/15
1komma4 brockhoff noisy 2.1 (4)7.4 (7)87 (104)1e50/15
1komma4mir brockhoff noisy 1.3 (1)32 (54)41 (50)77 (126)73 (48)68 (53)64 (25)1/15
1komma4mirser brockhoff noisy 1.2 (2)13 (23)43 (34)1e50/15
1komma4ser brockhoff noisy 1.4 (2)8.2 (9)26 (27)77 (96)1e50/15
AVGNEWUOA ros noisy 0.74 (0.5)7.1 (6)22 (45)8e40/15
CMAEGS finck noisy 3.5 (0.9)38 (75)23 (30)21 (41)20 (26)18 (0.4)17 (23)11/15
IPOP-ACTCMA-ES ros noisy 1.2 (0.2)2.0 (1)1.3 (0.4)1.2 (0.4)1.2 (0.6)1.2 (1)1.1 (0.5)15/15
IPOP-CMA-ES ros noisy 2.2 (4)1.6 (1)1.1 (0.2)1.1 (0.2)1.1 (0.5)1.0 (0.4)0.99 (0.4)15/15
MOS torre noisy 3.9 (0.3)3.5 (0.2)2.5 (3)2.6 (2)2.8 (6)2.7 (0.1)2.7 (7)15/15
NEWUOA ros noisy 5.4 (8)4.6 (4)47 (65)5e40/15
RCGA tran noisy 74 (113)5e50/15
SPSA finck noisy 1e60/15

Δ fopt
f105, 10-D
1e1
950
1e0
21491
1e-1
70146
1e-2
72570
1e-3
74217
1e-5
78195
1e-7
79729
#succ
15/15
1komma2 brockhoff noisy 4.5 (3)15 (27)20 (12)1e50/15
1komma2mir brockhoff noisy 1.7 (2)10 (11)1e50/15
1komma2mirser brockhoff noisy 1.8 (2)7.5 (10)6.2 (7)20 (19)1e50/15
1komma2ser brockhoff noisy 5.6 (3)32 (37)21 (24)1e50/15
1komma4 brockhoff noisy 1.3 (1)7.5 (11)9.5 (10)1e50/15
1komma4mir brockhoff noisy 1.1 (1)12 (21)10 (8)1e50/15
1komma4mirser brockhoff noisy 1.4 (0.9)6.6 (4)10 (5)1e50/15
1komma4ser brockhoff noisy 1.1 (0.8)6.2 (2)3.8 (3)10 (6)19 (23)1e50/15
AVGNEWUOA ros noisy 2.5 (2)5.1 (7)3.7 (5)16 (23)8e40/15
CMAEGS finck noisy 2.5 (0.4)304 (221)93 (128)90 (72)88 (105)84 (64)176 (173)0/15
IPOP-ACTCMA-ES ros noisy 1.0 (1)2.0 (2)0.64 (0.3)0.63 (0.2)0.63 (0.4)0.61 (0.4)0.61 (0.4)15/15
IPOP-CMA-ES ros noisy 2.2 (2)2.4 (0.8)0.82 (0.4)0.82 (0.3)0.82 (0.3)0.80 (0.3)0.81 (0.3)15/15
MOS torre noisy 2.4 (0.3)13 (33)3.9 (3)3.8 (2)3.7 (2)3.6 (5)3.5 (7)14/15
NEWUOA ros noisy 11 (13)10 (10)5e40/15
RCGA tran noisy 44 (67)328 (419)5e50/15
SPSA finck noisy 1e60/15

Δ fopt
f106, 10-D
1e1
288
1e0
3425
1e-1
7705
1e-2
8190
1e-3
8501
1e-5
8968
1e-7
9372
#succ
15/15
1komma2 brockhoff noisy 8.3 (7)4.6 (4)2.5 (1)2.6 (1)2.6 (0.7)2.6 (1)2.6 (1)15/15
1komma2mir brockhoff noisy 3.2 (0.5)2.2 (2)1.2 (0.7)1.3 (0.6)1.3 (0.5)1.3 (0.6)1.3 (0.6)15/15
1komma2mirser brockhoff noisy 3.2 (3)1.5 (2)0.85 (0.5)0.89 (0.5)0.90 (0.2)0.91 (0.1)0.90 (0.4)15/15
1komma2ser brockhoff noisy 8.1 (7)7.9 (4)4.1 (1)4.1 (7)4.1 (2)4.0 (6)4.0 (4)14/15
1komma4 brockhoff noisy 2.5 (2)1.5 (0.3)0.85 (0.5)0.88 (0.1)0.90 (0.2)0.91 (0.3)0.92 (0.3)15/15
1komma4mir brockhoff noisy 2.2 (2)1.4 (1)0.77 (0.6)0.80 (0.5)0.81 (0.6)0.82 (0.5)0.82 (0.5)15/15
1komma4mirser brockhoff noisy 1.8 (2)0.84 (0.5)0.48 (0.2)0.50 (0.2)0.51 (0.1)0.52 (0.2)0.52 (0.2)15/15
1komma4ser brockhoff noisy 2.5 (0.8)1.6 (0.9)0.85 (0.5)0.86 (0.4)0.86 (0.5)0.87 (0.6)0.87 (0.5)15/15
AVGNEWUOA ros noisy 1.3 (2)5.4 (9)19 (27)162 (135)9e40/15
CMAEGS finck noisy 6.6 (0.9)3.0 (1.0)1.6 (0.3)1.7 (0.3)1.7 (0.3)1.9 (0.3)2.1 (0.4)15/15
IPOP-ACTCMA-ES ros noisy 2.4 (1.0)1.7 (2)0.96 (0.5)1.0 (0.8)1.0 (0.4)1.0 (0.7)1.0 (0.1)15/15
IPOP-CMA-ES ros noisy 2.8 (4)2.0 (1)1.2 (0.2)1.3 (0.2)1.3 (0.2)1.3 (0.1)1.3 (0.6)15/15
MOS torre noisy 7.9 (2)3.3 (0.4)1.8 (0.3)1.8 (0.2)1.9 (0.2)2.0 (0.2)2.1 (0.2)15/15
NEWUOA ros noisy 1.6 (1)7.5 (6)14 (16)26 (48)7e40/15
RCGA tran noisy 138 (157)463 (985)443 (341)888 (992)5e50/15
SPSA finck noisy 2.3e4 (2e4)1e60/15

Δ fopt
f107, 10-D
1e1
945
1e0
2255
1e-1
3871
1e-2
5207
1e-3
7352
1e-5
11340
1e-7
14303
#succ
15/15
1komma2 brockhoff noisy 199 (182)1e50/15
1komma2mir brockhoff noisy 15 (4)632 (754)1e50/15
1komma2mirser brockhoff noisy 22 (20)646 (621)1e50/15
1komma2ser brockhoff noisy 702 (820)1e50/15
1komma4 brockhoff noisy 36 (107)1e50/15
1komma4mir brockhoff noisy 12 (9)139 (81)1e50/15
1komma4mirser brockhoff noisy 10 (9)1e50/15
1komma4ser brockhoff noisy 36 (35)299 (333)1e50/15
AVGNEWUOA ros noisy 227 (344)7e40/15
CMAEGS finck noisy 1.3 (0.5)1.3 (1)2.1 (1)3.4 (3)3.3 (3)5.9 (5)17 (5)8/15
IPOP-ACTCMA-ES ros noisy 0.97 (2)1.1 (1)1.4 (2)1.3 (0.8)1.1 (0.5)0.96 (0.4)0.94 (0.6)15/15
IPOP-CMA-ES ros noisy 0.85 (1.0)0.86 (0.7)0.93 (0.4)1.1 (0.6)1.0 (0.3)0.90 (0.3)0.82 (0.2)15/15
MOS torre noisy 16 (34)64 (40)45 (22)36 (71)30 (50)21 (33)17 (31)15/15
NEWUOA ros noisy 130 (145)4e40/15
RCGA tran noisy 3.3 (2)3.4 (1)2.9 (0.5)3.4 (0.7)4.7 (0.6)6.3 (0.4)6.4 (0.2)15/15
SPSA finck noisy 1.5e4 (1e4)1e60/15

Δ fopt
f108, 10-D
1e1
10015
1e0
31433
1e-1
47589
1e-2
77508
1e-3
1.1e5
1e-5
1.8e5
1e-7
3.1e5
#succ
15/15
1komma2 brockhoff noisy 1e50/15
1komma2mir brockhoff noisy 1e50/15
1komma2mirser brockhoff noisy 1e50/15
1komma2ser brockhoff noisy 1e50/15
1komma4 brockhoff noisy 67 (45)1e50/15
1komma4mir brockhoff noisy 149 (212)1e50/15
1komma4mirser brockhoff noisy 33 (23)1e50/15
1komma4ser brockhoff noisy 1e50/15
AVGNEWUOA ros noisy 7e40/15
CMAEGS finck noisy 4.5 (2)3.5 (0.8)4.3 (1)4.4 (2)4.6 (3)7.5 (4)12 (11)2/15
IPOP-ACTCMA-ES ros noisy 1.0 (0.7)0.63 (0.4)0.98 (0.8)0.88 (0.4)0.98 (0.5)1.1 (0.5)0.88 (0.5)15/15
IPOP-CMA-ES ros noisy 0.78 (0.7)0.64 (0.3)0.69 (0.1)0.77 (0.4)0.70 (0.3)0.78 (0.5)0.77 (0.5)15/15
MOS torre noisy 46 (35)479 (334)1e60/15
NEWUOA ros noisy 4e40/15
RCGA tran noisy 4.6 (9)225 (322)5e50/15
SPSA finck noisy 5.7 (2)22 (10)1e60/15

Δ fopt
f109, 10-D
1e1
28
1e0
286
1e-1
499
1e-2
824
1e-3
1159
1e-5
1786
1e-7
2415
#succ
15/15
1komma2 brockhoff noisy 15 (8)2.5 (0.4)2.8 (1)2.3 (0.4)2.2 (0.6)2.3 (2)2.5 (1)15/15
1komma2mir brockhoff noisy 6.0 (4)1.2 (0.4)1.1 (0.3)1.1 (0.2)0.98 (0.1)1.0 (0.2)1.1 (0.2)15/15
1komma2mirser brockhoff noisy 5.8 (3)1.0 (0.3)0.94 (0.1)0.83 (0.3)0.77 (0.2)0.78 (0.1)0.75 (0.1)15/15
1komma2ser brockhoff noisy 14 (7)2.6 (0.6)2.4 (0.6)1.9 (0.3)1.8 (0.8)2.0 (0.8)2.1 (0.5)15/15
1komma4 brockhoff noisy 5.3 (2)1.1 (0.5)1.1 (0.2)1.0 (0.3)1.1 (0.2)1.1 (0.2)1.2 (0.2)15/15
1komma4mir brockhoff noisy 4.2 (1)0.83 (0.1)0.83 (0.1)0.83 (0.2)0.82 (0.2)0.83 (0.1)0.87 (0.1)15/15
1komma4mirser brockhoff noisy 3.4 (0.9)0.69 (0.1)0.66 (0.2)0.55 (0.1)★30.52 (0.1)★20.52 (0.1)★30.53 (0.1)★315/15
1komma4ser brockhoff noisy 4.4 (2)0.99 (0.3)0.94 (0.2)0.83 (0.2)0.77 (0.1)0.76 (0.1)0.77 (0.1)15/15
AVGNEWUOA ros noisy 11 (7)38 (60)665 (678)7e40/15
CMAEGS finck noisy 30 (6)4.7 (0.7)3.5 (0.9)485 (1519)1e60/15
IPOP-ACTCMA-ES ros noisy 4.5 (1)1.2 (0.2)1.2 (0.3)1.1 (0.2)1.1 (0.1)1.2 (0.2)1.2 (0.2)15/15
IPOP-CMA-ES ros noisy 4.4 (3)1.1 (0.2)1.1 (0.2)1.1 (0.3)1.0 (0.1)1.1 (0.1)1.1 (0.2)15/15
MOS torre noisy 16 (3)4.6 (0.3)4.8 (1)4.5 (0.9)4.9 (1)5.3 (1)5.6 (1)15/15
NEWUOA ros noisy 12 (16)77 (80)4e40/15
RCGA tran noisy 28 (13)10 (2)12 (3)23 (13)47 (6)46 (2)41 (2)14/15
SPSA finck noisy 493 (969)368 (958)1.3e4 (1e4)1e60/15

Δ fopt
f110, 10-D
1e1
11224
1e0
3.3e7
1e-1
7.0e7
1e-2
1.6e8
1e-3
1e-5
1e-7
#succ
0/15
1komma2 brockhoff noisy    0/15
1komma2mir brockhoff noisy    0/15
1komma2mirser brockhoff noisy    0/15
1komma2ser brockhoff noisy    0/15
1komma4 brockhoff noisy    0/15
1komma4mir brockhoff noisy    0/15
1komma4mirser brockhoff noisy    0/15
1komma4ser brockhoff noisy    0/15
AVGNEWUOA ros noisy    0/15
CMAEGS finck noisy 5.7 (9)   0/15
IPOP-ACTCMA-ES ros noisy 0.94 (0.5)   0/15
IPOP-CMA-ES ros noisy 0.92 (0.8)   0/15
MOS torre noisy 12 (10)0.47 (0.8)   0/15
NEWUOA ros noisy    0/15
RCGA tran noisy 2.7 (2)   0/15
SPSA finck noisy    0/15

Δ fopt
f111, 10-D
1e1
82927
1e0
1e-1
1e-2
1e-3
1e-5
1e-7
#succ
0/15
1komma2 brockhoff noisy       0/15
1komma2mir brockhoff noisy       0/15
1komma2mirser brockhoff noisy       0/15
1komma2ser brockhoff noisy       0/15
1komma4 brockhoff noisy       0/15
1komma4mir brockhoff noisy       0/15
1komma4mirser brockhoff noisy       0/15
1komma4ser brockhoff noisy       0/15
AVGNEWUOA ros noisy       0/15
CMAEGS finck noisy 7.9 (8)      0/15
IPOP-ACTCMA-ES ros noisy 0.72 (0.5)      0/15
IPOP-CMA-ES ros noisy 0.85 (0.3)      0/15
MOS torre noisy 15 (19)      0/15
NEWUOA ros noisy       0/15
RCGA tran noisy 25 (50)      0/15
SPSA finck noisy       0/15

Δ fopt
f112, 10-D
1e1
884
1e0
11583
1e-1
16109
1e-2
17394
1e-3
18239
1e-5
19461
1e-7
20444
#succ
15/15
1komma2 brockhoff noisy 2.0 (0.6)6.3 (7)5.8 (8)5.9 (4)7.3 (8)8.4 (5)9.4 (9)6/15
1komma2mir brockhoff noisy 1.4 (2)1.6 (1)1.5 (1)1.5 (0.7)1.5 (0.6)1.5 (0.8)1.5 (0.5)15/15
1komma2mirser brockhoff noisy 1.8 (4)0.83 (0.5)0.78 (0.4)0.81 (0.6)0.82 (0.5)0.81 (0.3)0.81 (0.2)15/15
1komma2ser brockhoff noisy 10 (0.7)8.6 (9)9.4 (6)13 (10)15 (17)14 (10)24 (9)2/15
1komma4 brockhoff noisy 1.5 (0.5)2.1 (4)1.7 (2)1.7 (1)1.7 (2)1.7 (2)1.8 (2)14/15
1komma4mir brockhoff noisy 1.1 (0.7)1.3 (1)1.1 (0.3)1.1 (0.6)1.1 (0.5)1.1 (0.6)1.1 (0.5)15/15
1komma4mirser brockhoff noisy 0.81 (1)0.56 (0.5)0.50 (0.1)0.51 (0.3)0.51 (0.3)0.51 (0.3)0.51 (0.1)15/15
1komma4ser brockhoff noisy 0.87 (0.2)1.1 (1)0.99 (1.0)0.98 (0.9)0.99 (0.4)0.98 (0.5)0.98 (0.6)15/15
AVGNEWUOA ros noisy 10 (11)98 (78)71 (74)8e40/15
CMAEGS finck noisy 2.2 (0.5)1e60/15
IPOP-ACTCMA-ES ros noisy 0.83 (0.5)0.95 (0.6)0.92 (0.1)0.97 (0.4)0.98 (0.5)0.99 (0.4)0.98 (0.1)15/15
IPOP-CMA-ES ros noisy 0.76 (0.1)1.2 (1)1.1 (0.4)1.2 (0.2)1.2 (0.3)1.2 (0.1)1.2 (0.3)15/15
MOS torre noisy 2.8 (0.5)1.9 (0.3)1.9 (0.2)2.4 (0.3)3.0 (0.4)3.0 (4)3.0 (0.3)15/15
NEWUOA ros noisy 27 (42)5e40/15
RCGA tran noisy 52 (81)646 (1586)5e50/15
SPSA finck noisy 1.6e4 (1e4)1e60/15

Δ fopt
f113, 10-D
1e1
4469
1e0
27633
1e-1
1.0e5
1e-2
1.1e5
1e-3
1.1e5
1e-5
1.1e5
1e-7
1.1e5
#succ
15/15
1komma2 brockhoff noisy 1e50/15
1komma2mir brockhoff noisy 29 (33)1e50/15
1komma2mirser brockhoff noisy 335 (257)1e50/15
1komma2ser brockhoff noisy 1e50/15
1komma4 brockhoff noisy 70 (101)1e50/15
1komma4mir brockhoff noisy 18 (21)1e50/15
1komma4mirser brockhoff noisy 11 (21)1e50/15
1komma4ser brockhoff noisy 156 (141)1e50/15
AVGNEWUOA ros noisy 7e40/15
CMAEGS finck noisy 12 (2)63 (65)1e60/15
IPOP-ACTCMA-ES ros noisy 0.77 (1)0.61 (0.7)0.31 (0.2)0.33 (0.1)0.33 (0.1)0.33 (0.1)0.32 (0.2)15/15
IPOP-CMA-ES ros noisy 1.1 (1)0.71 (0.6)0.66 (0.3)0.65 (0.3)0.66 (0.1)0.66 (0.3)0.64 (0.5)15/15
MOS torre noisy 23 (29)13 (10)5.9 (1)5.6 (5)5.6 (2)5.6 (2)5.4 (5)14/15
NEWUOA ros noisy 4e40/15
RCGA tran noisy 3.0 (7)4.5 (5)21 (20)5e50/15
SPSA finck noisy 1e60/15

Δ fopt
f114, 10-D
1e1
36612
1e0
1.3e5
1e-1
3.3e5
1e-2
3.9e5
1e-3
3.9e5
1e-5
3.9e5
1e-7
4.1e5
#succ
15/15
1komma2 brockhoff noisy 1e50/15
1komma2mir brockhoff noisy 1e50/15
1komma2mirser brockhoff noisy 1e50/15
1komma2ser brockhoff noisy 1e50/15
1komma4 brockhoff noisy 1e50/15
1komma4mir brockhoff noisy 1e50/15
1komma4mirser brockhoff noisy 1e50/15
1komma4ser brockhoff noisy 1e50/15
AVGNEWUOA ros noisy 7e40/15
CMAEGS finck noisy 16 (9)56 (63)1e60/15
IPOP-ACTCMA-ES ros noisy 0.60 (0.3)0.44 (0.1)0.45 (0.2)0.43 (0.2)0.44 (0.2)0.44 (0.2)0.43 (0.2)15/15
IPOP-CMA-ES ros noisy 0.66 (0.6)0.66 (0.6)0.60 (0.3)0.60 (0.4)0.62 (0.2)0.62 (0.2)0.61 (0.2)15/15
MOS torre noisy 1e60/15
NEWUOA ros noisy 4e40/15
RCGA tran noisy 4.0 (2)5e50/15
SPSA finck noisy 46 (31)1e60/15

Δ fopt
f115, 10-D
1e1
398
1e0
2899
1e-1
8595
1e-2
12320
1e-3
12602
1e-5
12602
1e-7
12807
#succ
15/15
1komma2 brockhoff noisy 11 (15)253 (337)1e50/15
1komma2mir brockhoff noisy 2.5 (0.9)16 (11)174 (73)1e50/15
1komma2mirser brockhoff noisy 2.0 (2)14 (16)1e50/15
1komma2ser brockhoff noisy 14 (12)1e50/15
1komma4 brockhoff noisy 3.1 (3)15 (23)173 (137)1e50/15
1komma4mir brockhoff noisy 1.2 (0.9)15 (18)78 (55)1e50/15
1komma4mirser brockhoff noisy 1.6 (4)10 (12)50 (47)1e50/15
1komma4ser brockhoff noisy 2.7 (2)18 (26)164 (244)1e50/15
AVGNEWUOA ros noisy 4.2 (6)386 (380)7e40/15
CMAEGS finck noisy 3.9 (9)953 (692)1e60/15
IPOP-ACTCMA-ES ros noisy 0.91 (0.5)1.3 (1)1.5 (0.9)1.5 (0.9)1.4 (0.8)★21.4 (0.9)★21.5 (0.8)★215/15
IPOP-CMA-ES ros noisy 1.0 (0.4)3.7 (3)5.3 (1)4.1 (6)4.1 (3)4.1 (6)4.1 (4)15/15
MOS torre noisy 3.4 (0.3)53 (112)93 (96)122 (170)120 (157)120 (196)118 (118)8/15
NEWUOA ros noisy 19 (29)4e40/15
RCGA tran noisy 37 (58)45 (17)269 (401)579 (517)566 (784)566 (536)557 (537)1/15
SPSA finck noisy 34 (57)1e60/15

Δ fopt
f116, 10-D
1e1
71444
1e0
1.1e5
1e-1
1.1e5
1e-2
1.1e5
1e-3
1.2e5
1e-5
1.2e5
1e-7
1.7e5
#succ
15/15
1komma2 brockhoff noisy 1e50/15
1komma2mir brockhoff noisy 1e50/15
1komma2mirser brockhoff noisy 1e50/15
1komma2ser brockhoff noisy 1e50/15
1komma4 brockhoff noisy 1e50/15
1komma4mir brockhoff noisy 1e50/15
1komma4mirser brockhoff noisy 1e50/15
1komma4ser brockhoff noisy 1e50/15
AVGNEWUOA ros noisy 7e40/15
CMAEGS finck noisy 1e60/15
IPOP-ACTCMA-ES ros noisy 0.34 (0.2)★20.38 (0.2)★30.42 (0.2)0.42 (0.2)0.43 (0.2)0.44 (0.1)0.35 (0.1)15/15
IPOP-CMA-ES ros noisy 0.98 (0.4)0.94 (0.4)1.0 (0.3)1.1 (0.3)1.1 (0.3)1.1 (0.3)0.84 (0.2)15/15
MOS torre noisy 6.2 (8)5.3 (4)5.1 (4)5.0 (4)4.9 (5)4.6 (3)3.4 (4)14/15
NEWUOA ros noisy 4e40/15
RCGA tran noisy 32 (47)5e50/15
SPSA finck noisy 1e60/15

Δ fopt
f117, 10-D
1e1
2.3e5
1e0
4.0e5
1e-1
4.9e5
1e-2
6.3e5
1e-3
6.5e5
1e-5
7.2e5
1e-7
7.9e5
#succ
15/15
1komma2 brockhoff noisy 1e50/15
1komma2mir brockhoff noisy 1e50/15
1komma2mirser brockhoff noisy 1e50/15
1komma2ser brockhoff noisy 1e50/15
1komma4 brockhoff noisy 1e50/15
1komma4mir brockhoff noisy 1e50/15
1komma4mirser brockhoff noisy 1e50/15
1komma4ser brockhoff noisy 1e50/15
AVGNEWUOA ros noisy 7e40/15
CMAEGS finck noisy 1e60/15
IPOP-ACTCMA-ES ros noisy 0.36 (0.1)0.33 (0.1)0.42 (0.2)0.36 (0.2)0.38 (0.2)0.40 (0.2)0.47 (0.2)15/15
IPOP-CMA-ES ros noisy 0.73 (0.6)0.72 (0.4)0.71 (0.5)0.60 (0.2)0.63 (0.2)0.66 (0.4)0.70 (0.4)15/15
MOS torre noisy 70 (112)1e60/15
NEWUOA ros noisy 4e40/15
RCGA tran noisy 5e50/15
SPSA finck noisy 1e60/15

Δ fopt
f118, 10-D
1e1
1348
1e0
3241
1e-1
4345
1e-2
5298
1e-3
6097
1e-5
7070
1e-7
8063
#succ
15/15
1komma2 brockhoff noisy 7.4 (5)8.4 (4)9.1 (6)9.4 (10)11 (12)13 (6)22 (23)3/15
1komma2mir brockhoff noisy 2.9 (0.9)2.7 (0.7)2.4 (0.5)2.2 (0.4)2.0 (0.3)1.9 (0.4)1.8 (0.4)15/15
1komma2mirser brockhoff noisy 2.5 (1)1.7 (0.8)1.6 (0.6)1.5 (0.2)1.4 (0.5)1.4 (0.3)1.3 (0.3)15/15
1komma2ser brockhoff noisy 15 (22)12 (14)17 (15)22 (21)25 (24)38 (60)43 (47)0/15
1komma4 brockhoff noisy 2.4 (1)2.0 (1)1.9 (0.8)1.9 (0.6)1.8 (0.5)1.9 (0.7)1.9 (0.5)15/15
1komma4mir brockhoff noisy 2.0 (0.5)1.6 (0.7)1.5 (0.4)1.4 (0.2)1.4 (0.1)1.3 (0.2)1.3 (0.2)15/15
1komma4mirser brockhoff noisy 1.3 (0.2)0.87 (0.3)0.85 (0.2)0.81 (0.1)0.75 (0.1)0.72 (0.1)0.68 (0.1)★215/15
1komma4ser brockhoff noisy 2.1 (0.9)1.5 (0.7)1.3 (0.7)1.2 (0.5)1.2 (0.2)1.2 (0.3)1.1 (0.2)15/15
AVGNEWUOA ros noisy 17 (11)9e40/15
CMAEGS finck noisy 377 (372)1238 (1312)3227 (2073)1e60/15
IPOP-ACTCMA-ES ros noisy 1.4 (0.5)0.89 (0.4)0.89 (0.3)0.88 (0.2)0.87 (0.1)0.88 (0.2)0.88 (0.2)15/15
IPOP-CMA-ES ros noisy 2.9 (1)2.2 (0.9)2.2 (0.7)2.1 (0.5)2.0 (0.3)2.0 (0.2)1.9 (0.2)15/15
MOS torre noisy 3.4 (0.7)1.9 (0.3)1.8 (0.2)1.9 (0.3)2.0 (0.2)2.2 (0.3)2.4 (0.3)15/15
NEWUOA ros noisy 57 (84)5e40/15
RCGA tran noisy 1202 (2190)5e50/15
SPSA finck noisy 1.1e4 (2e4)1e60/15

Δ fopt
f119, 10-D
1e1
128
1e0
3122
1e-1
4969
1e-2
11200
1e-3
36536
1e-5
3.0e5
1e-7
4.0e5
#succ
15/15
1komma2 brockhoff noisy 53 (52)1e50/15
1komma2mir brockhoff noisy 16 (8)143 (162)1e50/15
1komma2mirser brockhoff noisy 15 (12)457 (296)1e50/15
1komma2ser brockhoff noisy 69 (68)1e50/15
1komma4 brockhoff noisy 24 (25)222 (155)1e50/15
1komma4mir brockhoff noisy 17 (17)149 (119)1e50/15
1komma4mirser brockhoff noisy 15 (11)47 (83)1e50/15
1komma4ser brockhoff noisy 19 (15)466 (777)1e50/15
AVGNEWUOA ros noisy 196 (252)7e40/15
CMAEGS finck noisy 5.2 (2)6.1 (13)6.0 (7)33 (18)1e60/15
IPOP-ACTCMA-ES ros noisy 3.6 (9)1.2 (1)1.5 (0.9)1.3 (0.5)0.67 (0.3)0.27 (0.2)0.28 (0.1)15/15
IPOP-CMA-ES ros noisy 1.3 (2)1.2 (1)1.2 (0.6)0.90 (0.4)1.1 (0.7)0.62 (0.3)0.72 (0.3)15/15
MOS torre noisy 64 (7)62 (102)69 (88)32 (13)12 (14)1.8 (1)1.5 (1)14/15
NEWUOA ros noisy 120 (175)4e40/15
RCGA tran noisy 3.3 (3)3.0 (2)3.2 (2)2.7 (1.0)194 (178)5e50/15
SPSA finck noisy 8937 (2e4)1e60/15

Δ fopt
f120, 10-D
1e1
471
1e0
39910
1e-1
74629
1e-2
1.6e5
1e-3
4.4e5
1e-5
1.3e6
1e-7
2.5e6
#succ
15/15
1komma2 brockhoff noisy 894 (1139)1e50/15
1komma2mir brockhoff noisy 315 (635)1e50/15
1komma2mirser brockhoff noisy 251 (201)1e50/15
1komma2ser brockhoff noisy 275 (231)1e50/15
1komma4 brockhoff noisy 108 (70)1e50/15
1komma4mir brockhoff noisy 57 (39)1e50/15
1komma4mirser brockhoff noisy 57 (32)1e50/15
1komma4ser brockhoff noisy 129 (78)1e50/15
AVGNEWUOA ros noisy 157 (162)7e40/15
CMAEGS finck noisy 200 (497)10 (7)13 (9)7.6 (5)1e60/15
IPOP-ACTCMA-ES ros noisy 6.2 (5)0.69 (0.6)0.70 (0.5)0.75 (0.3)0.54 (0.4)0.57 (0.2)0.54 (0.3)15/15
IPOP-CMA-ES ros noisy 6.6 (3)0.60 (0.5)0.57 (0.4)0.74 (0.5)0.64 (0.3)0.63 (0.2)0.55 (0.2)15/15
MOS torre noisy 38 (76)188 (218)1e60/15
NEWUOA ros noisy 152 (163)4e40/15
RCGA tran noisy 6.6 (21)13 (14)5e50/15
SPSA finck noisy 300 (281)1e60/15

Δ fopt
f121, 10-D
1e1
72
1e0
317
1e-1
631
1e-2
1475
1e-3
3676
1e-5
9995
1e-7
18211
#succ
15/15
1komma2 brockhoff noisy 5.9 (5)3.3 (1)3.0 (0.9)2.7 (0.5)2.3 (0.9)4.0 (1)80 (66)0/15
1komma2mir brockhoff noisy 2.5 (1)1.3 (0.4)1.2 (0.1)1.0 (0.1)0.95 (0.2)1.4 (0.3)2.0 (0.4)11/15
1komma2mirser brockhoff noisy 1.7 (0.5)0.92 (0.3)0.93 (0.2)0.71 (0.3)0.66 (0.1)0.89 (0.1)1.3 (0.6)15/15
1komma2ser brockhoff noisy 4.5 (2)2.9 (2)2.4 (1)2.1 (0.7)2.6 (2)5.8 (5)81 (47)0/15
1komma4 brockhoff noisy 1.5 (0.6)1.2 (0.5)1.3 (0.6)1.1 (0.3)1.0 (0.3)1.5 (0.5)1.4 (0.3)15/15
1komma4mir brockhoff noisy 1.3 (0.7)0.91 (0.3)0.93 (0.3)0.85 (0.2)0.77 (0.1)1.0 (0.1)1.1 (0.2)15/15
1komma4mirser brockhoff noisy 1.1 (0.8)0.71 (0.3)0.61 (0.1)★20.48 (0.1)★20.44 (0.1)★20.51 (0.0)★20.57 (0.1)15/15
1komma4ser brockhoff noisy 1.1 (0.6)1.00 (0.3)0.90 (0.2)0.75 (0.3)0.65 (0.2)0.74 (0.2)0.81 (0.2)15/15
AVGNEWUOA ros noisy 2.1 (0.3)153 (227)1671 (2308)7e40/15
CMAEGS finck noisy 8.6 (4)5.0 (2)4.1 (5)9514 (2e4)1e60/15
IPOP-ACTCMA-ES ros noisy 1.5 (0.8)1.0 (0.2)1.1 (0.1)0.94 (0.1)0.78 (0.2)0.72 (0.1)0.69 (0.0)15/15
IPOP-CMA-ES ros noisy 1.3 (0.5)1.1 (0.3)1.2 (0.3)1.0 (0.2)1.2 (0.1)1.7 (0.2)2.0 (0.2)15/15
MOS torre noisy 4.2 (3)4.0 (0.4)4.2 (0.3)3.7 (0.9)2.9 (0.8)2.6 (0.5)2.3 (0.5)15/15
NEWUOA ros noisy 3.4 (6)215 (276)4e40/15
RCGA tran noisy 3.3 (2)12 (4)12 (5)23 (18)423 (1098)5e50/15
SPSA finck noisy 237 (364)2.1e4 (2e4)1e60/15

Δ fopt
f122, 10-D
1e1
55
1e0
11563
1e-1
33165
1e-2
97901
1e-3
1.4e5
1e-5
4.4e5
1e-7
8.2e5
#succ
15/15
1komma2 brockhoff noisy 59 (66)1e50/15
1komma2mir brockhoff noisy 13 (20)1e50/15
1komma2mirser brockhoff noisy 17 (25)1e50/15
1komma2ser brockhoff noisy 54 (54)1e50/15
1komma4 brockhoff noisy 19 (14)1e50/15
1komma4mir brockhoff noisy 21 (43)1e50/15
1komma4mirser brockhoff noisy 12 (16)1e50/15
1komma4ser brockhoff noisy 22 (95)1e50/15
AVGNEWUOA ros noisy 28 (35)7e40/15
CMAEGS finck noisy 11 (3)2.9 (2)2e40/4
IPOP-ACTCMA-ES ros noisy 1.5 (2)0.85 (0.5)0.87 (0.6)0.50 (0.2)0.61 (0.3)0.50 (0.4)0.72 (0.3)15/15
IPOP-CMA-ES ros noisy 1.6 (0.8)0.61 (0.2)0.89 (0.6)0.63 (0.3)0.67 (0.3)0.58 (0.4)0.80 (0.4)15/15
MOS torre noisy 3.6 (4)42 (67)28 (27)15 (26)13 (10)4.9 (3)3.2 (4)5/15
NEWUOA ros noisy 45 (47)4e40/15
RCGA tran noisy 2.1 (2)1.7 (0.7)6.9 (8)8.4 (14)15 (28)5e50/15
SPSA finck noisy 6664 (3e4)1e60/15

Δ fopt
f123, 10-D
1e1
40
1e0
94387
1e-1
3.9e5
1e-2
6.6e5
1e-3
1.3e6
1e-5
3.3e6
1e-7
1.0e7
#succ
7/15
1komma2 brockhoff noisy 1674 (1566)1e50/15
1komma2mir brockhoff noisy 590 (354)1e50/15
1komma2mirser brockhoff noisy 673 (714)1e50/15
1komma2ser brockhoff noisy 1093 (1638)1e50/15
1komma4 brockhoff noisy 143 (119)1e50/15
1komma4mir brockhoff noisy 215 (152)1e50/15
1komma4mirser brockhoff noisy 156 (189)1e50/15
1komma4ser brockhoff noisy 237 (308)1e50/15
AVGNEWUOA ros noisy 181 (251)7e40/15
CMAEGS finck noisy 708 (690)5e40/6
IPOP-ACTCMA-ES ros noisy 27 (36)0.66 (0.3)0.65 (0.3)0.76 (0.2)0.79 (0.5)0.79 (0.1)0.72 (0.8)12/15
IPOP-CMA-ES ros noisy 22 (39)0.67 (0.3)0.63 (0.2)0.72 (0.4)0.61 (0.2)0.82 (0.5)0.96 (0.7)4/15
MOS torre noisy 202 (743)1e60/15
NEWUOA ros noisy 192 (126)4e40/15
RCGA tran noisy 3.7 (6)5e50/15
SPSA finck noisy 3.5e5 (2e5)1e60/15

Δ fopt
f124, 10-D
1e1
37
1e0
614
1e-1
10452
1e-2
34296
1e-3
52887
1e-5
1.4e5
1e-7
3.3e5
#succ
15/15
1komma2 brockhoff noisy 46 (138)1e50/15
1komma2mir brockhoff noisy 4.8 (2)192 (178)1e50/15
1komma2mirser brockhoff noisy 4.4 (5)153 (271)1e50/15
1komma2ser brockhoff noisy 363 (701)1e50/15
1komma4 brockhoff noisy 2.7 (3)302 (245)1e50/15
1komma4mir brockhoff noisy 2.3 (1)112 (64)1e50/15
1komma4mirser brockhoff noisy 1.7 (1)74 (80)1e50/15
1komma4ser brockhoff noisy 24 (3)1114 (529)1e50/15
AVGNEWUOA ros noisy 12 (24)7e40/15
CMAEGS finck noisy 14 (6)3.5 (0.9)33 (19)5e40/6
IPOP-ACTCMA-ES ros noisy 1.9 (1.0)1.2 (0.8)1.1 (0.8)1.1 (0.9)1.0 (0.5)0.83 (0.9)0.51 (0.2)15/15
IPOP-CMA-ES ros noisy 1.8 (1)1.2 (0.5)1.5 (3)1.1 (0.7)1.2 (1)1.2 (0.4)1.0 (0.4)15/15
MOS torre noisy 3.1 (2)257 (413)15 (24)7.2 (15)5.4 (8)3.0 (2)1.6 (0.9)13/15
NEWUOA ros noisy 11 (15)4e40/15
RCGA tran noisy 3.5 (3)13 (5)13 (27)11 (8)14 (15)5e50/15
SPSA finck noisy 4932 (7102)1e60/15

Δ fopt
f125, 10-D
1e1
1
1e0
1
1e-1
1
1e-2
1.1e6
1e-3
3.0e6
1e-5
6.4e6
1e-7
6.4e6
#succ
13/15
1komma2 brockhoff noisy 1 (0)2738 (2165)1e50/15
1komma2mir brockhoff noisy 1 (0)1214 (1667)1e50/15
1komma2mirser brockhoff noisy 1 (0)469 (1006)1e50/15
1komma2ser brockhoff noisy 1 (0)4806 (6772)1e50/15
1komma4 brockhoff noisy 1 (0)947 (944)1e50/15
1komma4mir brockhoff noisy 1 (0)381 (755)1e50/15
1komma4mirser brockhoff noisy 1 (0)500 (710)1e50/15
1komma4ser brockhoff noisy 1 (0)1304 (1583)1e50/15
AVGNEWUOA ros noisy 5.9 (18)39 (2)7e40/15
CMAEGS finck noisy 186 (25)372 (85)2.3e5 (2e5)3.2 (5)1e60/15
IPOP-ACTCMA-ES ros noisy 1 (0)115 (55)2.7e5 (3e5)0.66 (0.7)0.57 (0.4)0.41 (0.3)0.41 (0.2)15/15
IPOP-CMA-ES ros noisy 1 (0)94 (84)2.7e5 (3e5)0.82 (0.3)0.70 (0.5)0.43 (0.1)0.44 (0.5)15/15
MOS torre noisy 1.1 (0.5)426 (368)3.3e5 (2e5)15 (14)1e60/15
NEWUOA ros noisy 3.8 (10)84 (125)4e40/15
RCGA tran noisy 1.1 (0.2)178 (48)4.7e5 (5e5)5e50/15
SPSA finck noisy 7.2e4 (3e5)7.2e4 (3e5)2.9e6 (6e6)1e60/15

Δ fopt
f126, 10-D
1e1
1
1e0
1
1e-1
1
1e-2
1e-3
1e-5
1e-7
#succ
0/15
1komma2 brockhoff noisy 1 (0)5.1e4 (1e5)    0/15
1komma2mir brockhoff noisy 1 (0)3.1e4 (3e4)    0/15
1komma2mirser brockhoff noisy 1 (0)5.6e4 (2e4)    0/15
1komma2ser brockhoff noisy 1 (0)5.3e4 (5e4)    0/15
1komma4 brockhoff noisy 1 (0)1.1e4 (2e4)    0/15
1komma4mir brockhoff noisy 1 (0)8849 (1e4)    0/15
1komma4mirser brockhoff noisy 2.9 (0)8027 (2e4)    0/15
1komma4ser brockhoff noisy 1 (0)9144 (8762)    0/15
AVGNEWUOA ros noisy 9.4 (30)4.9e4 (1e5)    0/15
CMAEGS finck noisy 3915 (4642)1.4e4 (1e4)4.5e6 (3e6)    0/15
IPOP-ACTCMA-ES ros noisy 1 (0)304 (328)3.1e6 (1e6)1.9e7 (1e7) 6.3e7 (3e7)   0/15
IPOP-CMA-ES ros noisy 1 (0)558 (511)3.5e6 (5e6)    0/15
MOS torre noisy 1.1 (0.5)485 (352)7.1e6 (8e6)    0/15
NEWUOA ros noisy 29 (0)1.2e4 (4e4)    0/15
RCGA tran noisy 1.1 (0.5)147 (86)1.1e6 (9e5)    0/15
SPSA finck noisy     0/15

Δ fopt
f127, 10-D
1e1
1
1e0
1
1e-1
1
1e-2
8.0e5
1e-3
1.3e6
1e-5
2.1e6
1e-7
2.1e6
#succ
15/15
1komma2 brockhoff noisy 1 (0)418 (530)1e50/15
1komma2mir brockhoff noisy 1 (0)137 (90)4.8e5 (5e5)1e50/15
1komma2mirser brockhoff noisy 1 (0)131 (50)1.4e6 (2e6)1e50/15
1komma2ser brockhoff noisy 1 (0)534 (406)1e50/15
1komma4 brockhoff noisy 1 (0)116 (44)2.1e5 (2e5)1e50/15
1komma4mir brockhoff noisy 1 (0)78 (70)1.6e5 (2e5)1e50/15
1komma4mirser brockhoff noisy 1 (0)99 (38)1.5e5 (3e5)1e50/15
1komma4ser brockhoff noisy 1 (0)122 (83)4.7e5 (5e5)1e50/15
AVGNEWUOA ros noisy 1 (0)40 (2)7e40/15
CMAEGS finck noisy 159 (56)397 (124)4.5e5 (5e5)1e60/15
IPOP-ACTCMA-ES ros noisy 1 (0)78 (45)7.5e4 (3e4)0.40 (0.2)0.57 (0.4)0.49 (0.6)0.50 (0.2)15/15
IPOP-CMA-ES ros noisy 1 (0)66 (35)1.1e5 (8e4)0.63 (0.4)0.80 (0.7)0.63 (0.4)0.64 (0.4)15/15
MOS torre noisy 1.1 (0)273 (173)3.5e4 (2e5)1.0 (2)1e60/15
NEWUOA ros noisy 2.4 (0)79 (208)4e40/15
RCGA tran noisy 1.2 (0.5)206 (32)2.3e5 (2e5)5e50/15
SPSA finck noisy 652 (394)1.3e5 (4e5)1.4e7 (1e7)1e60/15

Δ fopt
f128, 10-D
1e1
9151
1e0
1.4e5
1e-1
1.4e5
1e-2
1.4e5
1e-3
2.9e5
1e-5
3.8e5
1e-7
5.3e5
#succ
9/15
1komma2 brockhoff noisy 155 (104)1e50/15
1komma2mir brockhoff noisy 8.5 (12)4.9 (3)10 (11)1e50/15
1komma2mirser brockhoff noisy 15 (11)1e50/15
1komma2ser brockhoff noisy 77 (80)1e50/15
1komma4 brockhoff noisy 11 (16)1e50/15
1komma4mir brockhoff noisy 3.7 (3)3.2 (4)1e50/15
1komma4mirser brockhoff noisy 6.5 (7)2.2 (4)1e50/15
1komma4ser brockhoff noisy 10 (19)1e50/15
AVGNEWUOA ros noisy 32 (32)7e40/15
CMAEGS finck noisy 2.1 (3)6.9 (9)6.8 (7)8.9 (16)5.4 (4)7.5 (5)13 (19)2/15
IPOP-ACTCMA-ES ros noisy 0.65 (0.3)29 (57)29 (60)28 (48)14 (21)11 (10)7.7 (8)10/15
IPOP-CMA-ES ros noisy 0.47 (0.4)29 (85)29 (99)28 (26)14 (27)11 (41)7.7 (3)10/15
MOS torre noisy 52 (157)51 (81)51 (54)106 (245)52 (34)40 (32)29 (20)1/15
NEWUOA ros noisy 4e40/15
RCGA tran noisy 3.3 (6)4.9 (6)5.1 (10)5.1 (7)2.6 (4)3.1 (3)4.1 (3)3/15
SPSA finck noisy 1e60/15

Δ fopt
f129, 10-D
1e1
53967
1e0
1.4e6
1e-1
1.4e6
1e-2
1.4e6
1e-3
1.4e6
1e-5
1.4e6
1e-7
1.5e6
#succ
14/15
1komma2 brockhoff noisy 1e50/15
1komma2mir brockhoff noisy 1e50/15
1komma2mirser brockhoff noisy 27 (19)1e50/15
1komma2ser brockhoff noisy 28 (26)1e50/15
1komma4 brockhoff noisy 13 (12)1e50/15
1komma4mir brockhoff noisy 1e50/15
1komma4mirser brockhoff noisy 1e50/15
1komma4ser brockhoff noisy 1e50/15
AVGNEWUOA ros noisy 7e40/15
CMAEGS finck noisy 13 (17)5.3 (8)10 (14)10 (9)10 (6)10 (13)10 (9)0/15
IPOP-ACTCMA-ES ros noisy 0.69 (0.5)2.5 (2)4.0 (3)4.0 (6)3.9 (9)3.9 (5)4.9 (6)8/15
IPOP-CMA-ES ros noisy 0.63 (0.8)5.0 (12)4.9 (9)4.9 (7)4.9 (6)4.9 (9)4.9 (5)8/15
MOS torre noisy 25 (61)1e60/15
NEWUOA ros noisy 4e40/15
RCGA tran noisy 4.4 (4)2.7 (4)5e50/15
SPSA finck noisy 1e60/15

Δ fopt
f130, 10-D
1e1
481
1e0
5878
1e-1
37470
1e-2
70516
1e-3
70910
1e-5
72192
1e-7
73340
#succ
10/15
1komma2 brockhoff noisy 12 (23)40 (82)8.1 (10)4.3 (6)4.3 (4)4.3 (4)4.2 (5)3/15
1komma2mir brockhoff noisy 10 (19)6.4 (7)1.6 (2)0.83 (2)0.83 (1)0.82 (1.0)0.81 (0.9)12/15
1komma2mirser brockhoff noisy 4.4 (3)2.4 (3)0.84 (0.5)0.45 (0.3)0.45 (0.5)0.44 (0.4)0.44 (0.2)14/15
1komma2ser brockhoff noisy 11 (21)8.0 (7)2.6 (3)1.6 (2)1.8 (2)3.3 (4)3.3 (3)5/15
1komma4 brockhoff noisy 5.1 (10)5.9 (5)1.5 (1)0.82 (0.6)0.82 (0.8)0.81 (0.4)0.81 (1)13/15
1komma4mir brockhoff noisy 3.8 (5)5.5 (8)1.3 (2)0.68 (1)0.68 (0.5)0.68 (1)0.67 (2)12/15
1komma4mirser brockhoff noisy 2.9 (8)2.3 (2)0.77 (0.5)0.41 (0.4)0.41 (0.3)0.41 (0.5)0.40 (0.5)15/15
1komma4ser brockhoff noisy 5.0 (6)5.7 (9)1.7 (2)0.89 (2)0.88 (0.7)0.87 (1)0.86 (0.9)12/15
AVGNEWUOA ros noisy 1.9 (2)6.0 (7)8.6 (7)7e40/15
CMAEGS finck noisy 2.5 (0.8)121 (266)41 (48)40 (103)198 (413)1e60/15
IPOP-ACTCMA-ES ros noisy 2.3 (0.4)309 (219)49 (100)26 (36)26 (69)25 (1)25 (49)11/15
IPOP-CMA-ES ros noisy 3.6 (8)582 (1201)126 (206)67 (80)67 (82)66 (105)65 (115)9/15
MOS torre noisy 324 (1049)378 (429)81 (101)43 (111)43 (78)42 (28)41 (41)4/15
NEWUOA ros noisy 2.6 (2)11 (5)8.0 (12)8.8 (16)8.7 (8)4e40/15
RCGA tran noisy 53 (157)55 (124)11 (13)5.8 (2)6.1 (3)9.3 (5)23 (43)4/15
SPSA finck noisy 1112 (2093)1e60/15

Previous dimension | Dimension = 20 | Next dimension

Δ fopt
f101, 20-D
1e1
59
1e0
425
1e-1
571
1e-2
677
1e-3
700
1e-5
739
1e-7
783
#succ
15/15
1komma2 brockhoff noisy 17 (4)3.4 (0.6)3.3 (0.3)3.5 (0.2)4.0 (0.1)5.0 (0.5)5.8 (0.6)15/15
1komma2mir brockhoff noisy 9.1 (1)1.8 (0.3)1.8 (0.1)1.9 (0.3)2.1 (0.1)2.7 (0.3)3.1 (0.3)15/15
1komma2mirser brockhoff noisy 7.4 (2)1.5 (0.2)1.5 (0.2)1.5 (0.1)1.8 (0.1)2.2 (0.2)2.6 (0.2)15/15
1komma2ser brockhoff noisy 16 (4)3.1 (0.3)2.9 (0.5)3.1 (0.4)3.5 (0.6)4.5 (0.7)5.4 (0.3)15/15
1komma4 brockhoff noisy 7.4 (2)1.5 (0.3)1.5 (0.2)1.6 (0.3)1.9 (0.3)2.5 (0.3)2.9 (0.3)15/15
1komma4mir brockhoff noisy 6.0 (0.8)1.3 (0.1)1.3 (0.1)1.4 (0.2)1.6 (0.1)2.0 (0.2)2.4 (0.2)15/15
1komma4mirser brockhoff noisy 5.1 (0.9)1.0 (0.1)0.99 (0.1)1.0 (0.1)1.2 (0.1)1.5 (0.1)1.9 (0.1)15/15
1komma4ser brockhoff noisy 6.0 (1)1.2 (0.2)1.2 (0.2)1.3 (0.1)1.5 (0.3)2.0 (0.1)2.3 (0.3)15/15
AVGNEWUOA ros noisy 3.3 (0.3)0.98 (0.1)0.85 (0.1)0.88 (0.1)0.94 (0.1)1.0 (0.1)★21.1 (0.1)★215/15
CMAEGS finck noisy 40 (5)7.4 (2)6.4 (0.9)5.9 (0.5)6.3 (0.7)7.0 (1)7.7 (0.4)15/15
IPOP-ACTCMA-ES ros noisy 6.1 (1.0)1.5 (0.1)1.6 (0.1)1.7 (0.1)2.1 (0.2)2.7 (0.1)3.3 (0.2)15/15
IPOP-CMA-ES ros noisy 6.0 (2)1.4 (0.2)1.5 (0.2)1.7 (0.1)2.0 (0.2)2.6 (0.2)3.2 (0.1)15/15
MOS torre noisy 29 (7)6.0 (0.2)5.2 (0.3)6.2 (0.8)7.7 (0.3)8.9 (0.8)11 (0.2)15/15
NEWUOA ros noisy 3.1 (0.8)0.85 (0.3)0.90 (0.2)0.97 (0.3)1.1 (0.2)1.5 (1)1.6 (0.8)15/15
RCGA tran noisy 39 (21)13 (1)57 (38)165 (27)240 (14)314 (8)351 (5)15/15
SPSA finck noisy 8.4e4 (1e5)2e60/15

Δ fopt
f102, 20-D
1e1
231
1e0
399
1e-1
579
1e-2
755
1e-3
921
1e-5
1157
1e-7
1407
#succ
15/15
1komma2 brockhoff noisy 5.0 (2)4.1 (1)3.7 (0.6)3.7 (0.8)4.0 (3)5.3 (3)10 (8)15/15
1komma2mir brockhoff noisy 2.5 (0.2)2.0 (0.1)1.8 (0.3)1.7 (0.3)1.7 (0.3)1.7 (0.1)1.8 (0.3)15/15
1komma2mirser brockhoff noisy 1.9 (0.4)1.6 (0.3)1.4 (0.3)1.4 (0.1)1.3 (0.3)1.5 (0.2)1.5 (0.1)15/15
1komma2ser brockhoff noisy 6.0 (4)4.7 (3)4.4 (0.8)5.5 (2)7.4 (4)18 (12)50 (39)12/15
1komma4 brockhoff noisy 2.0 (0.4)1.8 (0.2)1.6 (0.3)1.6 (0.2)1.6 (0.1)1.7 (0.3)1.8 (0.1)15/15
1komma4mir brockhoff noisy 1.5 (0.4)1.4 (0.2)1.3 (0.1)1.3 (0.1)1.3 (0.1)1.4 (0.1)1.4 (0.0)15/15
1komma4mirser brockhoff noisy 1.2 (0.2)1.0 (0.2)0.99 (0.1)0.97 (0.2)0.97 (0.1)1.0 (0.1)1.1 (0.1)15/15
1komma4ser brockhoff noisy 1.5 (0.2)1.3 (0.2)1.3 (0.2)1.3 (0.1)1.3 (0.1)1.4 (0.1)1.6 (0.2)15/15
AVGNEWUOA ros noisy 0.91 (0.2)1.1 (0.2)0.93 (0.3)0.91 (0.2)0.88 (0.2)1.1 (0.3)1.3 (1)15/15
CMAEGS finck noisy 10 (2)7.7 (2)6.1 (1)5.3 (1)4.8 (0.6)4.5 (0.8)4.3 (0.6)15/15
IPOP-ACTCMA-ES ros noisy 1.5 (0.3)1.6 (0.2)1.6 (0.2)1.5 (0.2)1.6 (0.1)1.7 (0.1)1.8 (0.1)15/15
IPOP-CMA-ES ros noisy 1.6 (0.3)1.6 (0.3)1.6 (0.2)1.5 (0.1)1.6 (0.1)1.7 (0.1)1.8 (0.1)15/15
MOS torre noisy 9.0 (0.3)6.3 (0.4)5.1 (0.1)5.6 (0.9)5.8 (0.1)5.7 (0.6)6.1 (0.2)15/15
NEWUOA ros noisy 2.8 (6)6.1 (3)6.3 (4)22 (19)45 (35)1e50/15
RCGA tran noisy 11 (3)15 (1)56 (41)152 (24)178 (10)200 (5)195 (2)15/15
SPSA finck noisy 2e60/15

Δ fopt
f103, 20-D
1e1
65
1e0
417
1e-1
629
1e-2
1043
1e-3
1313
1e-5
1893
1e-7
2464
#succ
14/15
1komma2 brockhoff noisy 18 (4)3.7 (0.8)3.1 (0.4)2.3 (0.4)2.2 (0.2)2.1 (0.2)2.0 (0.1)15/15
1komma2mir brockhoff noisy 7.7 (2)1.7 (0.3)1.6 (0.3)1.2 (0.1)1.1 (0.2)1.1 (0.1)1.1 (0.1)15/15
1komma2mirser brockhoff noisy 6.5 (1)1.5 (0.4)1.3 (0.3)1.00 (0.1)0.95 (0.1)0.89 (0.1)0.88 (0.1)15/15
1komma2ser brockhoff noisy 15 (5)3.1 (0.6)2.7 (0.5)2.1 (0.3)2.1 (0.3)2.0 (0.3)1.9 (0.2)15/15
1komma4 brockhoff noisy 6.4 (1)1.5 (0.1)1.4 (0.1)1.0 (0.1)1.1 (0.1)1.0 (0.1)1.0 (0.1)15/15
1komma4mir brockhoff noisy 5.1 (0.6)1.3 (0.2)1.2 (0.1)0.93 (0.1)0.91 (0.1)0.88 (0.1)0.87 (0.0)15/15
1komma4mirser brockhoff noisy 4.3 (0.7)0.99 (0.2)0.92 (0.1)0.70 (0.1)0.67 (0.1)★30.65 (0.1)★30.63 (0.0)★315/15
1komma4ser brockhoff noisy 5.2 (1)1.3 (0.2)1.2 (0.2)0.88 (0.1)0.86 (0.1)0.83 (0.1)0.82 (0.1)15/15
AVGNEWUOA ros noisy 3.1 (0.7)0.95 (0.2)2.0 (2)20 (35)656 (622)2e50/15
CMAEGS finck noisy 37 (7)7.4 (1)5.6 (1)3.8 (0.8)3.3 (0.5)3.1 (0.4)3.0 (0.3)15/15
IPOP-ACTCMA-ES ros noisy 5.4 (0.6)1.5 (0.2)1.5 (0.1)1.2 (0.1)1.2 (0.1)1.2 (0.1)1.2 (0.1)15/15
IPOP-CMA-ES ros noisy 5.6 (0.8)1.5 (0.2)1.4 (0.2)1.1 (0.1)1.2 (0.1)1.2 (0.1)1.2 (0.0)15/15
MOS torre noisy 24 (7)6.0 (0.3)4.6 (0.2)4.0 (0.8)4.1 (0.2)4.2 (0.4)4.4 (0.5)15/15
NEWUOA ros noisy 2.3 (1)1.00 (2)5.9 (5)44 (38)1231 (604)1e50/15
RCGA tran noisy 33 (12)13 (1)72 (69)229 (13)212 (3)179 (189)151 (141)15/15
SPSA finck noisy 125 (74)31 (6)30 (19)34 (15)84 (81)2e60/15

Δ fopt
f104, 20-D
1e1
23690
1e0
85656
1e-1
1.7e5
1e-2
1.8e5
1e-3
1.8e5
1e-5
1.9e5
1e-7
2.0e5
#succ
15/15
1komma2 brockhoff noisy 63 (49)2e50/15
1komma2mir brockhoff noisy 28 (55)34 (22)2e50/15
1komma2mirser brockhoff noisy 13 (10)2e50/15
1komma2ser brockhoff noisy 119 (133)2e50/15
1komma4 brockhoff noisy 17 (18)2e50/15
1komma4mir brockhoff noisy 12 (12)2e50/15
1komma4mirser brockhoff noisy 10 (8)35 (74)17 (15)2e50/15
1komma4ser brockhoff noisy 21 (27)2e50/15
AVGNEWUOA ros noisy 11 (9)2e50/15
CMAEGS finck noisy 1.8 (0.6)4.5 (12)2.3 (6)2.2 (0.2)2.2 (3)2.1 (3)2.1 (3)13/15
IPOP-ACTCMA-ES ros noisy 4.9 (3)1.6 (1.0)0.82 (0.3)0.81 (0.4)0.80 (0.4)0.79 (0.4)0.77 (0.4)15/15
IPOP-CMA-ES ros noisy 7.5 (7)2.5 (2)1.3 (0.9)1.3 (1)1.3 (1)1.3 (0.3)1.2 (1)15/15
MOS torre noisy 35 (18)10 (5)4.9 (2)4.7 (2)4.6 (1)4.5 (2)4.3 (2)15/15
NEWUOA ros noisy 68 (44)1e50/15
RCGA tran noisy 1e60/15
SPSA finck noisy 2e60/15

Δ fopt
f105, 20-D
1e1
1.9e5
1e0
6.1e5
1e-1
6.3e5
1e-2
6.4e5
1e-3
6.5e5
1e-5
6.6e5
1e-7
6.7e5
#succ
15/15
1komma2 brockhoff noisy 16 (6)4.9 (9)2e50/15
1komma2mir brockhoff noisy 2.7 (2)2e50/15
1komma2mirser brockhoff noisy 6.9 (12)2e50/15
1komma2ser brockhoff noisy 16 (26)2e50/15
1komma4 brockhoff noisy 7.4 (6)2e50/15
1komma4mir brockhoff noisy 6.9 (10)2e50/15
1komma4mirser brockhoff noisy 2.6 (2)2e50/15
1komma4ser brockhoff noisy 4.9 (7)2e50/15
AVGNEWUOA ros noisy 7.2 (6)2e50/15
CMAEGS finck noisy 70 (55)2e60/15
IPOP-ACTCMA-ES ros noisy 1.2 (0.7)0.43 (0.1)0.43 (0.1)0.44 (0.2)0.44 (0.1)0.44 (0.2)0.44 (0.2)15/15
IPOP-CMA-ES ros noisy 1.9 (2)0.76 (0.7)0.76 (0.7)0.77 (0.7)0.77 (0.2)0.77 (0.1)0.76 (0.2)15/15
MOS torre noisy 9.2 (0.9)2.9 (2)2.9 (3)2.8 (3)2.8 (1)2.7 (2)2.7 (1)13/15
NEWUOA ros noisy 9e40/15
RCGA tran noisy 1e60/15
SPSA finck noisy 2e60/15

Δ fopt
f106, 20-D
1e1
11480
1e0
21668
1e-1
23746
1e-2
24788
1e-3
25470
1e-5
26492
1e-7
27360
#succ
15/15
1komma2 brockhoff noisy 2.3 (0.7)3.9 (3)3.9 (1)4.1 (2)4.1 (2)4.1 (1)4.1 (4)14/15
1komma2mir brockhoff noisy 0.88 (0.6)1.2 (0.8)1.3 (0.7)1.3 (0.7)1.3 (0.2)1.3 (0.3)1.3 (0.5)15/15
1komma2mirser brockhoff noisy 0.71 (0.1)1.2 (0.8)1.2 (0.8)1.2 (0.6)1.2 (0.7)1.2 (0.7)1.1 (0.7)15/15
1komma2ser brockhoff noisy 2.2 (0.7)3.9 (5)3.9 (2)3.9 (3)3.9 (5)3.8 (1)3.8 (4)14/15
1komma4 brockhoff noisy 0.97 (0.4)1.5 (0.8)1.5 (1)1.5 (0.6)1.5 (0.9)1.5 (0.6)1.5 (0.9)15/15
1komma4mir brockhoff noisy 0.64 (0.1)1.0 (0.5)1.0 (0.3)1.0 (0.5)1.0 (0.4)1.0 (0.4)1.0 (0.4)15/15
1komma4mirser brockhoff noisy 0.55 (0.2)0.59 (0.1)0.61 (0.3)0.62 (0.3)0.62 (0.2)0.62 (0.1)0.62 (0.3)★215/15
1komma4ser brockhoff noisy 0.68 (0.6)0.89 (0.4)0.91 (0.5)0.91 (0.2)0.91 (0.7)0.91 (0.7)0.91 (0.1)15/15
AVGNEWUOA ros noisy 8.1 (14)2e50/15
CMAEGS finck noisy 2.1 (0.2)2.5 (0.2)2.5 (0.2)2.5 (0.2)2.5 (0.1)2.6 (0.1)14 (18)13/15
IPOP-ACTCMA-ES ros noisy 0.77 (0.1)0.76 (0.2)0.84 (0.2)0.88 (0.1)0.89 (0.1)0.91 (0.1)0.91 (0.1)15/15
IPOP-CMA-ES ros noisy 1.0 (0.4)1.4 (0.6)1.5 (0.9)1.5 (0.2)1.5 (0.2)1.5 (0.9)1.5 (0.1)15/15
MOS torre noisy 2.0 (0.2)9.0 (2)8.7 (22)8.4 (22)8.3 (3)8.1 (4)8.0 (19)14/15
NEWUOA ros noisy 7.0 (7)31 (14)2e50/15
RCGA tran noisy 1e60/15
SPSA finck noisy 2e60/15

Δ fopt
f107, 20-D
1e1
8571
1e0
13582
1e-1
16226
1e-2
21100
1e-3
27357
1e-5
52486
1e-7
65052
#succ
15/15
1komma2 brockhoff noisy 2e50/15
1komma2mir brockhoff noisy 2e50/15
1komma2mirser brockhoff noisy 2e50/15
1komma2ser brockhoff noisy 2e50/15
1komma4 brockhoff noisy 2e50/15
1komma4mir brockhoff noisy 2e50/15
1komma4mirser brockhoff noisy 2e50/15
1komma4ser brockhoff noisy 2e50/15
AVGNEWUOA ros noisy 2e50/15
CMAEGS finck noisy 0.69 (0.4)0.82 (0.3)1.4 (0.6)1.9 (1)2.1 (1)2.1 (0.9)2.6 (1)14/15
IPOP-ACTCMA-ES ros noisy 0.81 (0.4)0.97 (0.3)1.3 (0.2)1.4 (0.9)1.5 (0.9)1.3 (0.5)1.1 (0.6)15/15
IPOP-CMA-ES ros noisy 1.1 (1.0)0.95 (0.9)1.1 (0.8)1.1 (0.7)0.96 (0.5)0.68 (0.3)★20.65 (0.3)★215/15
MOS torre noisy 109 (78)160 (151)140 (175)109 (130)87 (51)46 (74)37 (20)9/15
NEWUOA ros noisy 8e40/15
RCGA tran noisy 1.7 (0.7)1.9 (0.7)4.7 (0.7)7.0 (0.4)6.8 (0.2)4.7 (0.1)4.4 (0.1)15/15
SPSA finck noisy 2e60/15

Δ fopt
f108, 20-D
1e1
58063
1e0
97228
1e-1
2.0e5
1e-2
4.0e5
1e-3
4.5e5
1e-5
6.3e5
1e-7
9.0e5
#succ
15/15
1komma2 brockhoff noisy 2e50/15
1komma2mir brockhoff noisy 2e50/15
1komma2mirser brockhoff noisy 2e50/15
1komma2ser brockhoff noisy 2e50/15
1komma4 brockhoff noisy 2e50/15
1komma4mir brockhoff noisy 2e50/15
1komma4mirser brockhoff noisy 2e50/15
1komma4ser brockhoff noisy 2e50/15
AVGNEWUOA ros noisy 2e50/15
CMAEGS finck noisy 2.5 (0.8)3.0 (1)2.4 (0.8)1.6 (0.6)2.2 (0.7)6.1 (2)2e60/15
IPOP-ACTCMA-ES ros noisy 0.74 (0.2)0.98 (0.5)1.0 (0.4)0.84 (0.7)1.1 (0.5)1.5 (0.4)1.5 (0.2)15/15
IPOP-CMA-ES ros noisy 0.72 (0.2)0.87 (0.6)0.66 (0.3)0.57 (0.2)0.77 (0.3)0.94 (0.5)1.0 (0.7)15/15
MOS torre noisy 2e60/15
NEWUOA ros noisy 8e40/15
RCGA tran noisy 1e60/15
SPSA finck noisy 11 (9)2e60/15

Δ fopt
f109, 20-D
1e1
333
1e0
632
1e-1
1138
1e-2
1679
1e-3
2287
1e-5
3583
1e-7
4952
#succ
15/15
1komma2 brockhoff noisy 3.6 (0.8)3.5 (0.3)2.7 (0.3)2.7 (1)2.4 (1.0)2.3 (0.3)2.2 (0.5)15/15
1komma2mir brockhoff noisy 1.7 (0.7)1.5 (0.3)1.4 (0.2)1.2 (0.1)1.1 (0.1)1.0 (0.1)0.96 (0.1)15/15
1komma2mirser brockhoff noisy 1.3 (0.4)1.2 (0.2)0.97 (0.1)0.90 (0.1)0.84 (0.1)0.77 (0.1)0.72 (0.1)15/15
1komma2ser brockhoff noisy 3.4 (1)2.8 (0.8)2.3 (0.6)2.1 (0.4)2.0 (0.3)1.8 (0.3)1.8 (0.3)15/15
1komma4 brockhoff noisy 1.3 (0.2)1.4 (0.2)1.3 (0.2)1.2 (0.1)1.1 (0.1)1.2 (0.1)1.2 (0.1)15/15
1komma4mir brockhoff noisy 1.1 (0.2)1.1 (0.2)1.0 (0.1)0.96 (0.1)0.95 (0.1)0.91 (0.0)0.88 (0.1)15/15
1komma4mirser brockhoff noisy 0.92 (0.1)0.81 (0.1)★20.67 (0.1)★20.62 (0.1)★20.57 (0.1)★20.52 (0.1)★30.50 (0.1)★415/15
1komma4ser brockhoff noisy 1.1 (0.2)1.0 (0.2)0.89 (0.1)0.79 (0.1)0.73 (0.1)0.70 (0.1)0.68 (0.1)15/15
AVGNEWUOA ros noisy 17 (12)2e50/15
CMAEGS finck noisy 7.1 (1)5.4 (1)3.7 (0.3)1.7e4 (2e4)2e60/15
IPOP-ACTCMA-ES ros noisy 1.1 (0.2)1.2 (0.1)1.2 (0.1)1.1 (0.2)1.2 (0.1)1.1 (0.1)1.1 (0.1)15/15
IPOP-CMA-ES ros noisy 1.1 (0.2)1.2 (0.2)1.1 (0.1)1.1 (0.2)1.1 (0.2)1.0 (0.1)1.00 (0.1)15/15
MOS torre noisy 6.2 (0.3)4.1 (0.1)4.3 (0.2)4.3 (0.7)4.2 (0.6)4.1 (0.6)4.0 (0.6)15/15
NEWUOA ros noisy 17 (29)8e40/15
RCGA tran noisy 7.4 (3)10 (1)117 (206)127 (102)111 (76)87 (93)70 (67)15/15
SPSA finck noisy 54 (94)2319 (2406)5123 (4949)2e60/15

Δ fopt
f110, 20-D
1e1
1e0
1e-1
1e-2
1e-3
1e-5
1e-7
#succ
0/15
1komma2 brockhoff noisy        0/15
1komma2mir brockhoff noisy        0/15
1komma2mirser brockhoff noisy        0/15
1komma2ser brockhoff noisy        0/15
1komma4 brockhoff noisy        0/15
1komma4mir brockhoff noisy        0/15
1komma4mirser brockhoff noisy        0/15
1komma4ser brockhoff noisy        0/15
AVGNEWUOA ros noisy        0/15
CMAEGS finck noisy        0/15
IPOP-ACTCMA-ES ros noisy        0/15
IPOP-CMA-ES ros noisy        0/15
MOS torre noisy        0/15
NEWUOA ros noisy        0/15
RCGA tran noisy        0/15
SPSA finck noisy        0/15

Δ fopt
f111, 20-D
1e1
1e0
1e-1
1e-2
1e-3
1e-5
1e-7
#succ
0/15
1komma2 brockhoff noisy        0/15
1komma2mir brockhoff noisy        0/15
1komma2mirser brockhoff noisy        0/15
1komma2ser brockhoff noisy        0/15
1komma4 brockhoff noisy        0/15
1komma4mir brockhoff noisy        0/15
1komma4mirser brockhoff noisy        0/15
1komma4ser brockhoff noisy        0/15
AVGNEWUOA ros noisy        0/15
CMAEGS finck noisy        0/15
IPOP-ACTCMA-ES ros noisy        0/15
IPOP-CMA-ES ros noisy        0/15
MOS torre noisy        0/15
NEWUOA ros noisy        0/15
RCGA tran noisy        0/15
SPSA finck noisy        0/15

Δ fopt
f112, 20-D
1e1
25552
1e0
64124
1e-1
69621
1e-2
72175
1e-3
73557
1e-5
76137
1e-7
78238
#succ
15/15
1komma2 brockhoff noisy 3.1 (1)8.4 (6)20 (10)20 (17)40 (91)39 (69)38 (37)1/15
1komma2mir brockhoff noisy 0.98 (0.3)1.2 (0.7)1.2 (0.6)1.2 (0.6)1.2 (0.2)1.3 (0.5)1.3 (0.5)15/15
1komma2mirser brockhoff noisy 0.60 (0.3)0.68 (0.1)0.71 (0.3)0.72 (0.2)0.73 (0.2)0.73 (0.2)0.73 (0.1)15/15
1komma2ser brockhoff noisy 3.8 (4)11 (11)43 (47)2e50/15
1komma4 brockhoff noisy 1.4 (0.8)1.6 (1.0)2.1 (2)2.3 (2)2.3 (1)2.3 (4)2.3 (3)11/15
1komma4mir brockhoff noisy 0.75 (0.3)1.2 (0.4)1.3 (1)1.3 (0.5)1.3 (0.8)1.3 (0.8)1.3 (1)14/15
1komma4mirser brockhoff noisy 0.35 (0.2)0.48 (0.3)0.50 (0.2)0.50 (0.2)0.50 (0.2)0.50 (0.2)0.50 (0.2)15/15
1komma4ser brockhoff noisy 0.59 (0.2)0.63 (0.4)0.69 (0.2)0.71 (0.1)0.72 (0.3)0.73 (0.1)0.74 (0.1)15/15
AVGNEWUOA ros noisy 2e50/15
CMAEGS finck noisy 2e60/15
IPOP-ACTCMA-ES ros noisy 0.84 (0.1)0.84 (0.5)0.89 (0.5)0.92 (0.5)0.93 (0.1)0.94 (0.3)0.93 (0.5)15/15
IPOP-CMA-ES ros noisy 0.95 (0.3)0.94 (0.1)1.0 (0.1)1.0 (0.4)1.1 (0.8)1.1 (0.4)1.1 (0.1)15/15
MOS torre noisy 1.9 (0.3)3.8 (0.2)3.8 (8)4.0 (2)4.0 (2)3.9 (0.9)3.9 (0.9)14/15
NEWUOA ros noisy 1e50/15
RCGA tran noisy 1e60/15
SPSA finck noisy 2e60/15

Δ fopt
f113, 20-D
1e1
50123
1e0
3.6e5
1e-1
5.6e5
1e-2
5.9e5
1e-3
5.9e5
1e-5
5.9e5
1e-7
5.9e5
#succ
15/15
1komma2 brockhoff noisy 2e50/15
1komma2mir brockhoff noisy 2e50/15
1komma2mirser brockhoff noisy 2e50/15
1komma2ser brockhoff noisy 2e50/15
1komma4 brockhoff noisy 2e50/15
1komma4mir brockhoff noisy 2e50/15
1komma4mirser brockhoff noisy 2e50/15
1komma4ser brockhoff noisy 2e50/15
AVGNEWUOA ros noisy 2e50/15
CMAEGS finck noisy 1.6 (2)81 (128)2e60/15
IPOP-ACTCMA-ES ros noisy 0.60 (0.2)0.27 (0.1)0.27 (0.0)0.29 (0.1)0.29 (0.0)0.29 (0.1)0.29 (0.1)15/15
IPOP-CMA-ES ros noisy 1.0 (0.8)0.53 (0.4)0.58 (0.3)0.59 (0.2)0.59 (0.2)0.59 (0.3)0.59 (0.2)15/15
MOS torre noisy 27 (25)9.3 (10)10 (12)10 (12)10 (13)10 (4)12 (15)4/15
NEWUOA ros noisy 8e40/15
RCGA tran noisy 0.77 (0.3)1e60/15
SPSA finck noisy 2e60/15

Δ fopt
f114, 20-D
1e1
2.1e5
1e0
1.1e6
1e-1
1.4e6
1e-2
1.6e6
1e-3
1.6e6
1e-5
1.6e6
1e-7
1.6e6
#succ
15/15
1komma2 brockhoff noisy 2e50/15
1komma2mir brockhoff noisy 2e50/15
1komma2mirser brockhoff noisy 2e50/15
1komma2ser brockhoff noisy 2e50/15
1komma4 brockhoff noisy 2e50/15
1komma4mir brockhoff noisy 2e50/15
1komma4mirser brockhoff noisy 2e50/15
1komma4ser brockhoff noisy 2e50/15
AVGNEWUOA ros noisy 2e50/15
CMAEGS finck noisy 13 (5)2e60/15
IPOP-ACTCMA-ES ros noisy 0.64 (0.7)0.35 (0.1)0.53 (0.3)0.62 (0.3)0.62 (0.3)0.62 (0.4)0.63 (0.2)15/15
IPOP-CMA-ES ros noisy 0.59 (0.2)0.68 (0.4)0.84 (0.3)0.91 (0.3)0.91 (0.6)0.91 (0.9)0.92 (0.8)15/15
MOS torre noisy 2e60/15
NEWUOA ros noisy 8e40/15
RCGA tran noisy 1e60/15
SPSA finck noisy 2e60/15

Δ fopt
f115, 20-D
1e1
2405
1e0
30268
1e-1
91749
1e-2
1.3e5
1e-3
1.3e5
1e-5
1.3e5
1e-7
1.3e5
#succ
15/15
1komma2 brockhoff noisy 1201 (1663)2e50/15
1komma2mir brockhoff noisy 7.0 (5)2e50/15
1komma2mirser brockhoff noisy 12 (10)2e50/15
1komma2ser brockhoff noisy 2e50/15
1komma4 brockhoff noisy 18 (17)2e50/15
1komma4mir brockhoff noisy 5.9 (7)2e50/15
1komma4mirser brockhoff noisy 6.9 (9)2e50/15
1komma4ser brockhoff noisy 26 (40)2e50/15
AVGNEWUOA ros noisy 108 (132)2e50/15
CMAEGS finck noisy 1.1 (0.1)431 (347)2e60/15
IPOP-ACTCMA-ES ros noisy 1.4 (0.9)1.2 (0.6)0.54 (0.2)★40.45 (0.1)★40.45 (0.1)★40.45 (0.1)★40.45 (0.1)★415/15
IPOP-CMA-ES ros noisy 1.1 (2)4.8 (3)2.2 (1.0)1.8 (0.7)1.8 (0.8)1.8 (0.4)1.9 (0.7)15/15
MOS torre noisy 1.3 (0.1)191 (348)317 (126)2e60/15
NEWUOA ros noisy 236 (214)8e40/15
RCGA tran noisy 14 (51)104 (124)77 (120)1e60/15
SPSA finck noisy 966 (1873)2e60/15

Δ fopt
f116, 20-D
1e1
5.0e5
1e0
6.9e5
1e-1
8.9e5
1e-2
1.0e6
1e-3
1.0e6
1e-5
1.1e6
1e-7
1.1e6
#succ
15/15
1komma2 brockhoff noisy 2e50/15
1komma2mir brockhoff noisy 2e50/15
1komma2mirser brockhoff noisy 2e50/15
1komma2ser brockhoff noisy 2e50/15
1komma4 brockhoff noisy 2e50/15
1komma4mir brockhoff noisy 2e50/15
1komma4mirser brockhoff noisy 2e50/15
1komma4ser brockhoff noisy 2e50/15
AVGNEWUOA ros noisy 2e50/15
CMAEGS finck noisy 2e60/15
IPOP-ACTCMA-ES ros noisy 0.36 (0.1)0.28 (0.1)0.23 (0.0)0.22 (0.0)0.22 (0.0)0.23 (0.1)0.24 (0.1)15/15
IPOP-CMA-ES ros noisy 1.2 (0.9)1.1 (1)1.00 (1)0.92 (0.4)0.92 (0.3)0.93 (0.9)0.93 (0.7)15/15
MOS torre noisy 5.3 (4)4.0 (2)3.1 (0.1)2.8 (2)2.7 (1.0)2.6 (1)2.8 (1)9/15
NEWUOA ros noisy 8e40/15
RCGA tran noisy 1e60/15
SPSA finck noisy 2e60/15

Δ fopt
f117, 20-D
1e1
1.8e6
1e0
2.5e6
1e-1
2.6e6
1e-2
2.8e6
1e-3
2.9e6
1e-5
3.2e6
1e-7
3.6e6
#succ
15/15
1komma2 brockhoff noisy 2e50/15
1komma2mir brockhoff noisy 2e50/15
1komma2mirser brockhoff noisy 2e50/15
1komma2ser brockhoff noisy 2e50/15
1komma4 brockhoff noisy 2e50/15
1komma4mir brockhoff noisy 2e50/15
1komma4mirser brockhoff noisy 2e50/15
1komma4ser brockhoff noisy 2e50/15
AVGNEWUOA ros noisy 2e50/15
CMAEGS finck noisy 2e60/15
IPOP-ACTCMA-ES ros noisy 0.37 (0.1)0.35 (0.3)0.41 (0.2)0.44 (0.4)0.45 (0.2)0.47 (0.3)0.56 (0.2)15/15
IPOP-CMA-ES ros noisy 0.55 (0.2)0.61 (0.3)0.66 (0.2)0.67 (0.3)0.69 (0.3)0.71 (0.2)0.72 (0.3)15/15
MOS torre noisy 2e60/15
NEWUOA ros noisy 8e40/15
RCGA tran noisy 1e60/15
SPSA finck noisy 2e60/15

Δ fopt
f118, 20-D
1e1
6908
1e0
11786
1e-1
17514
1e-2
22206
1e-3
26342
1e-5
30062
1e-7
32659
#succ
15/15
1komma2 brockhoff noisy 4.6 (2)10 (9)20 (19)42 (37)55 (55)98 (95)2e50/15
1komma2mir brockhoff noisy 1.7 (0.4)1.7 (0.5)1.5 (0.4)1.5 (0.3)1.5 (0.3)1.5 (0.2)1.4 (0.2)15/15
1komma2mirser brockhoff noisy 1.2 (0.3)1.3 (0.3)1.1 (0.2)1.1 (0.3)1.1 (0.1)1.1 (0.1)1.0 (0.2)15/15
1komma2ser brockhoff noisy 5.1 (3)14 (35)13 (15)17 (12)56 (47)2e50/15
1komma4 brockhoff noisy 1.8 (0.7)1.9 (0.9)2.1 (0.8)2.1 (0.6)1.9 (0.4)2.0 (0.2)2.0 (0.2)15/15
1komma4mir brockhoff noisy 1.2 (0.3)1.2 (0.4)1.2 (0.2)1.2 (0.3)1.2 (0.2)1.2 (0.2)1.2 (0.2)15/15
1komma4mirser brockhoff noisy 0.83 (0.2)0.81 (0.3)0.74 (0.2)0.69 (0.2)0.63 (0.1)0.61 (0.1)0.60 (0.0)15/15
1komma4ser brockhoff noisy 1.1 (0.2)1.1 (0.4)1.1 (0.4)1.2 (0.3)1.1 (0.2)1.2 (0.2)1.2 (0.2)15/15
AVGNEWUOA ros noisy 2e50/15
CMAEGS finck noisy 3.0 (2)1105 (1019)2e60/15
IPOP-ACTCMA-ES ros noisy 0.82 (0.1)0.78 (0.1)0.71 (0.1)0.66 (0.1)0.63 (0.0)0.64 (0.1)0.66 (0.1)15/15
IPOP-CMA-ES ros noisy 2.0 (0.6)1.8 (0.4)1.7 (0.2)1.6 (0.1)1.5 (0.1)1.5 (0.2)1.5 (0.1)15/15
MOS torre noisy 1.9 (0.1)2.1 (2)2.0 (4)1.8 (0.2)1.7 (1)1.8 (1)1.8 (2)15/15
NEWUOA ros noisy 1e50/15
RCGA tran noisy 1e60/15
SPSA finck noisy 2e60/15

Δ fopt
f119, 20-D
1e1
2771
1e0
29365
1e-1
35930
1e-2
63288
1e-3
4.1e5
1e-5
1.4e6
1e-7
1.9e6
#succ
15/15
1komma2 brockhoff noisy 2e50/15
1komma2mir brockhoff noisy 517 (353)2e50/15
1komma2mirser brockhoff noisy 508 (424)2e50/15
1komma2ser brockhoff noisy 2e50/15
1komma4 brockhoff noisy 2e50/15
1komma4mir brockhoff noisy 316 (180)2e50/15
1komma4mirser brockhoff noisy 2e50/15
1komma4ser brockhoff noisy 505 (379)2e50/15
AVGNEWUOA ros noisy 2e50/15
CMAEGS finck noisy 1.3 (1)1.3 (0.8)1.5 (0.5)3.9 (4)70 (129)2e60/15
IPOP-ACTCMA-ES ros noisy 1.6 (0.9)0.62 (0.4)0.83 (0.5)0.92 (0.3)0.42 (0.3)0.25 (0.1)0.28 (0.2)15/15
IPOP-CMA-ES ros noisy 1.9 (2)0.58 (0.3)0.69 (0.3)0.80 (0.7)0.58 (0.3)0.59 (0.3)0.97 (0.6)15/15
MOS torre noisy 9.5 (13)22 (18)28 (17)21 (14)5.8 (6)2.6 (2)5.4 (3)3/15
NEWUOA ros noisy 398 (477)8e40/15
RCGA tran noisy 1.8 (1)1.6 (1)2.4 (0.3)6.9 (16)1e60/15
SPSA finck noisy 2e60/15

Δ fopt
f120, 20-D
1e1
36040
1e0
1.8e5
1e-1
2.8e5
1e-2
8.5e5
1e-3
1.6e6
1e-5
6.7e6
1e-7
1.4e7
#succ
13/15
1komma2 brockhoff noisy 2e50/15
1komma2mir brockhoff noisy 2e50/15
1komma2mirser brockhoff noisy 2e50/15
1komma2ser brockhoff noisy 2e50/15
1komma4 brockhoff noisy 2e50/15
1komma4mir brockhoff noisy 2e50/15
1komma4mirser brockhoff noisy 2e50/15
1komma4ser brockhoff noisy 2e50/15
AVGNEWUOA ros noisy 2e50/15
CMAEGS finck noisy 4.7 (3)5.6 (3)5.1 (2)4.5 (5)2e60/15
IPOP-ACTCMA-ES ros noisy 0.62 (0.3)0.64 (0.4)0.79 (0.4)0.83 (0.4)0.78 (0.4)0.44 (0.2)0.40 (0.2)15/15
IPOP-CMA-ES ros noisy 0.69 (0.3)0.60 (0.4)0.74 (0.3)0.57 (0.3)0.67 (0.4)0.69 (0.5)0.69 (0.2)15/15
MOS torre noisy 45 (78)2e60/15
NEWUOA ros noisy 8e40/15
RCGA tran noisy 4.8 (7)1e60/15
SPSA finck noisy 231 (264)2e60/15

Δ fopt
f121, 20-D
1e1
249
1e0
769
1e-1
1426
1e-2
3433
1e-3
9304
1e-5
34434
1e-7
57404
#succ
15/15
1komma2 brockhoff noisy 4.8 (2)3.4 (0.8)3.0 (1.0)2.3 (0.6)1.9 (0.3)3.8 (1)2e50/15
1komma2mir brockhoff noisy 2.2 (0.6)1.4 (0.3)1.2 (0.1)0.93 (0.2)0.81 (0.0)0.80 (0.1)6.2 (14)0/15
1komma2mirser brockhoff noisy 1.9 (0.5)1.2 (0.3)1.0 (0.2)0.74 (0.1)0.58 (0.1)0.59 (0.1)5.3 (9)1/15
1komma2ser brockhoff noisy 4.5 (2)2.8 (0.4)2.7 (0.5)1.9 (0.3)1.5 (0.3)3.8 (3)2e50/15
1komma4 brockhoff noisy 1.8 (0.5)1.5 (0.4)1.4 (0.1)1.1 (0.2)0.87 (0.2)1.0 (0.3)2.1 (2)6/15
1komma4mir brockhoff noisy 1.4 (0.5)1.1 (0.2)1.0 (0.2)0.87 (0.2)0.73 (0.1)0.75 (0.2)1.2 (0.3)10/15
1komma4mirser brockhoff noisy 1.1 (0.3)0.80 (0.1)0.71 (0.1)★20.52 (0.1)★30.41 (0.1)★30.39 (0.1)★30.53 (0.1)★215/15
1komma4ser brockhoff noisy 1.5 (0.4)1.1 (0.2)0.90 (0.1)0.69 (0.1)0.55 (0.1)0.58 (0.1)0.98 (0.5)12/15
AVGNEWUOA ros noisy 49 (62)2e50/15
CMAEGS finck noisy 8.1 (1)5.5 (0.5)5.5 (5)2e60/15
IPOP-ACTCMA-ES ros noisy 1.2 (0.3)1.0 (0.1)1.1 (0.1)0.98 (0.1)0.77 (0.1)0.56 (0.0)0.64 (0.0)15/15
IPOP-CMA-ES ros noisy 1.3 (0.4)1.1 (0.1)1.1 (0.2)1.1 (0.3)1.1 (0.1)1.4 (0.1)1.9 (0.1)15/15
MOS torre noisy 6.5 (1)3.4 (0.3)3.7 (0.2)3.4 (0.8)2.5 (0.3)2.2 (2)2.2 (0.6)15/15
NEWUOA ros noisy 31 (39)8e40/15
RCGA tran noisy 5.0 (2)10 (2)36 (11)76 (60)1e60/15
SPSA finck noisy 1.2e4 (2e4)2e60/15

Δ fopt
f122, 20-D
1e1
692
1e0
52008
1e-1
1.4e5
1e-2
3.8e5
1e-3
7.9e5
1e-5
2.0e6
1e-7
5.8e6
#succ
15/15
1komma2 brockhoff noisy 99 (268)2e50/15
1komma2mir brockhoff noisy 45 (16)2e50/15
1komma2mirser brockhoff noisy 29 (32)2e50/15
1komma2ser brockhoff noisy 128 (135)2e50/15
1komma4 brockhoff noisy 78 (68)2e50/15
1komma4mir brockhoff noisy 34 (30)2e50/15
1komma4mirser brockhoff noisy 44 (45)2e50/15
1komma4ser brockhoff noisy 32 (23)2e50/15
AVGNEWUOA ros noisy 125 (132)2e50/15
IPOP-ACTCMA-ES ros noisy 2.3 (3)0.81 (0.5)0.97 (0.8)0.66 (0.2)0.56 (0.2)0.66 (0.2)0.81 (0.3)15/15
IPOP-CMA-ES ros noisy 2.0 (2)0.92 (0.3)0.74 (0.2)0.55 (0.2)0.63 (0.5)0.95 (0.4)0.64 (0.3)15/15
MOS torre noisy 4.9 (6)84 (108)72 (107)2e60/15
NEWUOA ros noisy 82 (86)8e40/15
RCGA tran noisy 1.6 (2)6.7 (29)7.7 (14)6.0 (10)1e60/15
SPSA finck noisy 5838 (7952)2e60/15

Δ fopt
f123, 20-D
1e1
1063
1e0
5.3e5
1e-1
1.5e6
1e-2
3.3e6
1e-3
5.3e6
1e-5
2.7e7
1e-7
1.6e8
#succ
0/15
1komma2 brockhoff noisy 1302 (1447)2e50/15
1komma2mir brockhoff noisy 2e50/15
1komma2mirser brockhoff noisy 1341 (1693)2e50/15
1komma2ser brockhoff noisy 627 (398)2e50/15
1komma4 brockhoff noisy 651 (799)2e50/15
1komma4mir brockhoff noisy 275 (335)2e50/15
1komma4mirser brockhoff noisy 490 (422)2e50/15
1komma4ser brockhoff noisy 803 (1238)2e50/15
AVGNEWUOA ros noisy 405 (419)2e50/15
IPOP-ACTCMA-ES ros noisy 6.4 (5)0.72 (0.3)0.88 (0.9)0.73 (0.3)0.94 (0.6)0.50 (0.1)1.9 (0.7)0/15
IPOP-CMA-ES ros noisy 7.2 (5)0.72 (0.5)0.61 (0.3)0.69 (0.1)0.80 (0.6)0.62 (0.4)2e70/15
MOS torre noisy 71 (216)2e60/15
NEWUOA ros noisy 174 (290)8e40/15
RCGA tran noisy 7.0 (5)1e60/15
SPSA finck noisy 2e60/15

Δ fopt
f124, 20-D
1e1
192
1e0
1959
1e-1
40840
1e-2
64491
1e-3
1.3e5
1e-5
3.9e5
1e-7
8.0e5
#succ
15/15
1komma2 brockhoff noisy 408 (2090)2e50/15
1komma2mir brockhoff noisy 3.7 (2)2e50/15
1komma2mirser brockhoff noisy 3.5 (3)1524 (1149)2e50/15
1komma2ser brockhoff noisy 708 (1571)2e50/15
1komma4 brockhoff noisy 144 (367)2e50/15
1komma4mir brockhoff noisy 2.4 (2)2e50/15
1komma4mirser brockhoff noisy 50 (109)2e50/15
1komma4ser brockhoff noisy 22 (4)2e50/15
AVGNEWUOA ros noisy 96 (266)2e50/15
IPOP-ACTCMA-ES ros noisy 1.1 (0.6)3.9 (13)1.0 (0.6)1.0 (0.9)0.91 (0.3)0.76 (0.5)0.62 (0.1)15/15
IPOP-CMA-ES ros noisy 1.1 (0.3)0.99 (0.4)0.75 (0.7)0.98 (0.3)0.98 (0.6)0.84 (0.4)0.78 (0.3)15/15
MOS torre noisy 4.3 (2)2.5 (1)0.45 (0.7)1.4 (1)2.1 (2)1.6 (0.7)1.9 (3)10/15
NEWUOA ros noisy 91 (118)8e40/15
RCGA tran noisy 2.3 (1)8.1 (3)3.6 (0.3)6.0 (0.3)6.1 (4)1e60/15
SPSA finck noisy 3.2e4 (6e4)2e60/15

Δ fopt
f125, 20-D
1e1
1
1e0
1
1e-1
1
1e-2
1.2e7
1e-3
2.5e7
1e-5
8.0e7
1e-7
8.1e7
#succ
4/15
1komma2 brockhoff noisy 1 (0)9.0e5 (2e6)2e50/15
1komma2mir brockhoff noisy 1 (0)1.5e5 (2e5)2e50/15
1komma2mirser brockhoff noisy 1 (0)1.2e5 (1e5)2e50/15
1komma2ser brockhoff noisy 1 (0)2e50/15
1komma4 brockhoff noisy 1 (0)1.6e5 (2e5)2e50/15
1komma4mir brockhoff noisy 1 (0)8.1e4 (1e5)2e50/15
1komma4mirser brockhoff noisy 1 (0)8.2e4 (8e4)2e50/15
1komma4ser brockhoff noisy 1 (0)2.4e5 (3e5)2e50/15
AVGNEWUOA ros noisy 1 (0)493 (894)2e50/15
CMAEGS finck noisy 364 (91)738 (176)9.4e6 (5e6)2e60/15
IPOP-ACTCMA-ES ros noisy 1 (0)827 (1295)3.8e6 (3e6)0.47 (0.2)1.1 (1)1.7 (3)1.7 (2)2/15
IPOP-CMA-ES ros noisy 1 (0)957 (1578)7.1e6 (5e6)0.70 (0.4)0.79 (0.2)1.8 (2)1.8 (3)2/15
MOS torre noisy 1.1 (0.5)1527 (1)6.8e6 (4e6)2e60/15
NEWUOA ros noisy 1 (0)414 (390)8e40/15
RCGA tran noisy 1.1 (0.5)322 (44)2.3e6 (3e6)1e60/15
SPSA finck noisy 1.0e6 (3e6)1.0e6 (2e6)3.4e6 (6e6)2e60/15

Δ fopt
f126, 20-D
1e1
1
1e0
1
1e-1
1
1e-2
1e-3
1e-5
1e-7
#succ
0/15
1komma2 brockhoff noisy 1 (0)    0/15
1komma2mir brockhoff noisy 1 (0)    0/15
1komma2mirser brockhoff noisy 1 (0)    0/15
1komma2ser brockhoff noisy 1 (0)    0/15
1komma4 brockhoff noisy 1 (0)    0/15
1komma4mir brockhoff noisy 1 (0)    0/15
1komma4mirser brockhoff noisy 1 (0)2.9e6 (4e6)    0/15
1komma4ser brockhoff noisy 1 (0)2.9e6 (3e6)    0/15
AVGNEWUOA ros noisy 122 (452)2.6e6 (5e6)    0/15
CMAEGS finck noisy 3338 (850)1.3e4 (7091)    0/15
IPOP-ACTCMA-ES ros noisy 1 (0)6417 (4072)    0/15
IPOP-CMA-ES ros noisy 1 (0)5759 (2837)    0/15
MOS torre noisy 1.1 (0.5)1527 (1)    0/15
NEWUOA ros noisy 4.2 (12)1.3e5 (2e5)    0/15
RCGA tran noisy 1.1 (0.2)335 (58)★44.2e6 (3e6)    0/15
SPSA finck noisy 2.8e7 (5e7)2.8e7 (4e7)    0/15

Δ fopt
f127, 20-D
1e1
1
1e0
1
1e-1
1
1e-2
1.6e6
1e-3
4.4e6
1e-5
7.3e6
1e-7
7.4e6
#succ
15/15
1komma2 brockhoff noisy 1 (0)7537 (1e4)2e50/15
1komma2mir brockhoff noisy 1 (0)595 (302)2e50/15
1komma2mirser brockhoff noisy 1 (0)843 (722)2e50/15
1komma2ser brockhoff noisy 1 (0)7404 (9140)2e50/15
1komma4 brockhoff noisy 1 (0)1139 (1592)2e50/15
1komma4mir brockhoff noisy 1 (0)756 (314)2.9e6 (4e6)2e50/15
1komma4mirser brockhoff noisy 1 (0)654 (323)2e50/15
1komma4ser brockhoff noisy 1 (0)1149 (652)2e50/15
AVGNEWUOA ros noisy 7.7 (25)219 (893)2e50/15
CMAEGS finck noisy 353 (39)754 (234)2e60/15
IPOP-ACTCMA-ES ros noisy 1 (0)193 (116)2.8e5 (3e5)0.75 (1)1.0 (0.8)1.1 (1.0)1.1 (0.7)15/15
IPOP-CMA-ES ros noisy 1 (0)267 (158)9.6e5 (1e6)1.0 (0.5)0.81 (1)0.84 (0.5)0.85 (0.5)15/15
MOS torre noisy 1.1 (0.5)1526 (0.2)2.2e5 (4e4)2e60/15
NEWUOA ros noisy 3.7 (10)253 (401)8e40/15
RCGA tran noisy 1 (0)314 (46)1.1e6 (8e5)1e60/15
SPSA finck noisy 960 (737)2.3e6 (5e6)8.0e6 (1e7)2e60/15

Δ fopt
f128, 20-D
1e1
1.4e5
1e0
1.3e7
1e-1
1.7e7
1e-2
1.7e7
1e-3
1.7e7
1e-5
1.7e7
1e-7
1.7e7
#succ
9/15
1komma2 brockhoff noisy 2e50/15
1komma2mir brockhoff noisy 2e50/15
1komma2mirser brockhoff noisy 2e50/15
1komma2ser brockhoff noisy 2e50/15
1komma4 brockhoff noisy 2e50/15
1komma4mir brockhoff noisy 2e50/15
1komma4mirser brockhoff noisy 2e50/15
1komma4ser brockhoff noisy 2e50/15
AVGNEWUOA ros noisy 2e50/15
CMAEGS finck noisy 1.8 (2)0.12 (0.2)0.12 (0.2)0.12 (0.1)0.12 (0.2)0.16 (0.2)0.17 (0.3)7/15
IPOP-ACTCMA-ES ros noisy 0.51 (0.7)0.72 (1)1.0 (2)1.0 (3)1.0 (0.9)1.0 (3)1.0 (2)7/15
IPOP-CMA-ES ros noisy 12 (3)1.0 (2)1.4 (1)1.4 (2)1.4 (1)1.4 (2)1.4 (1)6/15
MOS torre noisy 96 (154)2e60/15
NEWUOA ros noisy 8e40/15
RCGA tran noisy 4.7 (8)0.10 (0.1)0.10 (0.1)0.10 (0.2)0.10 (0.2)0.13 (0.1)0.14 (0.2)5/15
SPSA finck noisy 2e60/15

Δ fopt
f129, 20-D
1e1
7.8e6
1e0
4.1e7
1e-1
4.2e7
1e-2
4.2e7
1e-3
4.2e7
1e-5
4.2e7
1e-7
4.2e7
#succ
5/15
1komma2 brockhoff noisy 2e50/15
1komma2mir brockhoff noisy 2e50/15
1komma2mirser brockhoff noisy 2e50/15
1komma2ser brockhoff noisy 2e50/15
1komma4 brockhoff noisy 2e50/15
1komma4mir brockhoff noisy 2e50/15
1komma4mirser brockhoff noisy 2e50/15
1komma4ser brockhoff noisy 2e50/15
AVGNEWUOA ros noisy 2e50/15
CMAEGS finck noisy 0.43 (0.5)0.35 (0.1)0.35 (0.9)0.71 (0.7)0.71 (2)0.70 (0.8)0.70 (1)0/15
IPOP-ACTCMA-ES ros noisy 0.16 (0.1)0.27 (0.4)0.46 (0.6)0.46 (0.5)0.46 (1.0)0.46 (0.5)0.46 (0.6)6/15
IPOP-CMA-ES ros noisy 0.29 (0.4)0.30 (0.4)0.77 (0.6)0.77 (0.6)0.77 (1.0)0.77 (0.4)0.77 (0.8)4/15
MOS torre noisy 2e60/15
NEWUOA ros noisy 8e40/15
RCGA tran noisy 1.9 (2)1e60/15
SPSA finck noisy 2e60/15

Δ fopt
f130, 20-D
1e1
4904
1e0
93149
1e-1
2.5e5
1e-2
2.5e5
1e-3
2.5e5
1e-5
2.6e5
1e-7
2.6e5
#succ
7/15
1komma2 brockhoff noisy 2.1 (5)1.8 (0.8)0.96 (1)0.97 (1)0.97 (2)0.97 (1)0.97 (1)8/15
1komma2mir brockhoff noisy 1.0 (2)0.61 (0.8)0.61 (1.0)0.61 (1)0.61 (0.5)0.61 (0.7)0.61 (0.7)10/15
1komma2mirser brockhoff noisy 0.95 (2)0.62 (0.7)0.34 (0.4)0.34 (0.3)0.34 (0.4)0.34 (0.7)0.34 (0.3)13/15
1komma2ser brockhoff noisy 1.9 (1)3.2 (6)3.4 (5)3.4 (2)3.4 (5)3.3 (4)3.3 (6)3/15
1komma4 brockhoff noisy 1.0 (2)0.97 (2)0.63 (1)0.63 (0.6)0.63 (0.5)0.63 (0.3)0.63 (0.8)11/15
1komma4mir brockhoff noisy 1.8 (1)0.83 (1)0.59 (0.4)0.59 (0.7)0.59 (1.0)0.59 (0.7)0.59 (0.9)11/15
1komma4mirser brockhoff noisy 0.83 (1)0.37 (0.4)0.31 (0.6)0.31 (1)0.31 (0.4)0.31 (0.4)0.31 (0.6)13/15
1komma4ser brockhoff noisy 1.2 (0.9)0.95 (1.0)0.95 (1)0.95 (1)0.94 (0.8)0.94 (2)0.94 (1.0)8/15
AVGNEWUOA ros noisy 6.6 (10)2e50/15
CMAEGS finck noisy 30 (103)15 (27)12 (12)16 (26)2e60/15
IPOP-ACTCMA-ES ros noisy 1.5 (3)66 (102)54 (55)54 (141)54 (64)54 (63)53 (71)6/15
IPOP-CMA-ES ros noisy 4.9 (4)76 (117)37 (41)37 (42)37 (29)37 (96)37 (67)9/15
MOS torre noisy 103 (205)59 (97)52 (42)52 (38)51 (49)51 (75)51 (37)2/15
NEWUOA ros noisy 9.1 (8)8e40/15
RCGA tran noisy 16 (35)8.7 (6)5.0 (3)5.2 (5)6.6 (3)7.2 (6)9.0 (8)6/15
SPSA finck noisy 5718 (3061)2e60/15

Previous dimension | Dimension = 40 | First dimension

Δ fopt
f101, 40-D
1e1
584
1e0
905
1e-1
1255
1e-2
1575
1e-3
1913
1e-5
2556
1e-7
3237
#succ
15/15
1komma4mirser brockhoff noisy 1.2 (0.1)★31.1 (0.1)★41.0 (0.1)★41.0 (0.1)★40.98 (0.0)★40.96 (0.1)★40.94 (0.1)★415/15
CMAEGS finck noisy 12 (2)10 (1)7.8 (1)6.7 (0.7)5.9 (0.2)5.0 (0.4)4.5 (0.4)15/15
IPOP-ACTCMA-ES ros noisy 1.5 (0.1)1.6 (0.1)1.5 (0.1)1.5 (0.0)1.5 (0.1)1.5 (0.0)1.5 (0.1)15/15
IPOP-CMA-ES ros noisy 1.6 (0.2)1.6 (0.1)1.5 (0.1)1.5 (0.1)1.5 (0.1)1.5 (0.1)1.5 (0.0)15/15
MOS torre noisy 7.1 (0.2)5.3 (0.2)4.4 (0.2)4.2 (0.6)5.0 (0.5)4.4 (0.1)4.4 (0.4)15/15
RCGA tran noisy 10 (2)97 (71)270 (19)307 (16)305 (10)285 (3)253 (2)15/15
SPSA finck noisy 4e60/15

Δ fopt
f102, 40-D
1e1
821
1e0
1286
1e-1
1742
1e-2
2211
1e-3
2629
1e-5
3557
1e-7
4504
#succ
15/15
1komma4mirser brockhoff noisy 1.0 (0.1)0.92 (0.1)0.88 (0.0)★40.87 (0.1)★30.88 (0.1)★30.92 (0.1)★30.99 (0.2)★215/15
CMAEGS finck noisy 8.5 (1)6.8 (1)5.6 (0.6)4.8 (0.4)4.4 (0.6)3.8 (0.3)3.4 (0.2)15/15
IPOP-ACTCMA-ES ros noisy 1.1 (0.0)1.1 (0.1)1.1 (0.1)1.1 (0.0)1.1 (0.0)1.1 (0.0)1.1 (0.0)15/15
IPOP-CMA-ES ros noisy 1.1 (0.1)1.1 (0.1)1.1 (0.1)1.1 (0.1)1.1 (0.0)1.1 (0.0)1.1 (0.0)15/15
MOS torre noisy 5.1 (0.2)3.8 (0.1)3.1 (0.1)3.0 (0.3)3.7 (0.1)3.1 (0.1)3.3 (0.4)15/15
RCGA tran noisy 7.3 (2)68 (52)199 (19)218 (8)223 (6)204 (2)181 (1)15/15
SPSA finck noisy 4e60/15

Δ fopt
f103, 40-D
1e1
529
1e0
1223
1e-1
1693
1e-2
2161
1e-3
2720
1e-5
3818
1e-7
4963
#succ
15/15
1komma4mirser brockhoff noisy 1.5 (0.3)0.86 (0.1)★40.79 (0.1)★40.76 (0.1)★40.72 (0.0)★40.68 (0.0)★40.64 (0.0)★415/15
CMAEGS finck noisy 14 (2)7.7 (1)6.1 (1.0)5.1 (0.5)4.4 (0.7)3.9 (0.4)3.8 (0.5)15/15
IPOP-ACTCMA-ES ros noisy 1.7 (0.1)1.2 (0.1)1.1 (0.1)1.2 (0.0)1.1 (0.1)1.2 (0.0)1.1 (0.0)15/15
IPOP-CMA-ES ros noisy 1.7 (0.3)1.2 (0.1)1.1 (0.1)1.1 (0.1)1.1 (0.0)1.1 (0.0)1.1 (0.1)15/15
MOS torre noisy 7.9 (0.2)3.9 (0.2)3.3 (0.1)3.4 (0.8)3.7 (0.1)3.5 (0.5)3.4 (0.1)15/15
RCGA tran noisy 11 (1)83 (52)424 (429)381 (314)334 (237)269 (79)221 (92)15/15
SPSA finck noisy 34 (16)24 (21)25 (20)63 (94)231 (146)4e60/15

Δ fopt
f104, 40-D
1e1
3.1e6
1e0
3.6e6
1e-1
3.7e6
1e-2
3.7e6
1e-3
3.7e6
1e-5
3.7e6
1e-7
3.8e6
#succ
15/15
1komma4mirser brockhoff noisy 4e50/15
CMAEGS finck noisy 4e60/15
IPOP-ACTCMA-ES ros noisy 0.33 (0.2)0.31 (0.2)0.31 (0.1)0.31 (0.2)0.32 (0.1)0.32 (0.1)0.32 (0.1)15/15
IPOP-CMA-ES ros noisy 0.97 (0.4)0.88 (1)0.89 (0.8)0.89 (0.4)0.89 (0.1)0.89 (1)0.89 (1)15/15
MOS torre noisy 4e60/15
RCGA tran noisy 2e60/15
SPSA finck noisy 4e60/15

Δ fopt
f105, 40-D
1e1
5.6e6
1e0
5.9e6
1e-1
6.0e6
1e-2
6.1e6
1e-3
6.1e6
1e-5
6.2e6
1e-7
6.3e6
#succ
15/15
1komma4mirser brockhoff noisy 4e50/15
CMAEGS finck noisy 4e60/15
IPOP-ACTCMA-ES ros noisy 0.49 (0.1)0.50 (0.1)0.50 (0.1)0.51 (0.1)0.51 (0.1)0.51 (0.1)0.51 (0.1)15/15
IPOP-CMA-ES ros noisy 0.79 (0.6)0.80 (1)0.80 (0.7)0.80 (0.5)0.80 (0.4)0.80 (0.3)0.81 (0.1)15/15
MOS torre noisy 4e60/15
RCGA tran noisy 2e60/15
SPSA finck noisy 4e60/15

Δ fopt
f106, 40-D
1e1
69253
1e0
90821
1e-1
95524
1e-2
98075
1e-3
99526
1e-5
1.0e5
1e-7
1.0e5
#succ
15/15
1komma4mirser brockhoff noisy 0.54 (0.0)★30.65 (0.5)0.66 (0.2)0.65 (0.2)0.66 (0.4)0.66 (0.1)0.66 (0.1)15/15
CMAEGS finck noisy 12 (51)24 (27)23 (25)23 (14)27 (44)82 (69)110 (96)2/15
IPOP-ACTCMA-ES ros noisy 0.81 (0.2)0.94 (0.8)0.97 (0.5)0.98 (0.2)0.99 (0.4)1.00 (0.3)1.00 (0.7)15/15
IPOP-CMA-ES ros noisy 1.1 (0.0)1.3 (0.6)1.3 (0.0)1.3 (0.1)1.3 (0.5)1.3 (0.5)1.3 (0.1)15/15
MOS torre noisy 3.9 (3)4.5 (2)4.7 (3)4.8 (2)4.9 (1)5.0 (2)5.0 (2)15/15
RCGA tran noisy 2e60/15
SPSA finck noisy 4e60/15

Δ fopt
f107, 40-D
1e1
38382
1e0
57745
1e-1
74911
1e-2
86794
1e-3
97700
1e-5
1.2e5
1e-7
1.4e5
#succ
15/15
1komma4mirser brockhoff noisy 4e50/15
CMAEGS finck noisy 1.5 (1)1.9 (1)2.3 (0.8)2.8 (1)3.2 (1.0)3.6 (0.2)4.3 (1)15/15
IPOP-ACTCMA-ES ros noisy 1.2 (0.6)1.2 (0.3)1.2 (1)1.6 (1)2.1 (1.0)2.8 (2)2.6 (0.6)15/15
IPOP-CMA-ES ros noisy 1.1 (0.4)0.96 (0.2)0.92 (0.3)0.94 (0.2)0.95 (0.2)★20.98 (0.2)★31.0 (0.1)★315/15
MOS torre noisy 1545 (1462)1028 (1944)4e60/15
RCGA tran noisy 16 (13)12 (24)13 (14)15 (29)14 (26)17 (12)18 (35)7/15
SPSA finck noisy 4e60/15

Δ fopt
f108, 40-D
1e1
2.1e5
1e0
5.6e5
1e-1
9.4e5
1e-2
1.5e6
1e-3
1.8e6
1e-5
2.8e6
1e-7
4.3e6
#succ
15/15
1komma4mirser brockhoff noisy 4e50/15
CMAEGS finck noisy 2.8 (1)2.4 (0.9)2.9 (3)3.2 (2)16 (13)4e60/15
IPOP-ACTCMA-ES ros noisy 1.2 (0.3)1.3 (0.6)1.2 (0.6)1.1 (0.4)1.6 (1.0)1.8 (0.4)1.6 (0.9)15/15
IPOP-CMA-ES ros noisy 0.88 (0.5)0.76 (0.5)0.76 (0.3)0.67 (0.3)0.76 (0.3)0.83 (0.2)0.87 (0.6)15/15
MOS torre noisy 4e60/15
RCGA tran noisy 2e60/15
SPSA finck noisy 4e60/15

Δ fopt
f109, 40-D
1e1
841
1e0
1456
1e-1
2504
1e-2
3671
1e-3
4958
1e-5
7525
1e-7
10054
#succ
15/15
1komma4mirser brockhoff noisy 0.94 (0.2)0.84 (0.1)★30.68 (0.0)★40.61 (0.0)★40.56 (0.0)★40.50 (0.0)★40.48 (0.0)★415/15
CMAEGS finck noisy 8.4 (1)6.3 (0.9)4.3 (0.4)4e60/15
IPOP-ACTCMA-ES ros noisy 1.1 (0.1)1.1 (0.1)1.1 (0.1)1.1 (0.1)1.1 (0.1)1.1 (0.1)1.1 (0.1)15/15
IPOP-CMA-ES ros noisy 1.0 (0.1)1.1 (0.1)1.1 (0.1)1.1 (0.1)1.1 (0.1)1.0 (0.1)1.0 (0.1)15/15
MOS torre noisy 4.9 (0.1)3.5 (0.2)3.9 (0.2)3.2 (0.1)3.3 (0.1)3.1 (0.0)3.1 (0.3)15/15
RCGA tran noisy 8.2 (1)251 (494)234 (9)194 (161)161 (117)122 (76)98 (55)14/15
SPSA finck noisy 371 (45)1562 (130)2.3e4 (3e4)4e60/15

Δ fopt
f110, 40-D
1e1
1e0
1e-1
1e-2
1e-3
1e-5
1e-7
#succ
0/15
1komma4mirser brockhoff noisy        0/15
CMAEGS finck noisy        0/15
IPOP-ACTCMA-ES ros noisy        0/15
IPOP-CMA-ES ros noisy        0/15
MOS torre noisy        0/15
RCGA tran noisy        0/15
SPSA finck noisy        0/15

Δ fopt
f111, 40-D
1e1
1e0
1e-1
1e-2
1e-3
1e-5
1e-7
#succ
0/15
1komma4mirser brockhoff noisy        0/15
CMAEGS finck noisy        0/15
IPOP-ACTCMA-ES ros noisy        0/15
IPOP-CMA-ES ros noisy        0/15
MOS torre noisy        0/15
RCGA tran noisy        0/15
SPSA finck noisy        0/15

Δ fopt
f112, 40-D
1e1
1.8e5
1e0
2.5e5
1e-1
2.7e5
1e-2
2.7e5
1e-3
2.8e5
1e-5
2.8e5
1e-7
2.9e5
#succ
14/15
1komma4mirser brockhoff noisy 0.41 (0.2)★40.51 (0.2)0.51 (0.4)0.52 (0.3)★20.52 (0.5)★20.52 (0.5)★20.52 (0.5)★215/15
CMAEGS finck noisy 4e60/15
IPOP-ACTCMA-ES ros noisy 0.92 (0.1)1.0 (0.7)1.0 (0.7)1.1 (0.6)1.1 (0.1)1.1 (0.0)1.1 (0.3)15/15
IPOP-CMA-ES ros noisy 1.00 (0.1)1.1 (0.1)1.1 (0.4)1.1 (0.4)1.1 (0.1)1.1 (0.1)1.1 (0.4)15/15
MOS torre noisy 2.3 (0.5)2.1 (0.5)2.1 (0.5)2.1 (0.5)2.1 (0.4)2.1 (0.4)2.1 (0.4)15/15
RCGA tran noisy 2e60/15
SPSA finck noisy 4e60/15

Δ fopt
f113, 40-D
1e1
4.4e5
1e0
2.5e6
1e-1
2.7e6
1e-2
3.0e6
1e-3
3.0e6
1e-5
3.0e6
1e-7
3.0e6
#succ
15/15
1komma4mirser brockhoff noisy 4e50/15
CMAEGS finck noisy 4.4 (8)4e60/15
IPOP-ACTCMA-ES ros noisy 0.54 (0.2)0.24 (0.1)0.26 (0.0)0.25 (0.0)0.25 (0.1)0.25 (0.1)0.25 (0.0)15/15
IPOP-CMA-ES ros noisy 0.75 (0.4)0.63 (0.3)0.72 (0.2)0.69 (0.2)0.69 (0.1)0.69 (0.1)0.69 (0.2)15/15
MOS torre noisy 4e60/15
RCGA tran noisy 3.1 (6)2e60/15
SPSA finck noisy 4e60/15

Δ fopt
f114, 40-D
1e1
1.7e6
1e0
6.5e6
1e-1
1.0e7
1e-2
1.2e7
1e-3
1.2e7
1e-5
1.2e7
1e-7
1.2e7
#succ
15/15
1komma4mirser brockhoff noisy 4e50/15
CMAEGS finck noisy 34 (57)4e60/15
IPOP-ACTCMA-ES ros noisy 0.52 (0.3)0.41 (0.1)0.35 (0.2)0.45 (0.2)0.45 (0.2)0.45 (0.2)0.45 (0.3)15/15
IPOP-CMA-ES ros noisy 0.60 (0.2)0.75 (0.1)0.66 (0.4)0.65 (0.6)0.65 (0.3)0.65 (0.1)0.65 (0.7)15/15
MOS torre noisy 4e60/15
RCGA tran noisy 2e60/15
SPSA finck noisy 4e60/15

Δ fopt
f115, 40-D
1e1
20541
1e0
1.9e5
1e-1
3.7e5
1e-2
4.2e5
1e-3
4.2e5
1e-5
4.2e5
1e-7
4.2e5
#succ
15/15
1komma4mirser brockhoff noisy 4e50/15
CMAEGS finck noisy 0.41 (0.1)4e60/15
IPOP-ACTCMA-ES ros noisy 0.83 (0.8)0.84 (0.1)★40.57 (0.3)★40.56 (0.3)★40.56 (0.1)★40.56 (0.4)★40.57 (0.3)★415/15
IPOP-CMA-ES ros noisy 1.5 (2)3.7 (1)2.5 (1.0)2.7 (0.9)2.7 (0.9)2.7 (0.8)2.7 (0.5)15/15
MOS torre noisy 49 (88)4e60/15
RCGA tran noisy 21 (5)2e60/15
SPSA finck noisy 4e60/15

Δ fopt
f116, 40-D
1e1
4.2e6
1e0
4.3e6
1e-1
4.5e6
1e-2
4.7e6
1e-3
4.8e6
1e-5
5.1e6
1e-7
5.4e6
#succ
15/15
1komma4mirser brockhoff noisy 4e50/15
CMAEGS finck noisy 4e60/15
IPOP-ACTCMA-ES ros noisy 0.22 (0.1)0.25 (0.1)0.25 (0.1)0.26 (0.1)0.27 (0.1)0.28 (0.1)0.29 (0.0)15/15
IPOP-CMA-ES ros noisy 0.77 (0.4)0.88 (0.8)0.91 (0.6)1.0 (0.4)1.1 (0.8)1.1 (0.7)1.1 (0.6)15/15
MOS torre noisy 4e60/15
RCGA tran noisy 2e60/15
SPSA finck noisy 4e60/15

Δ fopt
f117, 40-D
1e1
8.4e6
1e0
1.2e7
1e-1
1.4e7
1e-2
1.5e7
1e-3
1.7e7
1e-5
1.9e7
1e-7
2.1e7
#succ
15/15
1komma4mirser brockhoff noisy 4e50/15
CMAEGS finck noisy 4e60/15
IPOP-ACTCMA-ES ros noisy 0.31 (0.1)0.31 (0.2)0.37 (0.3)0.38 (0.4)0.35 (0.3)0.38 (0.2)0.52 (0.3)15/15
IPOP-CMA-ES ros noisy 0.66 (0.4)0.74 (0.4)0.72 (0.3)0.81 (0.4)0.76 (0.2)0.80 (0.3)0.81 (0.3)15/15
MOS torre noisy 4e60/15
RCGA tran noisy 2e60/15
SPSA finck noisy 4e60/15

Δ fopt
f118, 40-D
1e1
39183
1e0
47888
1e-1
81836
1e-2
96249
1e-3
1.1e5
1e-5
1.2e5
1e-7
1.3e5
#succ
15/15
1komma4mirser brockhoff noisy 0.37 (0.1)★30.51 (0.1)★20.41 (0.1)★20.45 (0.1)0.50 (0.1)0.55 (0.1)0.57 (0.1)15/15
CMAEGS finck noisy 1.1 (0.1)546 (543)4e60/15
IPOP-ACTCMA-ES ros noisy 0.50 (0.1)0.67 (0.1)0.53 (0.1)0.54 (0.1)0.57 (0.1)0.60 (0.1)0.63 (0.1)15/15
IPOP-CMA-ES ros noisy 1.0 (0.2)1.4 (0.1)1.1 (0.2)1.1 (0.1)1.2 (0.2)1.3 (0.0)1.4 (0.1)15/15
MOS torre noisy 1.4 (0.4)1.8 (0.6)1.4 (0.5)1.4 (0.4)1.4 (0.4)1.4 (0.2)1.6 (0.4)15/15
RCGA tran noisy 2e60/15
SPSA finck noisy 4e60/15

Δ fopt
f119, 40-D
1e1
42381
1e0
1.2e5
1e-1
1.6e5
1e-2
5.3e5
1e-3
2.1e6
1e-5
1.0e7
1e-7
1.3e7
#succ
15/15
1komma4mirser brockhoff noisy 4e50/15
CMAEGS finck noisy 1.3 (2)4.6 (2)4.1 (8)2.6 (1)4e60/15
IPOP-ACTCMA-ES ros noisy 0.79 (0.4)0.71 (0.3)0.95 (0.5)0.68 (0.2)0.53 (0.2)0.19 (0.1)0.21 (0.0)15/15
IPOP-CMA-ES ros noisy 0.65 (0.2)0.65 (0.4)0.66 (0.2)0.52 (0.2)0.83 (0.2)0.87 (0.2)0.91 (0.4)15/15
MOS torre noisy 113 (161)482 (692)378 (523)4e60/15
RCGA tran noisy 4.0 (11)18 (16)19 (34)54 (99)2e60/15
SPSA finck noisy 4e60/15

Δ fopt
f120, 40-D
1e1
1.6e5
1e0
7.1e5
1e-1
1.7e6
1e-2
3.4e6
1e-3
1.1e7
1e-5
4.3e7
1e-7
2.4e8
#succ
3/15
1komma4mirser brockhoff noisy 4e50/15
CMAEGS finck noisy 6.7 (4)13 (7)8.4 (4)4e60/15
IPOP-ACTCMA-ES ros noisy 0.81 (0.2)1.00 (0.7)1.3 (0.8)1.2 (0.4)0.64 (0.3)0.30 (0.1)0.22 (0.1)5/15
IPOP-CMA-ES ros noisy 0.83 (0.5)0.72 (0.2)0.72 (0.6)0.83 (0.5)0.83 (1)0.79 (0.4)2.5 (3)0/15
MOS torre noisy 4e60/15
RCGA tran noisy 2e60/15
SPSA finck noisy 4e60/15

Δ fopt
f121, 40-D
1e1
728
1e0
1739
1e-1
3362
1e-2
8180
1e-3
27554
1e-5
97381
1e-7
2.0e5
#succ
14/15
1komma4mirser brockhoff noisy 1.2 (0.1)0.86 (0.1)0.67 (0.1)★40.50 (0.1)★40.32 (0.0)★40.35 (0.0)★40.50 (0.2)★27/15
CMAEGS finck noisy 10 (0.5)9.3 (4)612 (1491)4e60/15
IPOP-ACTCMA-ES ros noisy 1.2 (0.3)1.1 (0.2)1.1 (0.1)0.94 (0.1)0.68 (0.0)0.59 (0.0)0.60 (0.0)15/15
IPOP-CMA-ES ros noisy 1.2 (0.1)1.1 (0.1)1.1 (0.1)1.1 (0.1)1.00 (0.1)1.6 (0.1)2.0 (0.1)15/15
MOS torre noisy 5.2 (0.3)2.9 (0.2)3.2 (0.1)2.9 (0.4)2.2 (0.4)2.2 (0.5)2.1 (0.6)15/15
RCGA tran noisy 5.9 (2)21 (15)112 (7)82 (5)2e60/15
SPSA finck noisy 3.6e4 (4e4)4e60/15

Δ fopt
f122, 40-D
1e1
4936
1e0
2.7e5
1e-1
6.4e5
1e-2
1.1e6
1e-3
2.8e6
1e-5
1.2e7
1e-7
3.3e7
#succ
11/15
1komma4mirser brockhoff noisy 1135 (1519)4e50/15
IPOP-ACTCMA-ES ros noisy 3.5 (2)0.67 (0.2)0.83 (0.3)1.2 (0.5)0.77 (0.3)0.45 (0.2)0.71 (0.2)14/15
IPOP-CMA-ES ros noisy 3.1 (2)0.78 (0.5)0.77 (0.5)0.90 (0.6)0.53 (0.3)0.50 (0.4)0.84 (1.0)12/15
MOS torre noisy 14 (13)4e60/15
RCGA tran noisy 1.1 (0.9)49 (37)2e60/15
SPSA finck noisy 1.1e4 (1e4)4e60/15

Δ fopt
f123, 40-D
1e1
13229
1e0
2.4e6
1e-1
9.4e6
1e-2
1.6e7
1e-3
2.4e7
1e-5
2.3e8
1e-7
7.3e8
#succ
0/15
1komma4mirser brockhoff noisy 4e50/15
IPOP-ACTCMA-ES ros noisy 3.4 (2)0.88 (0.3)0.78 (0.2)1.1 (1)2.9 (3)4e70/15
IPOP-CMA-ES ros noisy 2.8 (1)0.90 (1)0.93 (0.4)0.97 (0.3)0.86 (0.2)4e70/15
MOS torre noisy 246 (379)4e60/15
RCGA tran noisy 2.7 (2)2e60/15
SPSA finck noisy 4e60/15

Δ fopt
f124, 40-D
1e1
570
1e0
30165
1e-1
2.1e5
1e-2
2.6e5
1e-3
3.7e5
1e-5
1.1e6
1e-7
2.2e6
#succ
15/15
1komma4mirser brockhoff noisy 30 (38)4e50/15
IPOP-ACTCMA-ES ros noisy 1.1 (0.4)4.3 (0.1)1.8 (4)1.8 (2)1.5 (2)0.86 (0.3)0.64 (0.4)15/15
IPOP-CMA-ES ros noisy 0.97 (0.3)0.83 (1.0)0.53 (0.3)0.72 (0.1)0.81 (0.3)0.63 (0.3)0.73 (0.2)15/15
MOS torre noisy 6.2 (0.4)2.0 (10)0.68 (0.4)0.92 (0.8)1.1 (0.2)0.90 (0.2)0.83 (0.4)15/15
RCGA tran noisy 1.6 (1)1.5 (0.8)2.4 (0.1)3.3 (2)4.9 (4)2e60/15
SPSA finck noisy 4e60/15

Δ fopt
f125, 40-D
1e1
1
1e0
4611
1e-1
1.1e8
1e-2
1.1e8
1e-3
5.4e8
1e-5
1e-7
#succ
0/15
1komma4mirser brockhoff noisy 1 (0)  0/15
CMAEGS finck noisy 1032 (391)0.36 (0.1)  0/15
IPOP-ACTCMA-ES ros noisy 1 (0)2.9 (1)0.21 (0.1)0.40 (0.2)0.40 (0.2)  0/15
IPOP-CMA-ES ros noisy 1 (0)3.2 (1)0.55 (0.3)0.75 (0.2)  0/15
MOS torre noisy 1.1 (0)0.66 (2e-4)  0/15
RCGA tran noisy 1.1 (0.5)0.10 (0.0)★40.08 (0.0)  0/15
SPSA finck noisy   0/15

Δ fopt
f126, 40-D
1e1
1
1e0
8740
1e-1
1e-2
1e-3
1e-5
1e-7
#succ
0/15
1komma4mirser brockhoff noisy 1 (0)     0/15
CMAEGS finck noisy 3755 (803)1.3 (0.6)     0/15
IPOP-ACTCMA-ES ros noisy 1 (0)3.8 (1)     0/15
IPOP-CMA-ES ros noisy 1 (0)3.3 (1)     0/15
MOS torre noisy 1.1 (0)0.35 (6e-5)     0/15
RCGA tran noisy 1.1 (0.2)0.06 (7e-3)★41.4e7 (1e7)     0/15
SPSA finck noisy 2.6e7 (2e7)2979 (2175)     0/15

Δ fopt
f127, 40-D
1e1
1
1e0
702
1e-1
1.8e6
1e-2
1.1e7
1e-3
1.5e7
1e-5
2.6e7
1e-7
2.7e7
#succ
15/15
1komma4mirser brockhoff noisy 1 (0)10 (5)4e50/15
CMAEGS finck noisy 968 (268)2.3 (0.3)4e60/15
IPOP-ACTCMA-ES ros noisy 1 (0)1.0 (0.3)1.1 (1)0.39 (0.2)0.89 (0.3)0.95 (0.8)0.94 (0.9)14/15
IPOP-CMA-ES ros noisy 1 (0)1.1 (0.3)3.6 (3)0.92 (0.4)0.73 (0.4)0.75 (0.6)0.81 (0.6)14/15
MOS torre noisy 1.1 (0)4.3 (0)2.6 (6)4e60/15
RCGA tran noisy 1 (0)0.57 (0.1)3.1 (1)2e60/15
SPSA finck noisy 4104 (3852)6726 (1e4)31 (36)4e60/15

Δ fopt
f128, 40-D
1e1
4.1e6
1e0
3.8e7
1e-1
1.1e8
1e-2
1.1e8
1e-3
1.1e8
1e-5
1.1e8
1e-7
1.1e8
#succ
4/15
1komma4mirser brockhoff noisy 4e50/15
CMAEGS finck noisy 1.1 (0.8)0.45 (0.7)0.15 (0.3)0.16 (0.2)0.16 (0.3)0.16 (0.2)0.16 (0.2)3/15
IPOP-ACTCMA-ES ros noisy 0.16 (0.2)0.62 (0.5)0.59 (0.7)0.59 (0.5)0.59 (0.9)0.59 (0.5)0.59 (1)5/15
IPOP-CMA-ES ros noisy 0.75 (0.2)1.3 (3)0.82 (2)0.82 (0.7)0.82 (2)0.82 (1)0.82 (1.0)4/15
MOS torre noisy 4e60/15
RCGA tran noisy 2e60/15
SPSA finck noisy 4e60/15

Δ fopt
f129, 40-D
1e1
3.5e7
1e0
3.8e7
1e-1
1.0e8
1e-2
1.0e8
1e-3
1.0e8
1e-5
1.0e8
1e-7
1.0e8
#succ
2/15
1komma4mirser brockhoff noisy 4e50/15
CMAEGS finck noisy 4e60/15
IPOP-ACTCMA-ES ros noisy 0.61 (0.4)1.3 (2)0.50 (0.6)0.50 (0.9)0.50 (0.6)0.50 (1)0.50 (0.5)2/15
IPOP-CMA-ES ros noisy 0.38 (0.2)0.82 (0.4)0.62 (0.5)0.62 (0.8)0.62 (0.5)0.63 (0.6)0.63 (1)2/15
MOS torre noisy 4e60/15
RCGA tran noisy 2e60/15
SPSA finck noisy 4e60/15

Δ fopt
f130, 40-D
1e1
12699
1e0
2.8e5
1e-1
1.7e6
1e-2
1.7e6
1e-3
1.7e6
1e-5
1.7e6
1e-7
1.7e6
#succ
3/15
1komma4mirser brockhoff noisy 0.52 (0.3)0.41 (0.5)0.19 (0.4)0.19 (0.2)0.19 (0.1)0.19 (0.4)0.19 (0.2)10/15
CMAEGS finck noisy 25 (86)40 (18)6.6 (16)6.7 (10)4e60/15
IPOP-ACTCMA-ES ros noisy 1.1 (1)47 (124)23 (23)23 (31)23 (26)23 (53)23 (31)5/15
IPOP-CMA-ES ros noisy 1.8 (2)83 (64)57 (46)57 (67)57 (63)57 (93)57 (124)4/15
MOS torre noisy 49 (0.0)40 (65)10 (7)10 (9)9.5 (8)9.5 (10)9.4 (11)3/15
RCGA tran noisy 29 (47)9.4 (11)2.6 (6)2.9 (3)2.9 (4)3.0 (3)3.0 (3)5/15
SPSA finck noisy 4e60/15

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.
Data produced with COCO v2.0.778