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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
ALPS hornby noisy 1.5 (2)4.9 (2)32 (27)79 (24)122 (42)183 (44)249 (30)15/15
AMALGAM bosman noisy 1.8 (2)2.6 (2)5.0 (2)7.5 (3)8.3 (2)9.4 (0.8)12 (2)15/15
BAYEDA gallagher noisy 1.8 (3)4.9 (7)108 (106)151 (460)166 (361)164 (452)189 (348)8/15
BFGS ros noisy 128 (217)249 (144)1939 (972)1.0e4 (5379)79260/15
BIPOP-CMA-ES hansen noisy 4.7 (9)2.5 (2)5.8 (3)7.8 (2)8.8 (3)11 (2)13 (2)15/15
CMA-ESPLUSSEL auger noisy 2.9 (3)2.0 (1)3.9 (3)5.6 (2)6.0 (1)5.9 (0.9)7.1 (1)15/15
DASA korosec noisy 51 (53)33 (44)40 (49)47 (51)50 (36)45 (14)50 (23)15/15
DE-PSO garcia-nieto noisy 2.4 (3)5.4 (5)20 (5)26 (5)34 (6)36 (3)44 (8)15/15
EDA-PSO el-abd noisy 1.2 (2)3.9 (3)13 (5)18 (4)23 (6)31 (6)58 (13)15/15
FULLNEWUOA ros noisy 2.9 (2)1.3 (0.3)1.4 (0.1)1.4 (0.3)1.1 (0.2)0.98 (0.3)★20.99 (0.2)★415/15
GLOBAL pal noisy 1.3 (1)6.2 (4)22 (10)27 (6)23 (0.2)17 (0.2)17 (14)13/15
IPOP-SEP-CMA-ES ros noisy 2.6 (4)1.9 (3)4.3 (2)6.4 (3)6.4 (1.0)7.6 (2)9.0 (1)15/15
MA-LS-CHAIN molina noisy 2.1 (2)5.1 (5)13 (5)23 (10)29 (3)26 (2)26 (2)15/15
MCS huyer noisy 0.90 (0.5)1.1 (0.4)1.2 (0.6)1.5 (1.0)1.3 (0.8)201 (125)1197 (1522)7/15
ONEFIFTH auger noisy 3.0 (2)2.3 (2)3.5 (2)5.2 (2)5.5 (3)5.9 (2)7.3 (0.7)15/15
PSO Bounds el-abd noisy 2.5 (2)2.6 (2)11 (9)41 (19)116 (93)236 (38)321 (100)15/15
PSO el-abd noisy 2.0 (2)3.6 (5)13 (7)31 (20)53 (20)86 (15)124 (22)15/15
RANDOMSEARCH auger noisy 1.7 (2)3.7 (4)34 (34)331 (264)3225 (3928)3.1e5 (5e5)2e60/15
SNOBFIT huyer noisy 1.8 (2)1 (0.4)1 (0.0)1.0 (0.4)1.0 (0.3)1.6 (0.6)1.8 (0.3)15/15
VNS garcia-martinez noisy 2.3 (0.8)6.0 (7)14 (7)17 (2)16 (3)14 (2)15 (1)15/15
iAMALGAM bosman noisy 2.2 (2)1.9 (2)4.0 (2)6.0 (1)6.6 (2)7.0 (1)8.3 (2)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
ALPS hornby noisy 1.9 (3)4.4 (8)19 (26)67 (19)91 (24)154 (33)188 (31)15/15
AMALGAM bosman noisy 2.0 (1)3.4 (2)4.3 (3)4.9 (2)6.0 (3)8.0 (2)8.8 (1)15/15
BAYEDA gallagher noisy 1.6 (2)5.8 (9)8.8 (8)69 (180)98 (170)88 (204)77 (69)11/15
BFGS ros noisy 89 (83)340 (251)1008 (607)79140/15
BIPOP-CMA-ES hansen noisy 3.2 (3)2.8 (2)4.6 (4)5.4 (2)7.0 (3)8.6 (1)9.4 (0.9)15/15
CMA-ESPLUSSEL auger noisy 2.2 (1)1.9 (2)2.9 (2)3.7 (1)4.3 (2)4.9 (1)5.3 (1)15/15
DASA korosec noisy 63 (98)57 (40)49 (49)42 (47)44 (21)44 (33)47 (12)15/15
DE-PSO garcia-nieto noisy 2.4 (1)5.0 (6)12 (4)17 (4)24 (10)28 (5)35 (3)15/15
EDA-PSO el-abd noisy 1.6 (2)3.7 (5)10 (5)12 (4)17 (3)27 (5)43 (10)15/15
FULLNEWUOA ros noisy 3.6 (2)1.7 (0.6)1.5 (0.3)1.0 (0.3)1.0 (0.2)1.00 (0.2)1.0 (0.2)★215/15
GLOBAL pal noisy 2.5 (2)5.0 (5)17 (11)18 (3)17 (0.1)13 (0.1)11 (0.2)13/15
IPOP-SEP-CMA-ES ros noisy 4.8 (4)3.2 (3)4.8 (5)5.7 (2)6.2 (3)6.8 (1)7.5 (0.6)15/15
MA-LS-CHAIN molina noisy 2.1 (2)5.9 (6)11 (9)15 (2)21 (4)21 (2)19 (2)15/15
MCS huyer noisy 0.90 (0.5)1.2 (0.9)1.1 (0.8)1.2 (1.0)1.5 (0.4)348 (800)3582 (6412)1/15
ONEFIFTH auger noisy 2.0 (3)2.3 (2)3.1 (2)3.1 (1.0)4.0 (0.9)4.9 (1)5.4 (0.9)15/15
PSO Bounds el-abd noisy 2.9 (3)6.6 (4)14 (12)31 (22)83 (59)181 (46)243 (35)15/15
PSO el-abd noisy 2.7 (2)2.9 (4)10 (7)18 (7)41 (14)64 (13)90 (20)15/15
RANDOMSEARCH auger noisy 1.8 (3)4.6 (4)24 (13)139 (297)3127 (3423)2.6e5 (2e5)2e60/15
SNOBFIT huyer noisy 1.8 (2)1.0 (0.3)0.98 (0.4)0.98 (0)1.4 (0.8)4.5 (0.2)4.3 (8)15/15
VNS garcia-martinez noisy 2.3 (0.8)7.0 (6)12 (5)11 (2)12 (2)12 (2)12 (2)15/15
iAMALGAM bosman noisy 2.4 (2)3.3 (3)4.0 (2)4.2 (2)4.8 (2)5.9 (2)6.7 (2)15/15

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
ALPS hornby noisy 2.8 (2)4.5 (3)46 (44)112 (69)199 (88)408 (66)6440 (1e4)15/15
AMALGAM bosman noisy 1.3 (1)2.3 (2)5.9 (3)8.1 (4)12 (4)180 (19)324 (401)15/15
BAYEDA gallagher noisy 2.4 (2)2.5 (2)85 (123)188 (449)203 (340)210 (110)257 (511)9/15
BFGS ros noisy 7.7 (2)3.4 (7)4.7 (5)4.8 (6)4.8 (5)4.3 (5)3.1 (0.2)15/15
BIPOP-CMA-ES hansen noisy 3.5 (3)3.0 (3)6.2 (5)10 (4)14 (2)23 (4)23 (5)15/15
CMA-ESPLUSSEL auger noisy 1.9 (1)1.7 (1)4.2 (2)6.3 (3)14 (11)75 (60)147 (111)15/15
DASA korosec noisy 38 (32)21 (26)39 (44)132 (98)269 (264)2968 (3011)1.8e4 (2e4)8/15
DE-PSO garcia-nieto noisy 1.4 (1)2.6 (3)14 (10)25 (25)36 (15)87 (55)220 (112)10/15
EDA-PSO el-abd noisy 2.0 (2)3.3 (3)9.3 (7)21 (13)32 (11)192 (321)1.3e4 (1e4)1/15
FULLNEWUOA ros noisy 2.9 (3)1.5 (0.4)1.5 (0.2)1.7 (0.2)1.7 (0.2)1.7 (0.2)1.2 (0.2)15/15
GLOBAL pal noisy 1.8 (0.9)3.0 (4)24 (10)31 (7)36 (0.3)38 (0.3)50 (39)8/15
IPOP-SEP-CMA-ES ros noisy 3.8 (4)3.2 (4)5.5 (2)8.2 (3)12 (5)18 (4)18 (3)15/15
MA-LS-CHAIN molina noisy 2.5 (2)3.7 (2)14 (5)28 (14)49 (12)71 (10)60 (17)15/15
MCS huyer noisy 0.90 (0.5)1.0 (0.3)1.4 (1)1.9 (1)2.0 (1)102 (251)121 (180)15/15
ONEFIFTH auger noisy 1.9 (2)1.5 (2)4.4 (0.7)7.6 (8)11 (3)76 (32)281 (287)15/15
PSO Bounds el-abd noisy 2.2 (2)3.8 (3)18 (11)57 (43)222 (97)5590 (5217)4.2e4 (4e4)3/15
PSO el-abd noisy 3.1 (1)3.4 (3)12 (8)39 (16)107 (31)759 (2073)2.7e4 (3e4)2/15
RANDOMSEARCH auger noisy 2.2 (5)2.9 (3)35 (56)330 (393)3896 (8167)3.0e5 (3e5)2e60/15
SNOBFIT huyer noisy 2.2 (2)0.98 (0)1.0 (0.1)1.0 (0.1)1.0 (0.1)0.98 (0.2)0.97 (0.6)15/15
VNS garcia-martinez noisy 2.3 (1)6.6 (5)15 (7)22 (4)25 (3)29 (5)28 (3)15/15
iAMALGAM bosman noisy 2.3 (2)2.5 (1)4.2 (2)7.0 (1)10 (2)226 (403)831 (1091)15/15

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
ALPS hornby noisy 11 (9)19 (35)5.5 (4)11 (6)19 (6)38 (12)58 (21)15/15
AMALGAM bosman noisy 6.2 (4)6.3 (1)1.1 (0.4)1.3 (0.6)1.6 (0.8)1.9 (0.8)2.2 (1)15/15
BAYEDA gallagher noisy 6.2 (7)27 (5)32 (37)40000/15
BFGS ros noisy 208 (412)378 (405)217 (280)62130/15
BIPOP-CMA-ES hansen noisy 26 (6)12 (5)2.5 (2)3.5 (3)3.8 (2)4.6 (2)4.9 (0.8)15/15
CMA-ESPLUSSEL auger noisy 9.4 (7)12 (13)1.9 (2)2.4 (3)3.0 (3)3.2 (3)3.3 (1)15/15
DASA korosec noisy 96 (26)157 (79)94 (44)129 (106)219 (245)2103 (2542)4.4e4 (4e4)1/15
DE-PSO garcia-nieto noisy 16 (13)19 (17)4.6 (3)6.4 (3)8.3 (7)23 (39)40400/15
EDA-PSO el-abd noisy 6.3 (6)12 (7)7.1 (9)18 (8)36 (12)65 (14)97 (14)15/15
FULLNEWUOA ros noisy 6.7 (27)10 (10)1.1 (2)1.00 (2)1.00 (0.8)1.00 (1)1.0 (2)15/15
GLOBAL pal noisy 10 (7)13 (9)1.4 (0.4)1.4 (0.1)1.4 (0.1)1.4 (0.1)1.5 (0.1)15/15
IPOP-SEP-CMA-ES ros noisy 5.3 (5)20 (58)7.7 (14)7.7 (8)7.6 (10)7.7 (8)7.7 (7)15/15
MA-LS-CHAIN molina noisy 8.4 (6)8.6 (6)1.9 (1)2.6 (0.8)3.3 (0.7)3.5 (2)3.9 (1)15/15
MCS huyer noisy 1.1 (0.8)0.97 (0.8)5.7 (14)40 (42)80 (36)2871 (4053)5e40/15
ONEFIFTH auger noisy 5.5 (2)12 (9)1.8 (3)10 (7)21 (12)240 (204)3029 (5659)10/15
PSO Bounds el-abd noisy 7.1 (7)14 (12)4.5 (4)8.9 (8)27 (13)59 (18)87 (24)15/15
PSO el-abd noisy 5.7 (9)8.0 (10)3.2 (2)5.0 (3)8.1 (5)17 (6)28 (8)15/15
RANDOMSEARCH auger noisy 7.5 (10)16 (25)8.6 (8)120 (88)1588 (866)1.1e5 (8e4)2e60/15
SNOBFIT huyer noisy 3.7 (3)3.6 (2)4.5 (3)13 (14)28 (26)87 (118)136 (117)1/15
VNS garcia-martinez noisy 8.9 (8)14 (3)2.3 (2)2.3 (1)2.5 (1)2.7 (2)3.0 (0.6)15/15
iAMALGAM bosman noisy 4.4 (3)5.9 (5)1.00 (0.9)1.3 (0.9)1.4 (0.5)1.7 (1)1.9 (0.9)15/15

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
ALPS hornby noisy 4.4 (4)22 (32)3.7 (2)8.0 (3)13 (6)26 (10)38 (4)15/15
AMALGAM bosman noisy 6.0 (3)122 (277)5.6 (14)5.8 (14)5.9 (12)6.0 (13)6.0 (11)15/15
BAYEDA gallagher noisy 9.4 (9)29 (7)14 (6)71 (70)40000/15
BFGS ros noisy 152 (320)331 (418)71 (78)219 (179)56580/15
BIPOP-CMA-ES hansen noisy 5.9 (3)5.6 (4)1.1 (0.2)2.6 (3)3.6 (4)3.8 (3)4.1 (2)15/15
CMA-ESPLUSSEL auger noisy 12 (33)15 (28)2.0 (2)3.9 (1)6.6 (3)6.7 (6)6.6 (4)15/15
DASA korosec noisy 101 (260)296 (780)55 (58)104 (113)347 (445)2265 (3230)5.6e4 (9e4)0/15
DE-PSO garcia-nieto noisy 6.2 (7)14 (13)1.5 (1.0)3.3 (3)5.8 (2)18 (16)147 (190)1/15
EDA-PSO el-abd noisy 6.6 (6)11 (14)2.0 (2)8.7 (6)19 (5)41 (4)60 (11)15/15
FULLNEWUOA ros noisy 5.2 (3)18 (13)2.7 (3)8.3 (5)11 (11)17 (23)48 (44)5/15
GLOBAL pal noisy 5.1 (5)14 (11)1.00 (0.1)1.0 (0.0)1.00 (0.3)1.00 (0.3)1.0 (0.1)15/15
IPOP-SEP-CMA-ES ros noisy 41 (4)52 (183)6.3 (4)9.3 (5)9.3 (5)9.1 (3)9.0 (5)15/15
MA-LS-CHAIN molina noisy 6.4 (7)11 (9)1.5 (1.0)4.7 (5)6.6 (7)8.7 (9)8.7 (9)15/15
MCS huyer noisy 1.1 (0.9)0.98 (0.8)3.2 (7)26 (40)116 (125)5e40/15
ONEFIFTH auger noisy 11 (3)18 (21)3.1 (2)10 (5)31 (13)220 (354)2006 (1993)8/15
PSO Bounds el-abd noisy 5.3 (4)8.6 (5)2.3 (1)8.7 (8)19 (10)39 (21)52 (5)15/15
PSO el-abd noisy 5.0 (4)11 (8)1.8 (1)3.6 (1)6.4 (2)13 (6)19 (4)15/15
RANDOMSEARCH auger noisy 7.9 (4)32 (29)8.3 (7)68 (58)548 (721)2e60/15
SNOBFIT huyer noisy 3.4 (2)6.0 (5)1.6 (2)5.7 (10)7.6 (4)22 (25)34 (28)4/15
VNS garcia-martinez noisy 10 (8)13 (3)3.5 (19)8.2 (20)8.2 (17)12 (20)14 (10)15/15
iAMALGAM bosman noisy 3.5 (2)23 (2)7.2 (25)8.0 (6)8.0 (13)8.0 (10)7.9 (6)15/15

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
ALPS hornby noisy 11 (20)15 (19)7.2 (4)8.2 (5)14 (8)72 (65)1447 (1687)4/15
AMALGAM bosman noisy 5.0 (4)5.9 (7)16 (0.3)13 (29)11 (15)17 (19)27 (61)15/15
BAYEDA gallagher noisy 6.6 (8)32 (9)17 (16)95 (32)161 (99)40000/15
BFGS ros noisy 14 (22)13 (11)2.5 (2)2.1 (2)1.8 (2)1.8 (2)1.4 (1)15/15
BIPOP-CMA-ES hansen noisy 8.6 (2)18 (42)3.3 (3)2.8 (2)2.6 (1)2.4 (1)2.0 (1)15/15
CMA-ESPLUSSEL auger noisy 5.4 (3)6.5 (13)1.2 (0.8)1.7 (1)3.0 (4)6.6 (4)16 (7)9/15
DASA korosec noisy 104 (14)167 (247)105 (87)165 (129)151 (137)3095 (3493)2e60/15
DE-PSO garcia-nieto noisy 19 (16)19 (11)5.1 (2)5.6 (5)10 (12)40 (39)40400/15
EDA-PSO el-abd noisy 5.4 (7)9.4 (9)5.1 (4)12 (10)19 (8)43 (15)1019 (940)0/15
FULLNEWUOA ros noisy 5.4 (3)5.1 (7)1 (1)1.0 (1)1.0 (1)1.00 (1)1.0 (1)15/15
GLOBAL pal noisy 8.0 (11)11 (8)2.1 (0.9)1.3 (0.1)1.1 (0.1)1.2 (0.3)1.9 (2)10/15
IPOP-SEP-CMA-ES ros noisy 5.6 (3)11 (14)4.4 (4)2.9 (1)2.5 (0.4)2.0 (0.3)1.6 (0.3)15/15
MA-LS-CHAIN molina noisy 6.2 (4)10 (11)2.9 (1)2.5 (1)2.3 (1)2.4 (0.8)2.1 (0.6)15/15
MCS huyer noisy 1.1 (0.7)1.0 (0.9)8.0 (19)39 (33)77 (125)747 (497)5e40/15
ONEFIFTH auger noisy 5.5 (4)10 (9)3.3 (4)8.7 (19)19 (12)200 (117)4386 (3400)2/15
PSO Bounds el-abd noisy 11 (4)11 (5)7.3 (7)11 (9)52 (152)152 (132)934 (855)2/15
PSO el-abd noisy 3.5 (7)9.2 (7)4.1 (3)5.0 (1)8.0 (4)138 (174)507 (1336)2/15
RANDOMSEARCH auger noisy 6.8 (9)22 (11)20 (21)130 (141)1463 (1868)5.9e4 (7e4)2e60/15
SNOBFIT huyer noisy 3.8 (3)7.0 (13)2.6 (0.2)7.7 (3)12 (33)74 (78)50280/15
VNS garcia-martinez noisy 11 (7)17 (13)3.8 (3)2.2 (2)2.1 (0.7)1.7 (0.8)1.5 (0.5)15/15
iAMALGAM bosman noisy 5.7 (6)62 (0.9)16 (22)17 (22)16 (22)20 (23)43 (36)15/15

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
ALPS hornby noisy 2.3 (2)3.5 (5)12 (14)10 (5)12 (5)16 (4)15 (2)15/15
AMALGAM bosman noisy 2.0 (0.8)1.8 (1)2.2 (2)1.0 (0.2)1.00 (0.3)1.0 (0.3)1.9 (4)15/15
BAYEDA gallagher noisy 2.2 (0.6)1.2 (2)3.9 (4)4.2 (2)4.4 (2)4.7 (2)4.4 (2)15/15
BFGS ros noisy 88 (107)111 (65)300 (310)879 (528)657 (787)407 (546)70530/15
BIPOP-CMA-ES hansen noisy 10 (7)3.7 (4)2.9 (4)1.2 (0.6)1.2 (0.6)1.2 (0.2)1.0 (0.2)15/15
CMA-ESPLUSSEL auger noisy 31 (108)7.3 (17)7.7 (6)2.9 (3)2.4 (3)3.7 (5)6.3 (8)15/15
DASA korosec noisy 189 (245)136 (256)329 (408)194 (154)439 (446)1408 (1028)4105 (6207)4/15
DE-PSO garcia-nieto noisy 2.6 (2)4.8 (7)6.4 (4)3.0 (1)3.8 (0.9)3.6 (0.5)3.1 (0.4)15/15
EDA-PSO el-abd noisy 1.6 (2)2.9 (1)4.9 (2)2.5 (1)4.4 (2)9.3 (3)10 (2)15/15
FULLNEWUOA ros noisy 11 (2)10 (20)21 (56)6.9 (6)10 (11)19 (10)28 (27)9/15
GLOBAL pal noisy 2.3 (3)2.8 (3)6.8 (4)4.9 (2)4.4 (3)4.6 (3)8.0 (6)2/15
IPOP-SEP-CMA-ES ros noisy 37 (3)16 (54)8.5 (2)2.7 (13)2.1 (0.2)2.1 (2)1.5 (1)15/15
MA-LS-CHAIN molina noisy 2.0 (1)1.7 (3)4.6 (3)2.8 (1)3.8 (2)4.5 (2)3.0 (2)15/15
MCS huyer noisy 0.90 (0.4)1.0 (0.5)0.99 (0.4)18 (22)57 (21)1385 (1603)5e40/15
ONEFIFTH auger noisy 7.4 (3)8.2 (14)8.2 (6)4.3 (6)3.6 (5)3.2 (3)4.6 (3)15/15
PSO Bounds el-abd noisy 1.6 (0.6)2.2 (2)5.0 (6)5.2 (3)8.5 (4)19 (8)20 (4)15/15
PSO el-abd noisy 1.8 (2)2.3 (2)4.2 (4)3.2 (2)4.9 (2)7.1 (2)6.8 (1)15/15
RANDOMSEARCH auger noisy 1.9 (2)2.8 (4)13 (8)19 (18)280 (409)1.8e4 (2e4)7.0e4 (1e5)1/15
SNOBFIT huyer noisy 1.9 (1)1.1 (0.8)6.5 (13)6.6 (11)6.5 (10)6.4 (4)7.3 (9)11/15
VNS garcia-martinez noisy 2.3 (1)82 (5)42 (137)18 (1)15 (54)10 (15)6.3 (9)15/15
iAMALGAM bosman noisy 2.2 (2)47 (346)32 (72)8.4 (0.4)6.2 (21)11 (18)6.8 (8)15/15

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
ALPS hornby noisy 2.3 (2)1.0 (0.3)1.9 (3)1.3 (1)1.1 (0.6)1.9 (0.5)1.5 (0.2)15/15
AMALGAM bosman noisy 1.7 (2)1.0 (2)32 (37)6.2 (5)4.3 (6)5.9 (6)7.3 (9)15/15
BAYEDA gallagher noisy 2.8 (6)10 (34)18 (20)18 (15)16 (21)40000/15
BFGS ros noisy 26 (34)6.8 (7)4.2 (2)5.0 (6)7.0 (7)16230/15
BIPOP-CMA-ES hansen noisy 84 (436)10 (24)5.5 (9)1.5 (2)1.0 (0.5)1.00 (0.6)1.00 (0.7)15/15
CMA-ESPLUSSEL auger noisy 50 (72)14 (16)8.8 (6)4.5 (5)11 (12)2e40/15
DASA korosec noisy 155 (401)93 (146)89 (70)66 (28)100 (201)2257 (1360)1e60/15
DE-PSO garcia-nieto noisy 2.2 (4)2.9 (5)1.9 (1)2.4 (3)5.4 (5)40400/15
EDA-PSO el-abd noisy 1.7 (1)1.1 (2)1.7 (2)1.0 (1)1.2 (0.9)1.6 (0.5)1.2 (0.2)15/15
FULLNEWUOA ros noisy 56 (88)53 (71)42 (55)42 (57)1e40/15
GLOBAL pal noisy 1.6 (1)1.4 (3)1.3 (1)1.2 (1)4.8 (6)37660/15
IPOP-SEP-CMA-ES ros noisy 541 (0.9)73 (45)29 (28)6.5 (5)4.5 (4)5.5 (5)19 (18)1/15
MA-LS-CHAIN molina noisy 2.4 (2)1.0 (2)1.6 (2)1.0 (1)1.00 (0.7)1.4 (0.6)1.2 (0.6)6/15
MCS huyer noisy 0.90 (0.4)3.3 (2)2.8 (1)5.5 (6)11 (11)5e40/15
ONEFIFTH auger noisy 33 (19)9.4 (13)9.0 (11)3.4 (2)3.9 (6)31 (27)398 (1097)1/15
PSO Bounds el-abd noisy 2.5 (4)1.1 (2)1.0 (1)1.3 (0.9)5.6 (1.0)4.6 (2)2.8 (4)14/15
PSO el-abd noisy 2.2 (2)1.1 (1)1.3 (2)1.3 (1)1.9 (0.4)2.6 (1)1.8 (0.8)15/15
RANDOMSEARCH auger noisy 2.7 (3)1.3 (0.6)1.8 (1)1.7 (2)8.9 (15)483 (488)2e60/15
SNOBFIT huyer noisy 1.1 (0.6)1.2 (2)3.6 (2)2.8 (2)10 (7)50280/15
VNS garcia-martinez noisy 2.3 (1)46 (2)16 (53)9.4 (5)5.4 (2)3.0 (3)4.4 (7)15/15
iAMALGAM bosman noisy 2.3 (3)48 (97)20 (26)8.0 (16)10 (10)10 (9)8.0 (4)15/15

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
ALPS hornby noisy 2.8 (4)4.1 (4)24 (28)11 (9)60 (83)2425 (2494)7.5e4 (5e4)1/15
AMALGAM bosman noisy 2.2 (2)2.9 (2)4.5 (2)14 (48)36 (2)104 (150)286 (200)15/15
BAYEDA gallagher noisy 2.4 (2)4.3 (5)12 (10)9.2 (3)13 (17)17 (15)29 (15)13/15
BFGS ros noisy 13 (45)8.0 (9)7.3 (5)1.4 (3)1.4 (4)1.0 (2)1.0 (3)15/15
BIPOP-CMA-ES hansen noisy 2.9 (4)1.9 (2)4.0 (3)1.5 (0.6)2.3 (0.5)3.4 (0.9)5.4 (2)15/15
CMA-ESPLUSSEL auger noisy 3.6 (3)2.4 (2)9.0 (13)16 (13)61 (32)2970 (1823)2e40/15
DASA korosec noisy 87 (42)198 (225)458 (681)439 (554)5655 (6290)1.9e5 (2e5)1e60/15
DE-PSO garcia-nieto noisy 2.5 (2)5.3 (4)18 (8)7.5 (5)13 (4)76 (80)40400/15
EDA-PSO el-abd noisy 2.1 (2)3.0 (4)8.5 (5)4.8 (2)45 (36)3795 (3453)2e50/15
FULLNEWUOA ros noisy 3.6 (1)1.1 (0.2)3.2 (7)1.0 (0.8)1 (1)1.5 (3)1.5 (1)15/15
GLOBAL pal noisy 1.9 (2)2.6 (3)18 (9)7.9 (5)12 (14)61 (69)35120/15
IPOP-SEP-CMA-ES ros noisy 3.0 (2)2.4 (3)3.7 (2)1.4 (0.8)2.4 (0.8)3.3 (1.0)4.5 (1)15/15
MA-LS-CHAIN molina noisy 2.0 (2)2.3 (2)10 (4)4.6 (1)9.4 (9)16 (6)24 (11)15/15
MCS huyer noisy 0.90 (0.4)0.95 (0.4)0.97 (0.9)15 (38)35 (92)38 (39)87 (234)15/15
ONEFIFTH auger noisy 3.1 (3)1.7 (1)4.5 (3)3.1 (2)31 (37)858 (640)5.0e4 (6e4)0/15
PSO Bounds el-abd noisy 1.6 (2)2.0 (2)12 (12)230 (23)1507 (4427)1.4e4 (1e4)2.9e4 (4e4)0/15
PSO el-abd noisy 2.7 (2)2.4 (1)11 (7)9.4 (8)511 (809)4675 (1676)2e50/15
RANDOMSEARCH auger noisy 2.2 (1)2.6 (2)22 (20)58 (43)490 (291)6.7e4 (8e4)2e60/15
SNOBFIT huyer noisy 1.5 (1)0.98 (0.5)2.5 (4)1.6 (4)16 (38)39 (65)210 (118)3/15
VNS garcia-martinez noisy 2.3 (1)4.7 (6)11 (5)3.0 (0.5)4.1 (0.7)4.7 (1)6.2 (1)15/15
iAMALGAM bosman noisy 2.5 (4)1.7 (2)2.9 (2)13 (25)29 (32)101 (116)323 (263)15/15

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
ALPS hornby noisy 6.9 (5)7.2 (6)1.5 (0.8)2.1 (1)2.3 (0.7)1.4 (0.6)2.4 (1.0)15/15
AMALGAM bosman noisy 4.3 (3)67 (181)22 (14)16 (4)9.2 (10)2.6 (4)2.4 (5)15/15
BAYEDA gallagher noisy 5.8 (6)19 (31)10 (14)44 (21)40000/15
BFGS ros noisy 63 (42)90 (62)43 (37)41 (29)36750/15
BIPOP-CMA-ES hansen noisy 4.2 (0.9)13 (61)4.0 (9)5.5 (7)3.4 (2)1.3 (0.5)1.5 (2)15/15
CMA-ESPLUSSEL auger noisy 3.3 (4)9.4 (9)1.7 (2)2.8 (6)2.4 (2)5.8 (6)32 (45)1/15
DASA korosec noisy 154 (179)114 (75)32 (34)47 (74)105 (87)268 (147)2085 (2860)1/15
DE-PSO garcia-nieto noisy 11 (5)6.9 (3)1.0 (0.8)1.0 (0.5)1.00 (0.5)1.4 (1)40400/15
EDA-PSO el-abd noisy 5.4 (4)6.4 (7)1.6 (2)3.2 (2)3.3 (1)1.9 (0.4)2.6 (0.4)15/15
FULLNEWUOA ros noisy 26 (55)17 (19)2.8 (3)8.5 (8)1e40/15
GLOBAL pal noisy 5.0 (4)4.7 (5)1.3 (1)2.0 (2)6.1 (5)15280/15
IPOP-SEP-CMA-ES ros noisy 4.9 (2)28 (39)4.5 (4)4.4 (10)3.8 (7)1.1 (0.4)1.0 (0.6)14/15
MA-LS-CHAIN molina noisy 6.2 (5)5.9 (3)1.2 (0.9)2.1 (2)2.2 (2)1.0 (0.7)1.9 (2)10/15
MCS huyer noisy 1.0 (0.6)1.0 (2)1.9 (4)10 (19)93 (95)5e40/15
ONEFIFTH auger noisy 5.0 (17)7.0 (8)1.6 (3)2.8 (7)6.4 (7)10 (14)49 (28)8/15
PSO Bounds el-abd noisy 7.6 (12)12 (13)2.0 (2)2.8 (2)3.1 (2)2.2 (0.6)3.0 (0.5)15/15
PSO el-abd noisy 5.9 (8)6.6 (5)1.1 (0.8)1.5 (0.6)1.4 (0.5)1.2 (3)1.6 (2)15/15
RANDOMSEARCH auger noisy 5.6 (4)11 (12)5.9 (2)22 (53)176 (259)3560 (4996)2e60/15
SNOBFIT huyer noisy 5.7 (11)7.9 (33)2.8 (6)3.4 (2)5.3 (5)50280/15
VNS garcia-martinez noisy 6.0 (5)5.4 (1)7.3 (15)9.0 (4)5.5 (4)2.3 (2)3.2 (2)15/15
iAMALGAM bosman noisy 103 (761)22 (0.8)9.0 (13)6.6 (11)4.1 (4)1.4 (1)1.3 (2)15/15

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
ALPS hornby noisy 1.9 (0.8)4.1 (5)2.7 (3)1.1 (0.9)1.0 (0.6)1.0 (1)1.00 (0.9)15/15
AMALGAM bosman noisy 1.0 (1)7.6 (25)8.3 (10)6.3 (14)5.5 (8)3.2 (4)2.1 (3)15/15
BAYEDA gallagher noisy 2.0 (4)6.4 (17)36 (32)10 (16)40000/15
BFGS ros noisy 7.7 (5)8.2 (14)13050/15
BIPOP-CMA-ES hansen noisy 7.4 (46)6.0 (14)2.4 (4)1.5 (1)4.2 (8)3.1 (5)1.3 (0.5)15/15
CMA-ESPLUSSEL auger noisy 7.4 (6)6.5 (8)4.0 (1)3.6 (4)7.6 (12)2e40/15
DASA korosec noisy 125 (132)91 (94)88 (27)39 (27)114 (104)1e60/15
DE-PSO garcia-nieto noisy 3.3 (3)5.7 (5)5.7 (4)11 (16)40400/15
EDA-PSO el-abd noisy 1.4 (2)2.1 (3)2.2 (2)1.1 (0.4)4.7 (9)6.4 (10)17 (15)0/15
FULLNEWUOA ros noisy 27 (31)27 (52)31 (20)35 (34)1e40/15
GLOBAL pal noisy 1.9 (2)2.2 (2)2.4 (4)1.8 (2)3.5 (2)32220/15
IPOP-SEP-CMA-ES ros noisy 12 (11)16 (33)7.4 (12)2.6 (1)2.8 (3)4.6 (3)2e40/15
MA-LS-CHAIN molina noisy 1.7 (2)1.3 (0.4)2.2 (3)1.00 (0.9)1.2 (2)2.2 (3)2e40/15
MCS huyer noisy 1.4 (2)1.00 (1)4.3 (3)5.5 (3)56 (94)5e40/15
ONEFIFTH auger noisy 14 (19)11 (18)5.6 (5)2.1 (3)5.7 (10)21 (15)82 (92)0/15
PSO Bounds el-abd noisy 1.7 (1)1.3 (1)21 (71)3.2 (0.4)2.3 (1)2.3 (5)1.5 (1)2/15
PSO el-abd noisy 1.9 (2)2.0 (3)1.00 (2)4.2 (3)4.6 (6)5.6 (6)8.2 (6)0/15
RANDOMSEARCH auger noisy 1.5 (1)2.7 (2)5.5 (12)4.3 (5)28 (24)484 (307)2e60/15
SNOBFIT huyer noisy 2.8 (3)4.1 (5)10 (10)6.4 (4)5.6 (8)1.2 (0.8)50280/15
VNS garcia-martinez noisy 79 (6)62 (75)22 (23)5.6 (5)4.1 (4)2.5 (2)47 (123)6/15
iAMALGAM bosman noisy 1.4 (1)28 (29)21 (29)10 (5)6.2 (6)3.1 (5)3.1 (4)14/15

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
ALPS hornby noisy 10 (8)14 (10)1.6 (1)3.5 (2)7.6 (3)879 (772)4.7e4 (2e4)0/15
AMALGAM bosman noisy 4.7 (3)63 (4)14 (19)11 (13)26 (44)56 (74)91 (104)15/15
BAYEDA gallagher noisy 4.9 (4)26 (135)4.8 (8)40000/15
BFGS ros noisy 39 (21)46 (29)3.4 (3)12 (4)16 (28)39 (41)79230/15
BIPOP-CMA-ES hansen noisy 40 (107)43 (100)1.7 (3)1.6 (1)1.7 (2)1.7 (2)1.7 (1.0)15/15
CMA-ESPLUSSEL auger noisy 4.7 (4)12 (12)1.9 (3)3.0 (4)13 (12)2e40/15
DASA korosec noisy 153 (362)154 (368)26 (20)71 (81)270 (344)1e60/15
DE-PSO garcia-nieto noisy 8.0 (10)12 (16)1.2 (0.8)3.8 (8)8.7 (11)40400/15
EDA-PSO el-abd noisy 8.8 (7)9.0 (9)1.9 (2)6.0 (3)23 (22)2127 (2695)2e50/15
FULLNEWUOA ros noisy 3.3 (1)15 (8)1.3 (2)2.5 (2)7.4 (11)25 (18)53 (37)2/15
GLOBAL pal noisy 8.7 (5)16 (9)1.2 (0.9)3.0 (4)2.9 (1)7.0 (11)19210/15
IPOP-SEP-CMA-ES ros noisy 5.8 (4)9.1 (17)1.1 (0.8)1.0 (0.2)1.0 (0.2)1.0 (0.2)1.0 (0.2)15/15
MA-LS-CHAIN molina noisy 6.8 (9)7.5 (8)1.00 (0.8)1.7 (1)2.8 (0.9)3.9 (6)10 (10)8/15
MCS huyer noisy 1.1 (0.9)0.97 (0.7)7.7 (0.1)31 (30)87 (95)5e40/15
ONEFIFTH auger noisy 3.7 (3)14 (25)1.9 (3)4.5 (7)16 (17)798 (622)2e60/15
PSO Bounds el-abd noisy 6.7 (5)8.5 (9)1.7 (1)6.2 (12)46 (106)1053 (2026)2e50/15
PSO el-abd noisy 8.8 (7)9.3 (9)1.6 (1)4.6 (6)89 (109)971 (985)2e50/15
RANDOMSEARCH auger noisy 6.4 (5)13 (34)5.6 (4)28 (31)298 (318)9812 (2e4)2e60/15
SNOBFIT huyer noisy 3.2 (5)10 (9)2.5 (5)7.1 (8)62 (35)50280/15
VNS garcia-martinez noisy 10 (17)13 (5)1.3 (1)1.0 (2)1.00 (1.0)1.00 (0.4)1.0 (0.4)15/15
iAMALGAM bosman noisy 4.3 (4)100 (260)14 (14)19 (25)35 (44)67 (85)101 (137)15/15

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
ALPS hornby noisy 2.1 (2)4.3 (4)12 (8)11 (4)13 (6)13 (6)4.1 (1)15/15
AMALGAM bosman noisy 2.1 (3)1.1 (0.5)1.0 (0.5)1.00 (0.3)1.0 (0.4)1.0 (0.3)1.00 (0.1)15/15
BAYEDA gallagher noisy 2.3 (3)2.3 (6)30 (91)26 (35)69 (77)69 (65)20 (28)2/15
BFGS ros noisy 76 (101)92 (41)260 (181)52650/15
BIPOP-CMA-ES hansen noisy 4.9 (6)6.5 (11)13 (15)14 (15)12 (10)12 (11)2.5 (2)15/15
CMA-ESPLUSSEL auger noisy 11 (30)7.5 (6)11 (13)17 (21)19 (20)19 (18)4.4 (4)15/15
DASA korosec noisy 211 (122)187 (228)382 (551)595 (481)774 (614)774 (1021)381 (579)15/15
DE-PSO garcia-nieto noisy 4.1 (3)5.5 (6)5.2 (3)5.8 (2)7.1 (2)7.1 (2)1.6 (0.4)14/15
EDA-PSO el-abd noisy 2.4 (4)2.6 (2)6.8 (6)19 (16)26 (8)26 (10)7.3 (2)15/15
FULLNEWUOA ros noisy 10 (15)4.9 (5)17 (34)26 (28)48 (31)48 (42)15 (13)7/15
GLOBAL pal noisy 3.9 (4)4.1 (4)5.6 (3)5.7 (3)7.7 (7)7.7 (17)1.7 (1)6/15
IPOP-SEP-CMA-ES ros noisy 4.0 (3)13 (45)32 (55)27 (39)27 (30)27 (21)5.3 (3)15/15
MA-LS-CHAIN molina noisy 2.5 (2)2.7 (2)5.7 (6)7.2 (4)10 (6)10 (9)2.3 (2)15/15
MCS huyer noisy 0.95 (0.6)1.2 (1)6.1 (2)37 (17)76 (66)76 (79)57 (58)1/15
ONEFIFTH auger noisy 13 (28)5.7 (9)6.5 (5)8.9 (14)15 (26)15 (19)3.7 (3)15/15
PSO Bounds el-abd noisy 3.3 (3)2.0 (3)4.3 (4)11 (7)13 (7)13 (10)5.0 (2)15/15
PSO el-abd noisy 4.5 (4)2.6 (2)3.6 (3)5.1 (3)5.9 (4)5.9 (2)1.6 (0.7)15/15
RANDOMSEARCH auger noisy 2.7 (2)4.8 (5)19 (3)54 (39)165 (196)165 (177)127 (87)12/15
SNOBFIT huyer noisy 1.7 (1)4.1 (12)10 (18)20 (18)20 (13)20 (13)5.1 (3)9/15
VNS garcia-martinez noisy 2.5 (2)25 (2)64 (93)52 (90)43 (67)43 (75)8.6 (11)15/15
iAMALGAM bosman noisy 2.7 (1)1.0 (0.8)20 (57)13 (23)10 (18)10 (26)2.1 (3)15/15

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
ALPS hornby noisy 1.5 (2)3.1 (3)1.8 (2)1.3 (0.6)1.00 (0.6)1.00 (0.5)1.00 (0.3)15/15
AMALGAM bosman noisy 1.8 (1)1.5 (0.8)6.1 (9)3.1 (5)2.8 (3)2.8 (3)2.8 (5)15/15
BAYEDA gallagher noisy 2.1 (3)38 (93)37 (56)23 (28)40000/15
BFGS ros noisy 9.5 (15)7.1 (8)6.9 (12)15450/15
BIPOP-CMA-ES hansen noisy 3.2 (4)7.7 (16)2.3 (2)1.7 (3)1.8 (1)1.8 (2)1.5 (0.7)15/15
CMA-ESPLUSSEL auger noisy 18 (25)8.0 (13)6.2 (9)4.5 (6)4.0 (6)4.0 (10)7.9 (5)2/15
DASA korosec noisy 217 (240)221 (176)106 (87)90 (30)125 (109)125 (190)158 (259)3/15
DE-PSO garcia-nieto noisy 1.3 (0.6)7.7 (16)3.3 (6)3.1 (4)5.5 (3)5.5 (9)7.0 (19)0/15
EDA-PSO el-abd noisy 1.6 (2)2.1 (1)1.6 (2)2.0 (4)1.1 (1)1.1 (1)1.0 (0.8)15/15
FULLNEWUOA ros noisy 89 (97)94 (119)40 (45)18 (25)18 (22)18 (13)1e40/15
GLOBAL pal noisy 2.4 (2)2.6 (3)2.0 (2)2.6 (3)3.1 (4)3.1 (4)6.5 (5)0/15
IPOP-SEP-CMA-ES ros noisy 15 (5)29 (64)4.6 (4)5.3 (9)3.7 (6)3.7 (2)3.1 (2)7/15
MA-LS-CHAIN molina noisy 1.8 (2)2.8 (3)1.0 (0.8)1.00 (0.9)1.2 (1)1.2 (1)1.3 (0.5)11/15
MCS huyer noisy 1.2 (3)5.4 (6)3.4 (6)7.0 (16)17 (25)17 (12)5e40/15
ONEFIFTH auger noisy 24 (48)13 (15)7.2 (3)7.0 (4)6.4 (5)6.4 (6)6.4 (9)15/15
PSO Bounds el-abd noisy 1 (0.9)0.99 (0.9)73 (215)30 (1)15 (19)15 (10)10 (23)11/15
PSO el-abd noisy 0.99 (1)1.7 (3)23 (72)22 (41)12 (11)12 (19)7.4 (3)11/15
RANDOMSEARCH auger noisy 1.2 (0.5)1.5 (1)1.9 (1)4.3 (3)4.7 (3)4.7 (3)20 (10)10/15
SNOBFIT huyer noisy 1.5 (0.9)3.8 (7)2.6 (2)2.5 (4)2.9 (4)2.9 (4)2.6 (3)2/15
VNS garcia-martinez noisy 1.4 (1)90 (309)12 (19)7.9 (7)6.1 (3)6.1 (9)4.1 (6)15/15
iAMALGAM bosman noisy 29 (100)64 (91)23 (30)10 (9)5.2 (3)5.2 (5)3.5 (4)15/15

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
ALPS hornby noisy 2.9 (3)11 (14)4.4 (3)6.6 (5)10 (6)10 (5)16 (17)15/15
AMALGAM bosman noisy 2.6 (4)3.0 (1)7.5 (27)4.8 (14)4.4 (6)4.4 (9)11 (23)15/15
BAYEDA gallagher noisy 7.9 (7)30 (6)28 (31)157 (172)144 (129)144 (140)104 (88)1/15
BFGS ros noisy 98 (139)142 (115)199 (326)30510/15
BIPOP-CMA-ES hansen noisy 5.2 (3)4.6 (7)1.2 (0.6)2.2 (2)2.6 (1)2.6 (2)2.1 (2)15/15
CMA-ESPLUSSEL auger noisy 5.3 (7)14 (13)2.4 (3)4.2 (3)16 (16)16 (18)25 (8)4/15
DASA korosec noisy 153 (393)414 (903)111 (116)228 (214)584 (647)584 (659)1572 (937)4/15
DE-PSO garcia-nieto noisy 5.8 (4)8.8 (5)1.6 (0.6)3.4 (6)3.9 (4)3.9 (3)4.3 (3)8/15
EDA-PSO el-abd noisy 3.5 (3)4.3 (4)2.1 (2)4.3 (6)17 (21)17 (36)64 (189)7/15
FULLNEWUOA ros noisy 3.2 (0.8)7.0 (4)1.8 (3)2.9 (4)8.0 (12)8.0 (11)9.3 (9)8/15
GLOBAL pal noisy 5.0 (6)6.5 (7)1.9 (1)3.1 (4)4.6 (3)4.6 (4)13 (18)1/15
IPOP-SEP-CMA-ES ros noisy 5.1 (5)7.2 (6)1.00 (0.7)1.0 (0.5)1.00 (0.8)1.00 (0.8)1.00 (0.3)15/15
MA-LS-CHAIN molina noisy 4.4 (4)3.8 (3)1.3 (0.7)2.9 (2)3.4 (2)3.4 (3)4.7 (6)14/15
MCS huyer noisy 1.1 (0.6)4.3 (4)2.5 (6)52 (24)87 (108)87 (76)449 (343)0/15
ONEFIFTH auger noisy 6.2 (5)15 (16)2.4 (1)3.7 (3)5.5 (6)5.5 (5)14 (17)15/15
PSO Bounds el-abd noisy 6.8 (10)5.7 (5)3.0 (2)44 (142)166 (135)166 (262)377 (373)6/15
PSO el-abd noisy 4.9 (5)6.0 (5)66 (223)72 (225)120 (188)120 (51)281 (473)4/15
RANDOMSEARCH auger noisy 3.2 (4)4.6 (6)5.5 (9)23 (33)89 (50)89 (89)255 (188)11/15
SNOBFIT huyer noisy 2.2 (1)0.98 (0.4)2.1 (4)7.5 (16)22 (28)22 (13)63 (57)1/15
VNS garcia-martinez noisy 4.2 (4)25 (78)2.1 (0.7)1.6 (0.5)1.7 (3)1.7 (3)1.4 (1)15/15
iAMALGAM bosman noisy 3.3 (3)27 (1)14 (25)8.8 (11)12 (6)12 (13)14 (6)15/15

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
ALPS hornby noisy 3.6 (2)14 (5)23 (6)33 (11)45 (32)30 (47)27 (27)15/15
AMALGAM bosman noisy 1.2 (1)1.00 (0.4)1.0 (0.4)1.00 (0.2)1.0 (0.3)1.0 (3)1.00 (1)15/15
BAYEDA gallagher noisy 10 (21)63 (89)109 (130)280 (359)40000/15
BFGS ros noisy 60 (51)407 (249)27840/15
BIPOP-CMA-ES hansen noisy 15 (49)61 (45)62 (53)51 (55)39 (25)11 (7)6.4 (7)15/15
CMA-ESPLUSSEL auger noisy 8.1 (3)10 (20)29 (48)49 (73)109 (103)273 (394)159 (103)0/15
DASA korosec noisy 44 (46)131 (131)501 (434)1034 (1084)1906 (1525)1.8e4 (3e4)1e60/15
DE-PSO garcia-nieto noisy 6.9 (6)13 (20)15 (28)24 (23)31 (73)18 (15)16 (12)2/15
EDA-PSO el-abd noisy 5.1 (8)18 (21)30 (17)46 (21)64 (86)29 (30)27 (45)14/15
FULLNEWUOA ros noisy 11 (7)17 (12)44 (29)106 (94)318 (204)1e40/15
GLOBAL pal noisy 3.5 (3)8.3 (8)12 (17)37 (59)28 (37)10 (12)18 (14)0/15
IPOP-SEP-CMA-ES ros noisy 17 (15)40 (34)41 (30)32 (14)24 (5)6.5 (1)3.9 (2)15/15
MA-LS-CHAIN molina noisy 3.3 (5)11 (11)23 (18)43 (62)49 (45)22 (16)15 (7)8/15
MCS huyer noisy 1.0 (0.7)13 (26)86 (79)733 (808)5e40/15
ONEFIFTH auger noisy 3.2 (2)12 (8)20 (27)64 (51)129 (146)352 (331)1451 (1554)3/15
PSO Bounds el-abd noisy 13 (12)413 (500)280 (212)234 (504)188 (370)82 (149)63 (145)11/15
PSO el-abd noisy 5.9 (3)35 (107)124 (8)102 (536)84 (262)28 (54)20 (5)14/15
RANDOMSEARCH auger noisy 5.5 (7)29 (46)281 (221)2691 (3750)9170 (9716)2e60/15
SNOBFIT huyer noisy 5.0 (13)8.9 (14)48 (41)105 (75)123 (247)50280/15
VNS garcia-martinez noisy 67 (143)75 (82)55 (60)50 (44)39 (37)13 (11)16 (25)15/15
iAMALGAM bosman noisy 6.7 (0.5)24 (33)23 (28)19 (28)14 (19)4.1 (6)2.5 (4)15/15

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
ALPS hornby noisy 1.6 (2)1.1 (1)1.1 (0.4)1.00 (0.3)1.3 (1)2.8 (2)7.9 (7)15/15
AMALGAM bosman noisy 4.9 (0.2)10 (13)4.5 (4)4.6 (6)2.6 (1)2.9 (2)4.1 (4)15/15
BAYEDA gallagher noisy 17 (24)42 (39)40000/15
BFGS ros noisy 4.9 (6)6.2 (15)2.7 (2)12180/15
BIPOP-CMA-ES hansen noisy 6.7 (13)3.8 (5)2.1 (2)1.6 (1)1.0 (1)1 (0.4)1 (0.4)15/15
CMA-ESPLUSSEL auger noisy 5.0 (10)1.8 (2)2.1 (4)10 (12)10 (10)2e40/15
DASA korosec noisy 58 (122)51 (47)46 (45)118 (56)314 (223)1e60/15
DE-PSO garcia-nieto noisy 3.6 (6)1.9 (2)4.1 (6)40400/15
EDA-PSO el-abd noisy 1.2 (1)6.0 (2)2.4 (5)2.5 (6)4.6 (8)17 (18)21 (28)1/15
FULLNEWUOA ros noisy 25 (23)14 (14)31 (33)14 (9)1e40/15
GLOBAL pal noisy 2.3 (2)1.3 (0.7)1.9 (1)1.8 (1)39530/15
IPOP-SEP-CMA-ES ros noisy 10 (17)5.4 (5)2.8 (4)1.9 (2)1.2 (1)4.0 (4)2e40/15
MA-LS-CHAIN molina noisy 1.2 (0.8)1.0 (1)1.00 (0.5)1.7 (3)1.9 (5)2e40/19
MCS huyer noisy 1.0 (0.4)1.4 (2)4.2 (6)8.4 (11)5e40/15
ONEFIFTH auger noisy 6.3 (9)2.3 (2)1.9 (2)4.0 (4)8.2 (4)97 (86)662 (1480)0/15
PSO Bounds el-abd noisy 1.6 (2)55 (149)21 (16)17 (18)21 (19)37 (28)67 (64)1/15
PSO el-abd noisy 4.6 (21)55 (75)12 (32)13 (18)11 (14)24 (55)66 (59)0/15
RANDOMSEARCH auger noisy 2.8 (3)3.2 (4)4.4 (2)31 (20)116 (121)2e60/15
SNOBFIT huyer noisy 3.5 (1)2.6 (3)5.1 (11)2.5 (4)50280/15
VNS garcia-martinez noisy 41 (60)11 (7)5.6 (3)4.5 (4)3.8 (7)29 (34)412 (387)5/15
iAMALGAM bosman noisy 11 (18)5.7 (9)4.5 (5)3.4 (5)2.0 (3)3.3 (2)6.5 (5)15/15

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
ALPS hornby noisy 11 (7)13 (6)20 (7)12 (8)60 (76)2412 (1978)5e60/15
AMALGAM bosman noisy 3.0 (1)1 (0.3)1.0 (0.1)1.6 (0.4)4.0 (12)14 (14)20 (25)15/15
BAYEDA gallagher noisy 5.9 (4)28 (30)66 (68)113 (115)40000/15
BFGS ros noisy 17 (21)16 (28)59 (52)49 (55)42 (44)45 (37)56 (70)1/15
BIPOP-CMA-ES hansen noisy 15 (16)7.7 (8)7.4 (6)2.4 (1)2.2 (0.4)2.1 (0.3)1.9 (0.3)15/15
CMA-ESPLUSSEL auger noisy 18 (38)11 (13)21 (25)12 (6)45 (64)2e40/15
DASA korosec noisy 127 (90)111 (104)239 (401)120 (81)1332 (2102)1e60/15
DE-PSO garcia-nieto noisy 14 (5)15 (34)29 (17)13 (10)19 (28)40400/15
EDA-PSO el-abd noisy 9.0 (9)15 (14)41 (31)49 (106)195 (389)1777 (1837)2e50/15
FULLNEWUOA ros noisy 2.3 (3)2.8 (4)7.3 (5)3.5 (4)7.5 (8)221 (124)1e40/15
GLOBAL pal noisy 9.4 (7)3.6 (3)3.1 (0.9)1.5 (0.9)2.8 (2)4.9 (3)15670/15
IPOP-SEP-CMA-ES ros noisy 17 (27)6.2 (4)6.1 (3)1.9 (0.5)1.7 (0.2)1.4 (0.4)1.3 (0.3)15/15
MA-LS-CHAIN molina noisy 6.9 (4)6.2 (5)7.6 (3)2.6 (0.8)2.7 (2)3.8 (0.4)3.9 (8)15/15
MCS huyer noisy 1.3 (1)1.3 (1)41 (67)38 (67)151 (141)5e40/15
ONEFIFTH auger noisy 17 (13)19 (11)41 (41)43 (16)143 (212)5451 (9318)2e60/15
PSO Bounds el-abd noisy 12 (11)149 (5)136 (407)176 (232)369 (797)2e50/15
PSO el-abd noisy 9.5 (19)9.4 (17)42 (176)80 (220)195 (266)1187 (1611)2e50/15
RANDOMSEARCH auger noisy 14 (9)46 (46)253 (425)336 (229)3449 (4173)2e60/15
SNOBFIT huyer noisy 1.00 (0.5)1.0 (5)4.1 (8)6.7 (9)19 (23)95 (154)50280/15
VNS garcia-martinez noisy 14 (9)3.7 (1.0)3.4 (1)1.0 (0.2)1.00 (0.3)1.0 (0.1)1.0 (0.3)15/15
iAMALGAM bosman noisy 2.3 (1)3.4 (16)8.9 (17)5.0 (8)8.5 (10)14 (17)35 (21)15/15

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
ALPS hornby noisy 2.2 (2)1.8 (2)2.9 (2)7.1 (5)3.0 (0.5)1.9 (0.8)8.5 (10)15/15
AMALGAM bosman noisy 2.3 (2)76 (1)13 (87)12 (30)3.3 (7)1.2 (2)1.0 (0.8)15/15
BAYEDA gallagher noisy 1.9 (0)6.1 (1)4.4 (3)4.0 (3)2.1 (2)3.9 (5)40000/15
BFGS ros noisy 60 (53)57 (96)159 (148)573 (1038)70890/15
BIPOP-CMA-ES hansen noisy 5.3 (11)2.8 (1)1.2 (0.7)1.0 (0.7)1.6 (0.7)2.0 (2)3.0 (2)15/15
CMA-ESPLUSSEL auger noisy 2.1 (2)11 (19)7.9 (10)7.2 (11)1.6 (2)2.4 (2)6.6 (8)3/15
DASA korosec noisy 127 (118)276 (394)167 (181)357 (244)204 (318)600 (788)1771 (2059)0/15
DE-PSO garcia-nieto noisy 2.2 (2)2.5 (4)3.6 (2)3.7 (1)1.00 (0.3)1 (0.5)40400/15
EDA-PSO el-abd noisy 1.7 (2)2.3 (3)2.6 (2)4.9 (2)3.1 (2)2.9 (1)32 (75)3/15
FULLNEWUOA ros noisy 4.5 (4)8.5 (0.3)4.8 (7)13 (17)11 (9)38 (48)1e40/15
GLOBAL pal noisy 2.2 (2)2.2 (3)4.1 (2)4.3 (5)1.6 (3)2.0 (2)13190/15
IPOP-SEP-CMA-ES ros noisy 2.3 (6)2.2 (3)1.0 (0.6)3.8 (8)1.3 (3)1.7 (0.7)1.2 (0.5)15/15
MA-LS-CHAIN molina noisy 2.3 (0.8)2.5 (4)2.6 (2)4.3 (3)1.4 (0.9)1.0 (0.4)2.1 (2)6/15
MCS huyer noisy 1.4 (1)0.98 (1)1.2 (1)40 (51)145 (69)5e40/15
ONEFIFTH auger noisy 15 (73)22 (39)7.3 (9)3.6 (3)1.1 (0.7)3.3 (3)11 (7)15/15
PSO Bounds el-abd noisy 2.9 (3)2.0 (2)3.3 (2)5.5 (6)3.6 (2)4.0 (3)45 (48)3/15
PSO el-abd noisy 2.7 (1)2.9 (3)2.5 (0.8)3.5 (3)1.5 (0.3)4.4 (8)47 (60)2/15
RANDOMSEARCH auger noisy 2.3 (1)2.1 (2)6.9 (8)77 (51)375 (343)2e60/15
SNOBFIT huyer noisy 2.7 (2)1.3 (1)3.2 (4)4.0 (5)2.7 (2)2.6 (4)7.4 (6)0/15
VNS garcia-martinez noisy 3.0 (2)4.1 (3)2.8 (0.4)1.8 (0.3)2.5 (3)2.4 (3)6.6 (7)15/15
iAMALGAM bosman noisy 2.0 (2)2.0 (3)7.8 (13)12 (30)4.5 (4)2.1 (2)1.6 (2)15/15

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
ALPS hornby noisy 2.6 (2)1.1 (1)2.0 (2)1.2 (0.8)2.0 (1)1.3 (2)6.1 (5)9/15
AMALGAM bosman noisy 1.7 (2)1.4 (1)6.4 (6)7.3 (9)10 (9)6.9 (6)21 (9)2/15
BAYEDA gallagher noisy 1.6 (1)3.1 (2)22 (32)40000/15
BFGS ros noisy 11 (13)21 (22)14 (12)10 (14)16620/15
BIPOP-CMA-ES hansen noisy 6.2 (9)11 (43)2.3 (5)1.1 (1)1.0 (0.7)1.00 (0.5)1.0 (0.6)15/15
CMA-ESPLUSSEL auger noisy 3.6 (8)14 (21)3.4 (6)9.0 (9)52 (38)2e40/15
DASA korosec noisy 120 (172)317 (804)61 (53)73 (100)312 (214)229 (224)1e60/15
DE-PSO garcia-nieto noisy 2.1 (3)3.3 (4)2.2 (1)4.0 (4)40400/15
EDA-PSO el-abd noisy 2.5 (2)1.0 (1)1.1 (1)1.4 (0.9)3.0 (3)4.2 (5)2e50/15
FULLNEWUOA ros noisy 67 (134)79 (101)17 (15)76 (144)1e40/15
GLOBAL pal noisy 2.1 (2)2.1 (2)1.1 (0.6)3.8 (6)37410/15
IPOP-SEP-CMA-ES ros noisy 4.1 (2)36 (8)14 (27)5.1 (3)5.0 (4)2e40/15
MA-LS-CHAIN molina noisy 2.3 (3)2.2 (2)1.00 (2)1.0 (0.8)1.8 (1)3.9 (4)2e40/15
MCS huyer noisy 1.4 (1)4.0 (7)3.1 (3)14 (20)41 (41)5e40/15
ONEFIFTH auger noisy 16 (4)26 (38)4.8 (4)5.3 (3)10 (18)22 (18)2e60/15
PSO Bounds el-abd noisy 2.0 (2)3.1 (4)1.1 (0.7)7.0 (41)6.5 (18)4.9 (5)2e50/15
PSO el-abd noisy 2.7 (2)2.5 (4)39 (268)7.0 (2)5.8 (4)4.2 (4)2e50/15
RANDOMSEARCH auger noisy 2.1 (2)2.2 (2)2.2 (2)5.9 (3)26 (24)2e60/15
SNOBFIT huyer noisy 2.4 (6)2.6 (1)2.0 (2)3.9 (6)50280/15
VNS garcia-martinez noisy 3.0 (2)4.1 (3)20 (21)5.9 (5)4.9 (4)8.1 (7)258 (387)0/15
iAMALGAM bosman noisy 1.9 (1)58 (123)26 (24)14 (9)15 (15)17 (14)156 (156)0/15

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
ALPS hornby noisy 2.8 (1)5.0 (6)9.4 (8)18 (16)90 (53)3528 (3751)5e60/15
AMALGAM bosman noisy 2.0 (1)2.8 (4)1.4 (0.8)22 (25)30 (34)38 (52)155 (201)14/15
BAYEDA gallagher noisy 1.9 (1)4.8 (8)10 (23)4.8 (8)4.7 (6)53 (44)40000/15
BFGS ros noisy 31 (160)34 (68)16 (11)15 (9)27 (14)48 (56)77700/15
BIPOP-CMA-ES hansen noisy 4.3 (5)3.5 (1)1.4 (0.9)1.00 (0.6)1.3 (0.6)2.0 (1)2.6 (1)15/15
CMA-ESPLUSSEL auger noisy 4.7 (2)8.0 (12)14 (22)20 (22)61 (55)2e40/15
DASA korosec noisy 219 (735)274 (156)228 (133)877 (699)5460 (9787)1e60/15
DE-PSO garcia-nieto noisy 3.1 (2)4.2 (6)5.1 (5)4.1 (2)5.4 (4)40400/15
EDA-PSO el-abd noisy 2.2 (2)4.0 (5)3.2 (2)15 (15)179 (206)2e50/15
FULLNEWUOA ros noisy 5.6 (4)1.6 (0.7)1.7 (3)1.5 (2)8.9 (7)25 (35)1e40/15
GLOBAL pal noisy 2.5 (2)2.6 (2)7.6 (1)5.2 (4)10 (7)35740/15
IPOP-SEP-CMA-ES ros noisy 4.2 (7)5.3 (5)1.8 (3)1.1 (0.5)1.0 (0.6)1.2 (0.2)1.00 (0.1)15/15
MA-LS-CHAIN molina noisy 2.3 (0.8)4.6 (6)4.0 (2)4.1 (2)4.4 (1)7.1 (7)38 (13)1/15
MCS huyer noisy 1.4 (1)1.0 (1)1.00 (0.9)99 (78)513 (615)5e40/15
ONEFIFTH auger noisy 4.5 (4)4.8 (9)4.3 (4)10 (14)58 (14)5520 (7150)2e60/15
PSO Bounds el-abd noisy 3.1 (3)3.1 (4)7.4 (12)236 (702)401 (545)1246 (1518)2e50/15
PSO el-abd noisy 2.2 (2)3.3 (4)6.2 (2)89 (236)310 (490)2527 (1562)2e50/15
RANDOMSEARCH auger noisy 2.3 (2)2.7 (3)9.4 (9)69 (100)833 (1381)2.7e4 (4e4)2e60/15
SNOBFIT huyer noisy 2.6 (1)1.9 (0.8)2.2 (6)11 (19)73 (51)50280/15
VNS garcia-martinez noisy 3.0 (2)6.5 (4)4.0 (0.6)1.7 (0.6)1.6 (0.6)1.00 (0.2)1.1 (0.2)15/15
iAMALGAM bosman noisy 2.3 (2)2.2 (2)15 (100)11 (18)25 (50)64 (72)247 (289)15/15

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
ALPS hornby noisy 2.0 (2)2.9 (4)4.4 (2)4.0 (0.7)4.3 (0.4)4.1 (0.4)3.3 (1.0)15/15
AMALGAM bosman noisy 2.5 (2)14 (31)6.6 (14)4.8 (5)3.7 (4)2.9 (2)1.9 (0.5)15/15
BAYEDA gallagher noisy 1.7 (2)3.3 (6)3.4 (2)10 (16)40000/15
BFGS ros noisy 45 (89)40 (71)68550/15
BIPOP-CMA-ES hansen noisy 2.7 (4)2.0 (1)1.00 (1)1.00 (0.8)1.00 (1)1.0 (1)1.0 (0.5)15/15
CMA-ESPLUSSEL auger noisy 15 (50)5.1 (14)9.2 (10)9.3 (9)60 (74)2e40/15
DASA korosec noisy 311 (723)171 (142)297 (330)964 (957)7747 (1e4)1e60/15
DE-PSO garcia-nieto noisy 0.98 (1)2.6 (2)2.0 (0.5)1.5 (0.4)1.9 (1)6.9 (10)40400/15
EDA-PSO el-abd noisy 2.8 (2)1.2 (0.9)8.9 (5)8.6 (1)10 (1)9.0 (1)5.7 (0.4)15/15
FULLNEWUOA ros noisy 11 (22)7.0 (13)20 (32)62 (101)1e40/15
GLOBAL pal noisy 1.8 (0.7)1.8 (2)3.3 (5)19030/15
IPOP-SEP-CMA-ES ros noisy 3.8 (1)15 (14)5.0 (8)2.4 (3)2.5 (2)1.6 (1)1.2 (0.4)14/15
MA-LS-CHAIN molina noisy 1.6 (1)2.1 (3)3.6 (3)3.1 (1)2.7 (0.8)2.7 (0.8)3.0 (1)1/15
MCS huyer noisy 1.4 (1)1.0 (2)23 (13)239 (301)5e40/15
ONEFIFTH auger noisy 20 (34)3.5 (2)7.2 (9)16 (12)65 (47)2144 (1347)2e60/15
PSO Bounds el-abd noisy 1.7 (2)1.3 (0.9)3.6 (2)6.1 (3)6.9 (3)7.8 (3)6.5 (2)15/15
PSO el-abd noisy 2.1 (3)3.5 (8)11 (6)7.0 (1)5.6 (0.8)4.8 (3)3.1 (3)15/15
RANDOMSEARCH auger noisy 2.4 (4)2.9 (3)58 (65)1408 (888)2e60/15
SNOBFIT huyer noisy 1.8 (0.8)2.5 (3)3.2 (1)3.1 (1)6.1 (4)50280/15
VNS garcia-martinez noisy 2.2 (2)27 (68)15 (22)6.9 (8)6.1 (6)16 (8)59 (102)15/15
iAMALGAM bosman noisy 1.7 (2)19 (47)6.6 (7)7.8 (13)7.5 (4)6.0 (4)3.8 (3)15/15

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
ALPS hornby noisy 1.7 (2)1.2 (2)1.0 (0.7)1.6 (0.7)7.6 (10)338 (236)5e60/15
AMALGAM bosman noisy 1.8 (1)22 (66)6.0 (9)13 (15)50 (84)2e60/15
BAYEDA gallagher noisy 2.7 (1)23 (34)40000/15
BFGS ros noisy 6.7 (6)7.1 (6)15840/15
BIPOP-CMA-ES hansen noisy 55 (42)5.2 (7)1.2 (0.9)1.0 (0.3)1.0 (0.6)1.0 (0.5)1.00 (0.5)15/15
CMA-ESPLUSSEL auger noisy 21 (25)7.7 (19)10 (10)5.8 (9)2e40/15
DASA korosec noisy 137 (14)77 (58)52 (67)1e60/15
DE-PSO garcia-nieto noisy 1.8 (2)2.7 (6)2.1 (3)40400/15
EDA-PSO el-abd noisy 1.7 (2)1.4 (1)1.2 (1)6.5 (9)2e50/15
FULLNEWUOA ros noisy 76 (123)27 (18)31 (22)1e40/15
GLOBAL pal noisy 1.7 (1)1.3 (0.8)1.4 (3)37130/15
IPOP-SEP-CMA-ES ros noisy 78 (102)23 (23)4.7 (8)2e40/15
MA-LS-CHAIN molina noisy 2.4 (2)1.2 (0.8)1.2 (1)12 (9)2e40/15
MCS huyer noisy 1.0 (1)1.8 (3)8.7 (9)5e40/15
ONEFIFTH auger noisy 69 (202)8.7 (5)4.9 (6)38 (35)350 (402)2e60/15
PSO Bounds el-abd noisy 2.4 (2)1.2 (3)5.9 (16)6.1 (19)36 (30)2e50/15
PSO el-abd noisy 2.6 (1)3.2 (6)3.9 (0.7)7.0 (13)36 (27)2e50/15
RANDOMSEARCH auger noisy 1.9 (3)1.0 (0.5)5.3 (6)156 (133)2e60/15
SNOBFIT huyer noisy 1.3 (1)3.0 (2)2.6 (2)2.9 (4)1.9 (1)50280/15
VNS garcia-martinez noisy 2.2 (2)46 (56)5.1 (4)5.7 (2)45 (55)2e70/15
iAMALGAM bosman noisy 2.2 (2)57 (12)7.6 (8)25 (27)133 (123)298 (175)2e60/15

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
ALPS hornby noisy 1.3 (1)2.5 (4)5.8 (4)174 (161)3927 (5501)5e60/15
AMALGAM bosman noisy 1.2 (1)11 (73)8.3 (13)12 (17)23 (17)44 (28)454 (663)5/15
BAYEDA gallagher noisy 1.4 (1)3.3 (5)2.8 (2)2.9 (1)9.4 (7)40000/15
BFGS ros noisy 43 (12)77 (42)71970/15
BIPOP-CMA-ES hansen noisy 3.0 (4)3.0 (0.6)1.0 (0.4)1.00 (1.0)1.0 (2)1.5 (1)3.1 (5)15/15
CMA-ESPLUSSEL auger noisy 1.7 (2)4.9 (3)5.7 (2)88 (151)141 (98)2e40/15
DASA korosec noisy 98 (99)165 (74)771 (648)1e60/15
DE-PSO garcia-nieto noisy 1.3 (0.8)3.9 (1)4.2 (3)8.9 (12)40400/15
EDA-PSO el-abd noisy 0.88 (0.8)2.0 (0.9)9.2 (4)1324 (2382)2e50/15
FULLNEWUOA ros noisy 2.2 (2)5.4 (7)9.1 (21)49 (41)1e40/15
GLOBAL pal noisy 1.1 (0.8)2.7 (1)6.7 (14)24 (36)22990/15
IPOP-SEP-CMA-ES ros noisy 4.3 (1)2.2 (1)1.5 (2)1.6 (0.6)1.3 (1)1.0 (0.9)1.0 (0.4)15/15
MA-LS-CHAIN molina noisy 1.8 (2)2.1 (2)2.7 (1)42 (51)143 (171)2e40/15
MCS huyer noisy 0.88 (1)0.99 (0.4)96 (127)5e40/15
ONEFIFTH auger noisy 9.0 (28)5.6 (3)6.0 (13)36 (26)2027 (2082)2e60/15
PSO Bounds el-abd noisy 1.2 (0.8)1.8 (1)112 (11)430 (457)2e50/15
PSO el-abd noisy 1.2 (1)1.8 (2)13 (15)564 (308)466 (402)2e50/15
RANDOMSEARCH auger noisy 1.2 (2)5.9 (6)84 (45)2914 (2580)1.5e4 (8790)2e60/15
SNOBFIT huyer noisy 1.8 (1)3.4 (6)8.2 (14)107 (133)50280/15
VNS garcia-martinez noisy 1.6 (2)26 (0.6)13 (35)22 (0.1)21 (22)219 (187)337 (262)15/15
iAMALGAM bosman noisy 1.6 (2)5.6 (0.2)10 (18)23 (31)30 (10)106 (187)666 (581)3/15

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
ALPS hornby noisy 1 (0)4.3 (5)77 (72)3.6 (2)1.5 (0.8)1.6 (2)1.6 (1)15/15
AMALGAM bosman noisy 1.1 (0.5)3.3 (4)38 (44)1.00 (0.9)13 (19)5.5 (3)2.9 (2)15/15
BAYEDA gallagher noisy 1.3 (0.5)5.5 (8)32 (27)1.5 (2)1 (2)3.4 (3)40000/15
BFGS ros noisy 11 (26)87 (200)727 (720)40 (23)49 (95)79440/15
BIPOP-CMA-ES hansen noisy 1.1 (0)5.1 (5)34 (41)1.9 (1)3.0 (4)1.9 (0.9)1.3 (0.9)15/15
CMA-ESPLUSSEL auger noisy 1 (0)3.5 (3)84 (146)3.9 (2)4.4 (4)4.0 (4)3.2 (5)4/15
DASA korosec noisy 3.9 (0)275 (519)2398 (3663)64 (45)91 (62)116 (114)218 (244)3/15
DE-PSO garcia-nieto noisy 1.6 (0.5)5.6 (2)115 (108)2.5 (3)1.7 (1)1.00 (0.9)1.00 (1)3/15
EDA-PSO el-abd noisy 1.2 (0.5)3.9 (3)52 (48)1.4 (1)1.9 (1)2.4 (2)2.1 (1)15/15
FULLNEWUOA ros noisy 1.8 (3)7.3 (6)66 (41)2.5 (2)3.5 (2)2.7 (2)12 (14)1/15
GLOBAL pal noisy 1.1 (0.2)4.7 (4)56 (67)2.3 (3)1.4 (1.0)1.5 (3)1.4 (1)3/15
IPOP-SEP-CMA-ES ros noisy 1 (0)2.7 (6)198 (20)4.3 (9)5.4 (4)3.3 (2)2.4 (2)11/15
MA-LS-CHAIN molina noisy 1.2 (0.8)5.6 (4)44 (51)2.0 (1)4.0 (3)2.1 (0.4)1.9 (3)14/24
MCS huyer noisy 1 (0)1 (0)1 (0)★31.2 (2)8.0 (3)13 (17)15 (22)2/15
ONEFIFTH auger noisy 3.0 (1)22 (7)132 (232)5.4 (7)4.2 (4)3.0 (2)6.5 (8)15/15
PSO Bounds el-abd noisy 1.3 (0.5)4.0 (3)32 (28)1.6 (3)2.5 (1)1.8 (2)2.2 (0.3)15/15
PSO el-abd noisy 1.1 (0)5.1 (4)43 (34)2.2 (1)7.4 (6)6.1 (0.9)3.5 (0.6)15/15
RANDOMSEARCH auger noisy 1.1 (0)4.1 (3)53 (46)3.2 (4)4.4 (10)12 (5)156 (148)4/15
SNOBFIT huyer noisy 1.2 (0.5)4.9 (2)31 (29)4.2 (7)4.3 (5)2.4 (3)1.6 (2)4/15
VNS garcia-martinez noisy 1.2 (0.5)2.2 (2)44 (33)1.7 (0.8)9.3 (9)4.0 (3)2.4 (2)15/15
iAMALGAM bosman noisy 1.2 (0.2)4.7 (2)502 (19)13 (21)20 (15)7.2 (10)4.2 (4)15/15

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
ALPS hornby noisy 1 (0)4.6 (6)47 (21)1.3 (1)1.6 (0.9)2.0 (2)1.4 (0.6)15/15
AMALGAM bosman noisy 1.1 (0.5)5.0 (4)41 (27)8.3 (16)10 (8)9.1 (18)5.3 (3)15/15
BAYEDA gallagher noisy 1.1 (0.2)3.6 (5)339 (114)37 (50)7.6 (11)5.1 (9)40000/15
BFGS ros noisy 2.0 (4)17 (18)167 (250)7.7 (7)17610/15
BIPOP-CMA-ES hansen noisy 1 (0)4.8 (2)42 (23)1.4 (1)1.5 (2)2.6 (3)2.5 (2)15/15
CMA-ESPLUSSEL auger noisy 1.1 (0)2.8 (2)231 (218)1.9 (4)3.9 (3)6.2 (6)2e40/15
DASA korosec noisy 3.7 (1)416 (789)3427 (3312)50 (49)59 (39)68 (83)79 (145)3/15
DE-PSO garcia-nieto noisy 1.2 (0.2)4.7 (3)64 (62)3.6 (7)3.3 (0.7)2.6 (4)1.6 (3)0/15
EDA-PSO el-abd noisy 1.2 (1)3.5 (3)33 (34)1.2 (1)1.5 (0.8)2.8 (4)3.2 (3)9/15
FULLNEWUOA ros noisy 19 (136)132 (274)557 (328)8.9 (9)17 (23)1e40/15
GLOBAL pal noisy 1.1 (0)3.7 (5)57 (64)1.7 (3)2.4 (5)1.5 (1)38930/15
IPOP-SEP-CMA-ES ros noisy 1.1 (0.2)18 (44)590 (1362)7.8 (9)7.4 (8)5.0 (1)8.2 (7)0/15
MA-LS-CHAIN molina noisy 1.3 (0.5)6.3 (8)53 (19)1.3 (0.8)1.0 (0.9)1.0 (1)1.00 (1)2/15
MCS huyer noisy 1 (0)1 (0)1 (0)★31.6 (2)3.4 (3)7.1 (5)5e40/15
ONEFIFTH auger noisy 2.1 (0)39 (74)225 (290)2.5 (3)4.7 (5)8.3 (9)8.0 (7)15/15
PSO Bounds el-abd noisy 1.1 (0.5)6.7 (6)51 (121)1.0 (0.6)4.6 (0.3)4.1 (7)2.6 (3)11/15
PSO el-abd noisy 1.3 (0.5)5.2 (1)57 (30)1.2 (1)11 (29)6.9 (15)4.2 (3)9/15
RANDOMSEARCH auger noisy 1 (0)2.9 (2)31 (44)1.8 (2)1.6 (1.0)4.2 (3)13 (17)5/15
SNOBFIT huyer noisy 1.3 (0.5)6.9 (4)56 (94)5.9 (6)10 (22)3.1 (2)2.0 (2)0/15
VNS garcia-martinez noisy 1.2 (0.5)2.2 (0.5)67 (119)17 (56)7.0 (5)5.4 (4)5.4 (3)15/15
iAMALGAM bosman noisy 1.1 (0)4.7 (6)956 (3166)20 (20)10 (12)14 (19)8.4 (14)14/15

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
ALPS hornby noisy 1.1 (0.2)6.3 (9)43 (22)2.0 (0.4)3.7 (5)7.1 (4)90 (76)11/15
AMALGAM bosman noisy 1.3 (0.8)4.7 (2)28 (26)11 (11)16 (23)10 (17)17 (11)15/15
BAYEDA gallagher noisy 1.1 (0)6.1 (6)50 (32)1 (0.6)1.0 (0.6)4.1 (8)40000/15
BFGS ros noisy 5.2 (0)54 (79)584 (1049)15 (12)45 (108)73980/15
BIPOP-CMA-ES hansen noisy 1.1 (0)5.3 (4)32 (72)1.9 (2)2.8 (2)1.7 (2)2.2 (2)15/15
CMA-ESPLUSSEL auger noisy 1.1 (0)6.5 (8)139 (333)5.1 (7)12 (13)14 (7)2e40/15
DASA korosec noisy 14 (0)172 (376)2172 (1496)86 (135)212 (253)438 (314)2416 (1733)1/15
DE-PSO garcia-nieto noisy 1.3 (0.5)3.1 (3)27 (20)1.7 (1)1.6 (2)2.0 (2)4.0 (5)0/15
EDA-PSO el-abd noisy 1.3 (1)3.7 (2)40 (30)2.1 (2)6.4 (7)12 (12)116 (134)0/15
FULLNEWUOA ros noisy 1.4 (2)13 (4)84 (84)2.0 (1)5.3 (12)7.2 (11)22 (24)1/15
GLOBAL pal noisy 1.3 (0.2)5.7 (5)66 (70)2.4 (2)7.7 (9)38340/15
IPOP-SEP-CMA-ES ros noisy 1.1 (0.5)4.9 (6)47 (24)2.8 (6)3.7 (8)1.0 (0.9)1.00 (0.9)13/15
MA-LS-CHAIN molina noisy 1.1 (0.5)7.3 (8)44 (36)1.3 (0.8)3.3 (4)3.2 (7)20 (17)1/15
MCS huyer noisy 1 (0)1 (0)1 (0)★33.2 (7)5.6 (5)6.4 (4)5e40/15
ONEFIFTH auger noisy 1.9 (4)6.3 (7)64 (54)2.2 (2)7.1 (8)8.4 (3)88 (104)4/15
PSO Bounds el-abd noisy 1 (0)7.5 (11)44 (48)1.4 (1)89 (212)37 (38)125 (89)1/15
PSO el-abd noisy 1.4 (0.5)4.3 (3)35 (48)2.2 (2)30 (20)16 (24)86 (55)0/15
RANDOMSEARCH auger noisy 1.1 (0)4.4 (4)56 (60)2.7 (2)6.1 (4)11 (9)113 (70)5/15
SNOBFIT huyer noisy 1 (0)4.7 (5)36 (28)3.8 (7)11 (8)11 (6)10 (6)0/15
VNS garcia-martinez noisy 1.2 (0.5)2.2 (0.5)48 (70)7.5 (22)26 (31)8.0 (10)12 (15)15/15
iAMALGAM bosman noisy 1.1 (0)2.8 (2)27 (16)7.9 (15)10 (21)13 (11)38 (18)15/15

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
ALPS hornby noisy 1.2 (1)2.2 (2)2.2 (2)2.3 (2)2.7 (2)4.5 (1)6.2 (1)15/15
AMALGAM bosman noisy 0.90 (0.8)48 (1)32 (90)14 (25)12 (22)9.0 (15)10 (15)15/15
BAYEDA gallagher noisy 1 (0.6)4.8 (3)3.4 (2)5.2 (8)11 (8)18 (22)45 (85)2/15
BFGS ros noisy 11 (25)65 (61)59 (26)60 (38)271 (324)73500/15
BIPOP-CMA-ES hansen noisy 1.1 (2)7.9 (10)8.4 (13)5.1 (11)7.9 (17)5.4 (6)5.5 (4)15/15
CMA-ESPLUSSEL auger noisy 1.7 (1)16 (16)6.7 (7)3.0 (2)2.5 (2)1.9 (1)2.0 (2)15/15
DASA korosec noisy 45 (12)168 (206)138 (155)72 (107)75 (51)178 (80)401 (274)14/15
DE-PSO garcia-nieto noisy 0.93 (0.6)3.9 (5)4.4 (8)2.4 (7)2.2 (1.0)1.9 (0.7)2.4 (0.5)14/15
EDA-PSO el-abd noisy 1 (0.4)3.5 (6)2.2 (1)1.7 (1)2.6 (3)4.6 (1)5.8 (2)15/15
FULLNEWUOA ros noisy 2.8 (3)21 (22)13 (8)10 (15)10 (10)11 (10)15 (27)9/15
GLOBAL pal noisy 1.4 (2)1.0 (1)1.0 (0.9)1.00 (2)1.0 (0.1)1.0 (3)1.0 (1)15/15
IPOP-SEP-CMA-ES ros noisy 0.93 (0.2)29 (39)41 (36)21 (32)17 (17)14 (11)14 (15)14/15
MA-LS-CHAIN molina noisy 1.5 (1)1.6 (2)2.1 (4)1.8 (2)3.2 (2)3.0 (2)3.2 (2)15/15
MCS huyer noisy 1.3 (0.8)2.2 (2)1.9 (1)1.1 (0.7)1.1 (0.9)8.8 (20)82 (203)5/15
ONEFIFTH auger noisy 1.6 (2)11 (13)7.6 (12)3.7 (3)3.7 (4)2.7 (2)3.4 (4)15/15
PSO Bounds el-abd noisy 1.2 (0.8)1.9 (3)108 (0.7)46 (0.8)38 (388)28 (170)29 (82)14/15
PSO el-abd noisy 1.4 (2)2.4 (5)1.6 (2)1.2 (0.9)1.2 (0.6)1.5 (0.9)2.3 (1)15/15
RANDOMSEARCH auger noisy 1 (0.6)1.4 (0.8)1.8 (2)3.2 (4)8.8 (8)31 (30)540 (517)14/15
SNOBFIT huyer noisy 1.7 (2)4.8 (7)3.3 (5)3.0 (3)2.8 (2)3.6 (7)5.6 (8)12/15
VNS garcia-martinez noisy 0.90 (0.8)74 (2)59 (79)29 (29)25 (22)17 (13)16 (15)15/15
iAMALGAM bosman noisy 0.93 (0.5)110 (111)79 (140)41 (31)33 (29)22 (38)21 (30)15/15

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
ALPS hornby noisy 0.97 (1)1.1 (1)1.5 (2)1.9 (3)1.4 (0.9)1.2 (1)1.2 (0.6)15/15
AMALGAM bosman noisy 1.3 (2)58 (96)48 (86)41 (91)14 (7)10 (10)6.1 (6)15/15
BAYEDA gallagher noisy 1.2 (0.5)5.9 (17)21 (18)21 (23)30 (26)40000/15
BFGS ros noisy 7.2 (7)5.3 (7)5.4 (3)15 (16)13 (14)16590/15
BIPOP-CMA-ES hansen noisy 1.6 (2)12 (8)5.4 (4)4.4 (4)3.1 (0.9)2.5 (2)1.7 (3)15/15
CMA-ESPLUSSEL auger noisy 1.1 (0.8)10 (9)7.2 (12)7.7 (9)3.1 (3)2.4 (4)6.3 (8)3/15
DASA korosec noisy 16 (26)88 (76)118 (48)80 (62)36 (42)48 (43)132 (164)6/15
DE-PSO garcia-nieto noisy 1.2 (1)3.8 (3)4.1 (7)3.3 (5)2.6 (4)40400/15
EDA-PSO el-abd noisy 1.1 (0.4)1.8 (3)1.0 (2)1.00 (1)1 (1)1.2 (1)1.00 (0.6)15/15
FULLNEWUOA ros noisy 29 (53)38 (50)18 (29)59 (116)22 (12)32 (31)1e40/15
GLOBAL pal noisy 1.4 (2)1.0 (0.9)1.2 (0.8)2.0 (2)1.2 (0.6)1.0 (0.9)5.1 (8)0/15
IPOP-SEP-CMA-ES ros noisy 2.4 (0.5)20 (21)37 (59)35 (16)11 (14)5.8 (3)3.3 (4)5/15
MA-LS-CHAIN molina noisy 1.1 (1)1.0 (2)1.2 (1.0)1.8 (2)1.9 (2)1.5 (0.8)1.7 (2)9/15
MCS huyer noisy 1.4 (1)3.2 (3)2.1 (0.9)2.9 (2)2.1 (4)7.7 (10)5e40/15
ONEFIFTH auger noisy 1.3 (1)7.4 (20)6.1 (3)7.9 (13)3.0 (2)3.8 (4)6.1 (4)15/15
PSO Bounds el-abd noisy 1.4 (1)1.2 (2)66 (455)140 (382)53 (132)18 (34)10 (9)10/15
PSO el-abd noisy 1.2 (2)222 (2)144 (6)62 (192)29 (53)15 (21)11 (28)10/15
RANDOMSEARCH auger noisy 1 (0.8)1.0 (1)1.00 (1)1.3 (2)1.6 (2)3.5 (1)21 (31)15/15
SNOBFIT huyer noisy 1.2 (0.8)3.6 (5)2.7 (3)1.9 (1)1.3 (2)1.0 (0.9)1.6 (1)4/15
VNS garcia-martinez noisy 0.90 (0.8)17 (54)48 (52)23 (19)11 (9)4.7 (3)3.0 (2)15/15
iAMALGAM bosman noisy 1.0 (0.6)56 (137)30 (44)30 (57)11 (7)9.3 (12)5.8 (2)15/15

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
ALPS hornby noisy 1.3 (1)1.0 (0.8)1.0 (2)1.5 (2)1.5 (0.8)4.1 (5)15 (20)15/15
AMALGAM bosman noisy 0.93 (0.5)45 (166)39 (73)16 (32)17 (34)20 (28)8.1 (11)15/15
BAYEDA gallagher noisy 1 (0.4)2.9 (4)9.0 (15)11 (9)10 (7)10 (12)13 (10)0/15
BFGS ros noisy 10 (26)22 (7)15 (23)14 (14)12 (15)20 (17)25 (26)1/15
BIPOP-CMA-ES hansen noisy 1.1 (0.5)24 (56)21 (28)10 (9)6.5 (11)3.0 (5)1.2 (1)15/15
CMA-ESPLUSSEL auger noisy 1.2 (0.9)11 (12)4.3 (2)1.8 (2)3.1 (5)4.0 (5)4.7 (3)7/15
DASA korosec noisy 46 (91)85 (88)88 (77)67 (51)63 (103)323 (258)699 (900)2/15
DE-PSO garcia-nieto noisy 1.5 (2)2.3 (3)2.6 (10)1.8 (0.8)1.8 (2)2.5 (3)2.3 (2)3/15
EDA-PSO el-abd noisy 1.2 (0.8)2.1 (1)2.5 (1)6.2 (2)7.3 (20)21 (26)141 (175)2/15
FULLNEWUOA ros noisy 1.8 (2)10 (15)5.0 (7)3.1 (4)3.9 (3)3.8 (4)6.2 (5)3/15
GLOBAL pal noisy 1.0 (0.5)2.3 (4)1.5 (1)1.5 (2)1.4 (0.9)1 (0.4)1.1 (1)4/15
IPOP-SEP-CMA-ES ros noisy 0.77 (0.2)7.8 (10)14 (4)7.9 (14)5.9 (5)2.8 (8)1.1 (1)14/15
MA-LS-CHAIN molina noisy 1.2 (2)2.4 (2)1.6 (0.7)2.1 (3)2.2 (0.8)2.1 (1)1.0 (0.9)15/15
MCS huyer noisy 1.3 (0.6)2.2 (3)1.1 (1)1 (1)1.0 (0.5)17 (45)50 (40)2/15
ONEFIFTH auger noisy 1.7 (2)6.8 (4)4.1 (4)2.4 (2)2.5 (2)3.9 (6)6.0 (5)15/15
PSO Bounds el-abd noisy 1.3 (0.9)2.0 (1)158 (254)203 (303)171 (254)134 (116)83 (77)4/15
PSO el-abd noisy 1.3 (0.9)335 (1)111 (24)111 (196)148 (458)112 (206)70 (206)3/15
RANDOMSEARCH auger noisy 0.97 (0.8)1.6 (1)1.5 (3)2.1 (2)4.1 (4)15 (9)38 (61)13/15
SNOBFIT huyer noisy 0.77 (0.4)2.4 (3)1.4 (1)1.1 (1)2.0 (3)8.1 (8)7.4 (4)2/15
VNS garcia-martinez noisy 0.90 (0.8)157 (197)60 (91)34 (36)24 (23)17 (21)11 (19)15/15
iAMALGAM bosman noisy 1.2 (1)87 (112)72 (136)38 (14)27 (28)21 (50)13 (21)15/15

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
ALPS hornby noisy 2.9 (3)21 (14)59 (40)116 (52)132 (20)196 (14)243 (28)15/15
AMALGAM bosman noisy 2.5 (2)5.4 (6)7.3 (4)10 (3)10 (3)12 (3)15 (3)15/15
BAYEDA gallagher noisy 2.5 (4)53 (20)134 (83)233 (302)217 (376)199 (229)227 (200)7/15
BFGS ros noisy 146 (188)807 (667)4125 (4284)1e40/15
BIPOP-CMA-ES hansen noisy 4.4 (4)4.1 (4)5.3 (1)8.2 (3)7.8 (1)10 (0.9)12 (1)15/15
CMA-ESPLUSSEL auger noisy 2.8 (4)3.2 (2)3.6 (1)4.8 (0.8)4.4 (0.9)5.5 (0.6)6.5 (1.0)15/15
DASA korosec noisy 48 (35)26 (14)31 (13)34 (16)32 (13)40 (22)42 (18)15/15
DE-PSO garcia-nieto noisy 3.5 (2)11 (6)17 (1)24 (4)25 (6)35 (8)40 (3)15/15
EDA-PSO el-abd noisy 1.2 (0.4)7.4 (5)12 (4)24 (11)41 (13)99 (32)149 (38)15/15
FULLNEWUOA ros noisy 3.6 (1)1.7 (0.3)1.4 (0.2)1.4 (0.2)1.1 (0.2)1.0 (0.1)1 (0.1)★415/15
GLOBAL pal noisy 2.6 (3)17 (11)16 (0.2)16 (0.1)12 (0.2)11 (0.2)10 (0.1)13/15
IPOP-SEP-CMA-ES ros noisy 2.8 (3)2.8 (2)4.4 (1)6.6 (2)5.9 (2)7.8 (2)9.3 (2)15/15
MA-LS-CHAIN molina noisy 2.2 (2)8.4 (4)15 (7)23 (5)20 (0.8)20 (3)20 (2)15/15
MCS huyer noisy 0.90 (0.6)1.0 (0.1)1.4 (2)2.4 (3)2.0 (1)1668 (1668)5e40/15
ONEFIFTH auger noisy 2.7 (2)3.0 (0.5)3.5 (0.8)4.8 (0.8)4.4 (0.7)5.3 (0.7)6.2 (1.0)15/15
PSO Bounds el-abd noisy 1.8 (2)7.8 (8)30 (27)107 (25)132 (48)228 (32)298 (43)15/15
PSO el-abd noisy 1.6 (2)7.8 (6)18 (4)40 (9)44 (15)72 (17)97 (29)15/15
RANDOMSEARCH auger noisy 1.8 (0.8)17 (17)357 (470)1.1e4 (2e4)2.7e5 (4e5)3e60/15
SNOBFIT huyer noisy 1.6 (1)1.1 (0.5)1 (0)1.0 (0.2)1 (0.3)1.5 (0.2)1.7 (0.2)15/15
VNS garcia-martinez noisy 2.4 (2)8.6 (5)10 (1)12 (2)11 (2)12 (1)13 (0.7)15/15
iAMALGAM bosman noisy 2.7 (1)3.0 (1)4.4 (0.8)6.5 (1)6.3 (1)8.2 (2)10 (0.9)15/15

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
ALPS hornby noisy 2.9 (3)14 (15)53 (24)83 (31)121 (14)166 (10)194 (9)15/15
AMALGAM bosman noisy 2.2 (3)5.1 (3)5.6 (2)6.5 (1)7.7 (1)10 (2)11 (2)15/15
BAYEDA gallagher noisy 2.4 (3)17 (10)113 (141)104 (109)193 (191)211 (155)183 (251)7/15
BFGS ros noisy 125 (154)1502 (2256)7065 (5925)1e40/15
BIPOP-CMA-ES hansen noisy 3.5 (2)3.2 (2)4.5 (2)5.5 (1)6.6 (1)8.3 (1)9.2 (0.8)15/15
CMA-ESPLUSSEL auger noisy 2.3 (1)2.6 (2)2.9 (0.5)3.4 (1)4.1 (1)4.9 (1)5.2 (1.0)15/15
DASA korosec noisy 32 (17)30 (18)31 (15)39 (19)39 (14)48 (14)52 (24)15/15
DE-PSO garcia-nieto noisy 0.90 (0.5)11 (7)15 (6)17 (2)21 (6)29 (3)33 (3)15/15
EDA-PSO el-abd noisy 2.2 (2)8.3 (4)11 (4)15 (5)30 (10)82 (23)118 (19)15/15
FULLNEWUOA ros noisy 2.8 (2)1.7 (0.5)1.1 (0.1)1 (0.2)1.0 (0.4)1.0 (0.2)★41.0 (0.2)★415/15
GLOBAL pal noisy 2.6 (4)14 (11)14 (0.2)12 (0.1)11 (0.1)9.3 (0.2)8.1 (0.2)13/15
IPOP-SEP-CMA-ES ros noisy 3.4 (3)3.5 (2)3.9 (1)4.9 (0.8)5.2 (1)6.6 (1.0)7.2 (0.7)15/15
MA-LS-CHAIN molina noisy 2.5 (3)10 (5)12 (4)16 (3)20 (2)19 (7)17 (3)15/15
MCS huyer noisy 0.90 (0.6)1.0 (0.5)1.4 (3)38 (89)139 (276)5772 (1e4)5e40/15
ONEFIFTH auger noisy 3.5 (4)3.1 (1)2.6 (1)3.2 (0.9)3.6 (0.6)4.3 (0.6)4.7 (0.6)15/15
PSO Bounds el-abd noisy 2.2 (2)7.8 (5)19 (20)73 (39)114 (28)185 (35)229 (52)15/15
PSO el-abd noisy 2.3 (2)6.9 (5)15 (4)26 (12)38 (21)64 (9)80 (10)15/15
RANDOMSEARCH auger noisy 1.3 (0.8)11 (15)313 (246)5720 (9203)3.0e5 (2e5)3e60/15
SNOBFIT huyer noisy 0.93 (0.4)1.5 (0.4)0.99 (0.5)1.2 (0.5)1.4 (0.4)2.0 (0.3)2.2 (0.3)15/15
VNS garcia-martinez noisy 2.4 (3)10 (6)10 (2)9.4 (1)10 (1)10 (1)11 (0.6)15/15
iAMALGAM bosman noisy 2.0 (2)3.0 (1)3.2 (0.7)4.2 (1)5.6 (3)7.1 (2)7.8 (0.6)15/15

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
ALPS hornby noisy 2.3 (2)19 (21)71 (20)123 (18)202 (56)2025 (2980)2.4e5 (2e5)0/15
AMALGAM bosman noisy 4.5 (5)6.4 (1)7.7 (2)13 (10)57 (309)345 (385)619 (974)15/15
BAYEDA gallagher noisy 2.0 (0.9)17 (18)139 (247)311 (408)324 (317)445 (718)325 (351)4/15
BFGS ros noisy 3.1 (1)3.7 (0.1)2.6 (7)2.6 (7)2.6 (3)2.1 (3)1.2 (3)15/15
BIPOP-CMA-ES hansen noisy 4.6 (3)4.0 (3)5.4 (2)7.9 (3)12 (2)15 (1)12 (1)15/15
CMA-ESPLUSSEL auger noisy 3.0 (1)3.2 (2)5.0 (11)7.8 (11)25 (28)66 (59)169 (205)15/15
DASA korosec noisy 53 (45)33 (68)49 (86)128 (53)438 (516)1.6e4 (2e4)1.0e6 (1e6)0/15
DE-PSO garcia-nieto noisy 1.7 (6)12 (5)17 (6)29 (4)64 (7)122 (142)193 (145)6/15
EDA-PSO el-abd noisy 1.7 (2)6.7 (3)11 (3)22 (4)102 (154)8116 (7935)3e50/15
FULLNEWUOA ros noisy 3.2 (1)1.6 (0.4)1.3 (0.1)1.3 (0.3)2.0 (5)2.8 (3)1.8 (2)15/15
GLOBAL pal noisy 1.8 (3)12 (11)14 (7)17 (0.2)20 (0.3)36 (15)33 (32)5/15
IPOP-SEP-CMA-ES ros noisy 4.0 (4)4.2 (3)5.2 (2)7.6 (1)10 (3)13 (2)9.2 (1)15/15
MA-LS-CHAIN molina noisy 3.2 (3)7.8 (6)13 (5)24 (7)35 (11)36 (7)25 (6)15/15
MCS huyer noisy 0.90 (0.6)1 (0.4)1.3 (1)2.0 (2)2.1 (2)88 (218)86 (291)15/15
ONEFIFTH auger noisy 3.0 (4)2.8 (1)3.7 (4)7.2 (4)14 (9)161 (185)872 (756)15/15
PSO Bounds el-abd noisy 2.1 (1)6.1 (5)32 (25)96 (33)249 (156)2.8e4 (5e4)3e50/15
PSO el-abd noisy 2.3 (2)7.5 (6)18 (9)58 (8)346 (1005)2.4e4 (3e4)3e50/15
RANDOMSEARCH auger noisy 3.0 (4)18 (12)318 (326)1.2e4 (2e4)5.4e5 (7e5)3e60/15
SNOBFIT huyer noisy 2.1 (2)1.1 (0.3)1.0 (0.0)1.0 (0.0)1.0 (0.0)1.0 (0.8)0.99 (2)15/15
VNS garcia-martinez noisy 2.4 (3)9.4 (8)12 (3)14 (2)17 (3)20 (3)13 (2)15/15
iAMALGAM bosman noisy 2.3 (2)3.5 (2)4.4 (3)6.9 (4)9.4 (3)227 (398)809 (721)15/15

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
ALPS hornby noisy 21 (17)11 (4)9.1 (5)21 (10)29 (7)46 (8)62 (19)15/15
AMALGAM bosman noisy 3.2 (2)1.8 (1)1.3 (0.5)1.6 (0.6)1.8 (0.5)2.2 (0.3)2.4 (0.5)15/15
BAYEDA gallagher noisy 7.4 (5)18 (31)141 (152)60000/15
BFGS ros noisy 3188 (4537)66520/15
BIPOP-CMA-ES hansen noisy 3.2 (1)3.4 (5)2.2 (0.7)2.7 (2)3.0 (1)3.4 (2)3.6 (2)15/15
CMA-ESPLUSSEL auger noisy 2.0 (0.5)2.7 (4)1.9 (2)2.2 (1)2.4 (2)2.4 (1)2.5 (2)15/15
DASA korosec noisy 27 (51)21 (33)48 (34)138 (174)324 (172)2905 (1476)3e60/15
DE-PSO garcia-nieto noisy 8.7 (5)4.1 (2)4.9 (3)9.3 (7)44 (80)60400/15
EDA-PSO el-abd noisy 7.0 (8)14 (16)17 (2)33 (10)44 (11)78 (17)111 (15)15/15
FULLNEWUOA ros noisy 1.7 (0.6)1 (1)1.0 (0.7)1.0 (0.9)1.00 (0.9)1.0 (0.7)1.0 (1)15/15
GLOBAL pal noisy 10 (1)1.7 (0.3)1.0 (0.1)1.0 (0.1)1.0 (0.4)1.0 (0.3)1.1 (0.4)12/15
IPOP-SEP-CMA-ES ros noisy 2.6 (2)1.7 (0.8)5.4 (8)5.3 (7)5.4 (2)5.5 (7)5.5 (0.5)15/15
MA-LS-CHAIN molina noisy 5.7 (2)2.6 (1)3.1 (1)3.4 (1)3.8 (4)4.4 (4)4.5 (5)15/15
MCS huyer noisy 0.99 (0.9)7.5 (12)39 (32)557 (265)5e40/15
ONEFIFTH auger noisy 1.8 (0.6)2.6 (4)6.6 (5)20 (28)37 (30)513 (433)2908 (3864)2/15
PSO Bounds el-abd noisy 10 (10)11 (4)45 (249)266 (398)392 (592)800 (1249)856 (2187)6/15
PSO el-abd noisy 6.2 (4)5.5 (5)6.5 (4)15 (12)26 (18)60 (34)101 (54)15/15
RANDOMSEARCH auger noisy 47 (55)167 (50)2671 (1709)3e60/15
SNOBFIT huyer noisy 1.8 (0.4)7.4 (6)13 (10)55 (99)114 (105)50360/15
VNS garcia-martinez noisy 6.6 (1.0)2.4 (3)1.3 (0.2)1.5 (2)1.7 (1)1.8 (0.3)1.9 (0.2)15/15
iAMALGAM bosman noisy 2.3 (1)13 (31)5.0 (11)5.0 (7)5.1 (4)5.3 (7)5.4 (10)15/15

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
ALPS hornby noisy 28 (10)4.9 (2)4.7 (2)2.9 (1)4.5 (2)8.0 (2)11 (3)15/15
AMALGAM bosman noisy 3.2 (1)3.5 (10)2.8 (5)1.4 (3)1.4 (2)1.5 (3)1.6 (3)15/15
BAYEDA gallagher noisy 25 (109)15 (12)60000/15
BFGS ros noisy 906 (869)60200/15
BIPOP-CMA-ES hansen noisy 4.1 (4)1.00 (2)2.5 (4)1.0 (0.8)1.2 (0.7)1.3 (0.9)1.3 (0.5)15/15
CMA-ESPLUSSEL auger noisy 2.1 (1)1.4 (1)3.4 (5)1.9 (2)4.9 (9)10 (9)10 (12)10/15
DASA korosec noisy 22 (19)16 (15)34 (36)32 (25)94 (145)709 (808)4359 (4125)1/15
DE-PSO garcia-nieto noisy 7.6 (4)1.2 (0.6)2.5 (2)2.1 (1)8.6 (23)60400/15
EDA-PSO el-abd noisy 6.9 (4)5.9 (6)9.1 (5)6.1 (1)9.0 (3)16 (3)23 (5)15/15
FULLNEWUOA ros noisy 1.4 (0.3)1.2 (2)3.0 (3)4.7 (5)6.7 (9)21 (21)45 (46)0/15
GLOBAL pal noisy 11 (0.4)1.1 (1)1.0 (1)1.0 (0.9)1.00 (2)1.00 (1)1.0 (1)5/15
IPOP-SEP-CMA-ES ros noisy 2.8 (1)3.6 (3)5.2 (7)1.8 (2)2.0 (0.7)2.0 (2)2.0 (2)15/15
MA-LS-CHAIN molina noisy 7.1 (2)1.5 (0.8)11 (4)4.8 (4)5.2 (2)5.4 (11)5.4 (8)13/15
MCS huyer noisy 1.00 (0.7)4.5 (6)37 (30)104 (213)5e40/15
ONEFIFTH auger noisy 2.8 (2)1.6 (2)3.9 (3)5.0 (6)12 (8)102 (85)1498 (2047)3/15
PSO Bounds el-abd noisy 14 (11)46 (3)27 (6)51 (117)54 (27)79 (95)84 (74)9/15
PSO el-abd noisy 10 (11)50 (166)29 (73)13 (48)20 (27)31 (15)42 (29)14/15
RANDOMSEARCH auger noisy 50 (57)88 (58)1408 (826)6269 (4237)3e60/15
SNOBFIT huyer noisy 1.8 (0.9)1.7 (3)10 (13)11 (11)10 (14)50360/15
VNS garcia-martinez noisy 7.8 (1)12 (26)8.5 (20)3.4 (6)3.7 (7)5.7 (10)8.1 (0.2)15/15
iAMALGAM bosman noisy 2.1 (1)4.9 (9)3.7 (3)1.3 (2)1.3 (1.0)1.3 (2)1.4 (2)15/15

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
ALPS hornby noisy 21 (21)29 (15)37 (14)25 (12)55 (46)1874 (1711)5e60/15
AMALGAM bosman noisy 3.7 (1)18 (5)30 (122)34 (62)31 (52)27 (55)43 (67)15/15
BAYEDA gallagher noisy 7.4 (4)32 (47)60000/15
BFGS ros noisy 12 (9)18 (17)23 (26)13 (10)8.0 (7)7.5 (8)7.6 (15)13/15
BIPOP-CMA-ES hansen noisy 3.0 (2)7.1 (12)6.9 (5)3.3 (2)2.1 (0.7)1.5 (0.7)1.5 (0.4)15/15
CMA-ESPLUSSEL auger noisy 1.9 (0.7)5.5 (6)6.1 (7)6.2 (2)7.2 (5)19 (30)97 (114)1/15
DASA korosec noisy 14 (10)151 (291)191 (246)267 (283)545 (372)3e60/15
DE-PSO garcia-nieto noisy 11 (4)12 (6)34 (31)200 (160)60400/15
EDA-PSO el-abd noisy 7.5 (6)44 (58)69 (18)52 (65)461 (568)3326 (1913)3e50/15
FULLNEWUOA ros noisy 1.2 (0.3)1.0 (0.2)1.00 (0.7)★21.0 (1)1.0 (1)1.4 (1)1.6 (1)15/15
GLOBAL pal noisy 9.3 (3)6.9 (4)3.8 (2)2.1 (0.9)1.3 (0.7)3.7 (5)16 (20)0/15
IPOP-SEP-CMA-ES ros noisy 2.8 (0.9)7.6 (12)7.1 (3)3.0 (0.7)1.9 (0.4)1.2 (0.2)1.2 (0.3)15/15
MA-LS-CHAIN molina noisy 6.3 (5)8.4 (3)7.0 (4)3.4 (2)2.4 (0.1)1.6 (0.1)1.6 (0.4)15/15
MCS huyer noisy 0.99 (0.9)23 (42)225 (234)813 (587)982 (988)5e40/15
ONEFIFTH auger noisy 2.1 (1)3.5 (3)24 (55)32 (21)104 (131)1239 (803)3.0e4 (2e4)0/15
PSO Bounds el-abd noisy 11 (4)33 (12)174 (487)621 (1026)477 (802)3e50/15
PSO el-abd noisy 7.9 (4)14 (7)235 (1462)913 (728)1703 (1665)3e50/15
RANDOMSEARCH auger noisy 43 (17)591 (600)9139 (1e4)3e60/15
SNOBFIT huyer noisy 1.9 (1)3.6 (5)63 (87)160 (227)50360/15
VNS garcia-martinez noisy 7.1 (2)8.1 (8)5.6 (3)2.3 (1)1.5 (0.9)1.00 (0.4)1.00 (0.5)15/15
iAMALGAM bosman noisy 2.4 (0.4)37 (71)41 (36)24 (32)22 (18)25 (7)51 (59)15/15

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
ALPS hornby noisy 2.1 (0.7)4.3 (7)9.0 (6)13 (4)14 (3)16 (2)18 (3)15/15
AMALGAM bosman noisy 1.6 (2)1.6 (0.8)7.8 (0.5)5.8 (0.6)4.6 (24)8.0 (14)6.3 (6)15/15
BAYEDA gallagher noisy 2.2 (2)4.2 (4)4.0 (4)6.2 (0.7)6.8 (2)7.1 (2)7.4 (1)11/15
BFGS ros noisy 85 (75)312 (230)88080/15
BIPOP-CMA-ES hansen noisy 3.9 (4)1.8 (2)1.00 (0.4)1.0 (0.3)1.0 (0.4)1.00 (0.3)1 (0.3)15/15
CMA-ESPLUSSEL auger noisy 17 (58)10 (13)13 (8)16 (13)19 (14)61 (74)142 (142)2/15
DASA korosec noisy 277 (437)553 (831)1412 (1903)4964 (4006)2.6e4 (4e4)3e60/15
DE-PSO garcia-nieto noisy 2.4 (4)3.1 (2)2.5 (1)3.5 (0.9)3.3 (0.7)3.6 (0.5)3.6 (0.7)15/15
EDA-PSO el-abd noisy 1.5 (1)2.2 (2)6.1 (8)23 (12)32 (8)38 (4)42 (5)15/15
FULLNEWUOA ros noisy 25 (87)21 (14)40 (64)85 (100)131 (184)607 (683)2e40/15
GLOBAL pal noisy 1.6 (1)4.8 (3)6.5 (11)11 (14)22 (12)31 (32)20030/15
IPOP-SEP-CMA-ES ros noisy 56 (4)8.0 (0.9)5.0 (16)3.9 (11)3.2 (0.3)4.2 (3)3.8 (2)15/15
MA-LS-CHAIN molina noisy 1.6 (1)3.0 (2)4.0 (3)5.8 (2)5.8 (2)5.0 (2)4.6 (2)15/15
MCS huyer noisy 2.3 (0.4)0.99 (0.8)13 (17)81 (96)672 (847)5e40/15
ONEFIFTH auger noisy 13 (6)17 (36)14 (16)18 (9)27 (39)184 (310)777 (475)15/15
PSO Bounds el-abd noisy 0.98 (0.2)2.9 (2)5.4 (4)10 (7)14 (5)20 (7)22 (4)15/15
PSO el-abd noisy 1.2 (1)1.4 (0.7)2.0 (1)4.3 (1)5.4 (2)6.2 (2)7.2 (1)15/15
RANDOMSEARCH auger noisy 1.9 (2)4.3 (4)58 (56)983 (1480)2.2e4 (4e4)3e60/15
SNOBFIT huyer noisy 2.4 (3)3.6 (5)5.9 (3)7.8 (11)8.8 (7)15 (16)35 (35)2/15
VNS garcia-martinez noisy 1.6 (2)2.3 (1)1.8 (0.4)1.6 (0.4)4.2 (22)3.1 (14)2.8 (0.2)15/15
iAMALGAM bosman noisy 3.3 (7)16 (0.5)14 (17)23 (24)16 (30)12 (8)11 (5)15/15

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
ALPS hornby noisy 1.3 (0.6)1.7 (2)1.8 (1)1.5 (0.5)1.7 (1.0)2.7 (1)3.1 (2)15/15
AMALGAM bosman noisy 1.2 (1)45 (106)11 (11)9.2 (8)13 (18)19 (11)32 (39)10/15
BAYEDA gallagher noisy 2.3 (2)25 (32)60000/15
BFGS ros noisy 37 (41)32 (32)25240/15
BIPOP-CMA-ES hansen noisy 35 (124)7.5 (12)1.2 (1)1.0 (1)1.00 (2)1.0 (0.7)1.0 (0.5)15/15
CMA-ESPLUSSEL auger noisy 70 (177)21 (20)7.2 (4)25 (43)3e40/15
DASA korosec noisy 495 (206)352 (197)229 (188)660 (789)3417 (4528)3e60/15
DE-PSO garcia-nieto noisy 4.3 (13)6.0 (11)6.0 (4)60400/15
EDA-PSO el-abd noisy 1.5 (1)2.0 (4)1.0 (1.0)2.2 (4)2.6 (3)7.2 (12)6.6 (4)10/15
FULLNEWUOA ros noisy 80 (87)179 (167)50 (41)2e40/15
GLOBAL pal noisy 2.1 (3)4.8 (6)2.6 (2)10 (9)38200/15
IPOP-SEP-CMA-ES ros noisy 172 (407)44 (50)7.0 (7)6.0 (5)3.7 (3)3e40/15
MA-LS-CHAIN molina noisy 1.8 (2)2.8 (4)1.0 (0.9)1.4 (0.5)1.5 (0.6)5.0 (4)20 (18)0/15
MCS huyer noisy 3.1 (4)3.9 (6)8.8 (5)135 (66)5e40/15
ONEFIFTH auger noisy 23 (16)39 (53)13 (21)43 (20)278 (146)3e60/15
PSO Bounds el-abd noisy 2.2 (2)2.6 (9)1 (1)22 (28)35 (58)41 (48)64 (62)1/15
PSO el-abd noisy 0.97 (2)1.0 (2)13 (39)12 (21)11 (22)23 (31)42 (27)2/15
RANDOMSEARCH auger noisy 1.0 (0.5)3.1 (5)2.7 (3)36 (50)369 (346)3e60/15
SNOBFIT huyer noisy 1.4 (2)4.3 (5)4.0 (4)13 (13)50360/15
VNS garcia-martinez noisy 1.6 (1)69 (215)10 (9)8.4 (9)13 (24)148 (170)490 (707)2/15
iAMALGAM bosman noisy 89 (326)57 (43)20 (22)17 (13)16 (11)44 (41)102 (132)5/15

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
ALPS hornby noisy 1.9 (2)12 (10)15 (8)37 (38)634 (1232)1.4e5 (2e5)5e60/15
AMALGAM bosman noisy 3.0 (2)37 (1)9.3 (57)25 (47)52 (60)122 (104)209 (195)15/15
BAYEDA gallagher noisy 2.2 (3)26 (4)37 (65)25 (52)21 (16)21 (13)36 (19)7/15
BFGS ros noisy 35 (106)8.5 (5)2.1 (2)1.3 (1)1 (0.5)1.0 (0.6)1.0 (2)15/15
BIPOP-CMA-ES hansen noisy 2.6 (2)2.2 (1)1.2 (0.2)1.5 (0.4)1.6 (0.4)2.4 (0.8)3.5 (1)15/15
CMA-ESPLUSSEL auger noisy 2.6 (4)5.4 (5)2.6 (2)47 (46)409 (857)3e40/15
DASA korosec noisy 176 (432)394 (1054)1753 (791)1.1e4 (2e4)2.0e5 (2e5)3e60/15
DE-PSO garcia-nieto noisy 2.8 (3)6.3 (2)4.3 (2)7.0 (4)14 (11)349 (331)60400/15
EDA-PSO el-abd noisy 1.8 (3)3.7 (0.6)3.0 (2)112 (226)1408 (768)3e50/15
FULLNEWUOA ros noisy 5.8 (3)2.1 (0.2)1.4 (1)1.6 (0.6)1.7 (2)1.7 (2)1.7 (2)15/15
GLOBAL pal noisy 4.1 (6)10 (6)3.7 (0.2)4.6 (2)25 (50)14940/15
IPOP-SEP-CMA-ES ros noisy 3.1 (2)1.7 (1)1.0 (0.3)1.0 (0.3)1.7 (4)2.5 (0.7)3.6 (1)15/15
MA-LS-CHAIN molina noisy 3.0 (1)5.3 (3)3.1 (0.9)5.8 (2)10 (14)26 (30)56 (67)15/15
MCS huyer noisy 0.90 (0.6)0.98 (0.6)19 (14)82 (121)114 (91)156 (229)187 (259)10/15
ONEFIFTH auger noisy 3.5 (3)1.8 (0.7)3.3 (4)27 (31)384 (562)8.2e4 (9e4)3e60/15
PSO Bounds el-abd noisy 2.0 (2)3.6 (3)13 (12)3146 (2093)2.2e4 (2e4)3e50/15
PSO el-abd noisy 1.9 (3)8.2 (2)12 (15)286 (344)2937 (4927)1.8e4 (2e4)3e50/15
RANDOMSEARCH auger noisy 1.4 (1)9.3 (11)103 (107)2510 (921)4.8e4 (1e5)3e60/15
SNOBFIT huyer noisy 2.4 (2)1.1 (0.8)2.5 (0.5)17 (18)60 (69)50360/15
VNS garcia-martinez noisy 2.4 (3)5.7 (4)2.4 (0.3)2.1 (0.7)2.4 (0.6)3.0 (0.4)4.3 (0.7)15/15
iAMALGAM bosman noisy 2.2 (2)2.0 (0.9)8.1 (28)18 (36)47 (18)143 (94)486 (325)15/15

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
ALPS hornby noisy 9.5 (7)2.6 (1)1.0 (0.1)1.2 (1)1.00 (1)1.6 (2)2.5 (2)15/15
AMALGAM bosman noisy 2.2 (1)8.5 (28)33 (34)26 (28)16 (17)9.1 (8)8.9 (10)15/15
BAYEDA gallagher noisy 7.8 (7)4.8 (6)14 (24)4.2 (6)60000/15
BFGS ros noisy 223 (359)38680/15
BIPOP-CMA-ES hansen noisy 2.0 (2)3.0 (3)5.6 (5)2.9 (2)1.7 (1)1.00 (0.5)1.00 (0.6)15/15
CMA-ESPLUSSEL auger noisy 6.7 (8)2.5 (2)2.2 (2)3.7 (4)13 (20)3e40/15
DASA korosec noisy 269 (406)115 (169)173 (174)179 (140)240 (449)3e60/15
DE-PSO garcia-nieto noisy 5.1 (2)1.0 (0.7)1.9 (1)1.0 (0.9)2.5 (2)60400/15
EDA-PSO el-abd noisy 3.9 (2)4.3 (4)43 (108)3e50/15
FULLNEWUOA ros noisy 15 (14)10 (8)8.5 (14)7.4 (11)8.8 (14)2e40/15
GLOBAL pal noisy 6.5 (0.6)1.6 (1)1.7 (3)12690/15
IPOP-SEP-CMA-ES ros noisy 7.6 (0.9)3.9 (5)10 (20)6.1 (6)3.5 (6)3.2 (4)6.8 (10)1/15
MA-LS-CHAIN molina noisy 4.0 (2)1.1 (0.5)6.5 (8)16 (8)9.2 (9)4e40/15
MCS huyer noisy 1.0 (0.9)5.9 (7)8.6 (14)5e40/15
ONEFIFTH auger noisy 6.8 (10)2.7 (2)1.6 (0.6)2.0 (2)4.1 (4)63 (43)687 (731)0/15
PSO Bounds el-abd noisy 5.6 (4)26 (164)73 (108)30 (40)35 (27)3e50/15
PSO el-abd noisy 5.3 (2)25 (83)97 (202)59 (73)55 (81)72 (116)3e50/15
RANDOMSEARCH auger noisy 16 (22)55 (60)203 (418)2076 (1907)3e60/15
SNOBFIT huyer noisy 2.9 (1)4.2 (4)3.4 (7)3.6 (3)50360/15
VNS garcia-martinez noisy 34 (0.9)20 (20)16 (19)8.4 (8)7.6 (3)6.8 (4)11 (5)15/15
iAMALGAM bosman noisy 1.6 (0.4)8.4 (5)8.5 (18)11 (9)10 (8)5.8 (12)5.7 (5)15/15

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
ALPS hornby noisy 4.8 (3)1.3 (0.4)1.00 (1)1.0 (0.9)1.00 (1)1.2 (1)6.1 (3)2/15
AMALGAM bosman noisy 1.0 (0.4)4.2 (7)7.0 (0.9)16 (16)22 (21)9.1 (16)30 (26)0/15
BAYEDA gallagher noisy 45 (52)11 (9)60000/15
BFGS ros noisy 150 (141)18320/15
BIPOP-CMA-ES hansen noisy 4.1 (5)1.4 (1)3.1 (6)13 (21)6.2 (8)1.00 (1)1.0 (0.3)14/15
CMA-ESPLUSSEL auger noisy 17 (31)9.3 (8)15 (11)3e40/15
DASA korosec noisy 352 (409)251 (193)207 (304)3e60/15
DE-PSO garcia-nieto noisy 4.2 (5)3.4 (3)60400/15
EDA-PSO el-abd noisy 5.0 (6)2.9 (3)19 (22)57 (76)3e50/15
FULLNEWUOA ros noisy 96 (139)25 (17)2e40/15
GLOBAL pal noisy 4.3 (3)3.0 (2)2.0 (3)42850/15
IPOP-SEP-CMA-ES ros noisy 24 (15)5.1 (3)4.5 (2)5.9 (7)3e40/15
MA-LS-CHAIN molina noisy 2.4 (3)1.0 (0.6)1.7 (2)8.9 (9)4e40/15
MCS huyer noisy 7.4 (13)7.5 (8)5.3 (4)5e40/15
ONEFIFTH auger noisy 11 (10)5.3 (11)8.7 (11)36 (63)3e60/15
PSO Bounds el-abd noisy 2.9 (4)1.6 (2)4.5 (6)8.9 (21)10 (11)3e50/15
PSO el-abd noisy 1.8 (1)11 (1)8.4 (13)16 (18)10 (8)3e50/15
RANDOMSEARCH auger noisy 8.9 (6)19 (21)80 (153)3e60/15
SNOBFIT huyer noisy 8.6 (34)6.4 (8)50360/15
VNS garcia-martinez noisy 46 (52)6.0 (5)6.4 (4)8.1 (8)9.3 (6)28 (29)3e70/15
iAMALGAM bosman noisy 32 (106)11 (10)13 (11)13 (17)12 (10)15 (25)30 (22)1/15

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
ALPS hornby noisy 27 (20)7.4 (3)5.3 (3)37 (15)1364 (1898)5e60/15
AMALGAM bosman noisy 4.0 (1)12 (41)24 (31)63 (65)80 (67)138 (58)171 (107)15/15
BAYEDA gallagher noisy 7.6 (7)22 (22)60000/15
BFGS ros noisy 70 (74)43 (33)1e40/15
BIPOP-CMA-ES hansen noisy 3.0 (2)1.0 (0.9)1.00 (0.6)1 (0.4)1.0 (0.4)1.1 (0.5)1.2 (0.4)15/15
CMA-ESPLUSSEL auger noisy 3.3 (4)2.6 (3)6.4 (5)29 (25)3e40/15
DASA korosec noisy 89 (137)61 (59)87 (93)1236 (1264)7025 (1e4)3e60/15
DE-PSO garcia-nieto noisy 7.7 (4)3.5 (2)16 (10)60400/15
EDA-PSO el-abd noisy 6.0 (3)6.4 (6)61 (109)1777 (1513)3e50/15
FULLNEWUOA ros noisy 2.2 (2)1.7 (0.8)5.6 (7)13 (20)49 (40)2e40/15
GLOBAL pal noisy 11 (0.7)2.0 (2)2.4 (2)11210/15
IPOP-SEP-CMA-ES ros noisy 2.7 (2)2.5 (4)1.2 (0.7)1.1 (1.0)1.00 (0.3)1.0 (0.3)1.0 (0.9)15/15
MA-LS-CHAIN molina noisy 6.9 (3)1.8 (1)2.7 (1)6.2 (6)18 (16)95 (83)4e40/15
MCS huyer noisy 0.99 (1.0)11 (8)50 (40)5e40/15
ONEFIFTH auger noisy 2.5 (0.8)2.1 (2)3.2 (3)23 (15)315 (295)3e60/15
PSO Bounds el-abd noisy 12 (21)7.8 (4)174 (340)196 (246)1508 (1553)3e50/15
PSO el-abd noisy 7.7 (9)77 (446)397 (777)341 (515)3e50/15
RANDOMSEARCH auger noisy 41 (34)161 (140)962 (1333)8311 (1e4)3e60/15
SNOBFIT huyer noisy 2.1 (0.7)5.9 (7)6.1 (4)30 (36)50360/15
VNS garcia-martinez noisy 7.9 (2)3.2 (3)1.3 (0.3)1.1 (0.9)1.0 (0.9)1.1 (0.8)1.0 (0.6)15/15
iAMALGAM bosman noisy 2.4 (0.5)4.9 (10)51 (85)58 (27)74 (64)142 (126)202 (218)15/15

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
ALPS hornby noisy 3.1 (8)7.2 (4)1.5 (0.8)1.8 (0.7)2.1 (0.6)2.1 (0.2)2.2 (0.7)15/15
AMALGAM bosman noisy 1.1 (1)1.0 (0.3)1.9 (4)2.1 (2)2.0 (2)2.0 (3)1.9 (3)15/15
BAYEDA gallagher noisy 1.9 (1)2.8 (3)3.4 (5)8.5 (7)8.2 (11)8.2 (7)8.0 (8)0/15
BFGS ros noisy 97 (51)709 (591)60040/15
BIPOP-CMA-ES hansen noisy 3.8 (2)2.4 (6)2.4 (6)1.9 (3)1.9 (2)1.9 (1)1.8 (0.4)15/15
CMA-ESPLUSSEL auger noisy 16 (14)12 (12)2.5 (2)6.8 (3)22 (23)22 (22)22 (45)4/15
DASA korosec noisy 227 (239)528 (260)116 (75)795 (1636)1024 (618)1024 (1282)1364 (2922)3/15
DE-PSO garcia-nieto noisy 3.4 (4)2.9 (3)1.0 (0.2)1.00 (0.1)1.0 (1)1.0 (1)1.0 (1)12/15
EDA-PSO el-abd noisy 2.2 (2)3.7 (3)2.4 (1)3.6 (0.9)3.7 (1)3.7 (0.8)4.4 (0.7)15/15
FULLNEWUOA ros noisy 10 (6)14 (24)7.7 (13)16 (25)95 (81)95 (94)2e40/15
GLOBAL pal noisy 1.8 (1)3.9 (2)2.3 (4)4.2 (5)12360/15
IPOP-SEP-CMA-ES ros noisy 27 (94)16 (30)3.5 (3)3.0 (2)2.9 (3)2.9 (3)3.1 (3)15/15
MA-LS-CHAIN molina noisy 1.8 (3)3.6 (4)2.4 (0.4)2.0 (4)2.1 (0.3)2.1 (0.5)2.1 (0.4)14/15
MCS huyer noisy 2.3 (3)2.7 (3)3.8 (3)50 (57)225 (147)225 (170)5e40/15
ONEFIFTH auger noisy 11 (5)7.3 (8)2.1 (3)14 (43)23 (27)23 (25)28 (36)15/15
PSO Bounds el-abd noisy 1.6 (2)2.9 (2)1.6 (2)2.3 (1)2.6 (1.0)2.6 (1)2.8 (0.6)15/15
PSO el-abd noisy 1.4 (1)3.8 (4)1.2 (0.9)10 (49)12 (24)12 (46)11 (25)14/15
RANDOMSEARCH auger noisy 3.0 (2)17 (13)28 (20)519 (935)1315 (1776)1315 (1309)4165 (5470)1/15
SNOBFIT huyer noisy 1.0 (1)8.0 (5)4.7 (6)6.9 (7)6.6 (6)6.6 (12)6.2 (10)3/15
VNS garcia-martinez noisy 3.2 (3)11 (32)5.8 (7)6.2 (3)6.8 (6)6.8 (5)6.4 (7)15/15
iAMALGAM bosman noisy 26 (1)17 (31)4.8 (2)4.6 (9)4.6 (5)4.6 (8)4.4 (6)15/15

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
ALPS hornby noisy 2.3 (0.6)1.4 (1)1.1 (0.7)1.4 (1)1.1 (0.8)1.1 (0.6)1.4 (1)15/15
AMALGAM bosman noisy 2.8 (3)8.5 (10)7.1 (9)4.8 (4)3.4 (3)3.4 (3)3.1 (3)15/15
BAYEDA gallagher noisy 19 (115)12 (9)60000/15
BFGS ros noisy 19 (21)34 (50)23080/15
BIPOP-CMA-ES hansen noisy 15 (24)1.7 (1)1.2 (2)1.4 (0.7)1.00 (1)1.00 (0.7)1.0 (0.6)15/15
CMA-ESPLUSSEL auger noisy 26 (26)5.3 (3)12 (14)3e40/15
DASA korosec noisy 527 (815)115 (75)524 (355)942 (1514)1315 (821)1315 (798)1143 (1214)0/15
DE-PSO garcia-nieto noisy 3.4 (0.9)2.5 (3)4.5 (5)4.8 (8)3.2 (2)3.2 (4)60400/15
EDA-PSO el-abd noisy 2.8 (2)1.1 (1)2.6 (1)2.9 (1)4.1 (5)4.1 (3)6.3 (4)10/15
FULLNEWUOA ros noisy 94 (100)41 (32)50 (67)2e40/15
GLOBAL pal noisy 2.4 (3)1.1 (0.5)2.8 (3)38730/15
IPOP-SEP-CMA-ES ros noisy 26 (93)8.5 (14)2.3 (1)2.1 (1)2.0 (1)2.0 (2)2.5 (4)4/15
MA-LS-CHAIN molina noisy 0.98 (0.6)1.00 (1.0)1.0 (0.9)1.00 (1)1.0 (0.3)1.0 (0.4)1.3 (0.8)9/15
MCS huyer noisy 4.9 (4)3.6 (7)8.1 (8)5e40/15
ONEFIFTH auger noisy 25 (51)8.1 (11)14 (11)46 (78)51 (82)51 (67)226 (354)3/15
PSO Bounds el-abd noisy 1.8 (3)22 (75)33 (60)20 (13)17 (53)17 (22)20 (17)5/15
PSO el-abd noisy 4.9 (14)45 (148)27 (36)45 (44)30 (36)30 (45)61 (81)2/15
RANDOMSEARCH auger noisy 1.8 (2)2.1 (3)12 (12)107 (136)128 (95)128 (193)1333 (2578)0/15
SNOBFIT huyer noisy 2.2 (3)5.7 (5)12 (15)50360/15
VNS garcia-martinez noisy 52 (186)13 (13)10 (8)7.9 (8)13 (15)13 (10)15 (17)15/15
iAMALGAM bosman noisy 119 (118)17 (36)13 (15)8.8 (9)6.0 (4)6.0 (2)5.5 (2)15/15

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
ALPS hornby noisy 6.6 (7)7.8 (7)4.0 (1)49 (68)66 (89)66 (80)204 (492)15/15
AMALGAM bosman noisy 3.1 (1)1.0 (0.5)4.7 (4)6.8 (0.1)8.2 (7)8.2 (10)6.9 (8)15/15
BAYEDA gallagher noisy 4.2 (6)7.9 (4)31 (23)48 (48)96 (116)96 (133)69 (66)0/15
BFGS ros noisy 187 (302)49920/15
BIPOP-CMA-ES hansen noisy 2.8 (3)1.5 (0.4)2.3 (3)3.8 (5)4.1 (9)4.1 (7)3.6 (5)15/15
CMA-ESPLUSSEL auger noisy 4.7 (3)4.8 (6)4.7 (5)30 (27)49 (35)49 (39)78 (67)0/15
DASA korosec noisy 367 (628)481 (728)874 (822)5338 (5173)1.4e4 (7213)1.4e4 (1e4)3e60/15
DE-PSO garcia-nieto noisy 7.1 (7)3.5 (3)5.0 (8)5.2 (7)6.1 (11)6.1 (3)6.5 (3)4/15
EDA-PSO el-abd noisy 3.5 (4)2.6 (2)41 (5)103 (217)321 (288)321 (380)487 (756)0/15
FULLNEWUOA ros noisy 1.3 (0.4)1.8 (1)2.7 (7)15 (23)26 (12)26 (31)28 (18)4/15
GLOBAL pal noisy 3.7 (4)4.6 (4)3.8 (4)31 (43)18020/15
IPOP-SEP-CMA-ES ros noisy 2.8 (3)1.4 (0.6)1.0 (0.7)1.0 (0.8)1.0 (0.7)1.0 (0.7)1.0 (0.6)15/15
MA-LS-CHAIN molina noisy 5.6 (5)2.6 (1)1.9 (2)4.6 (7)6.2 (8)6.2 (2)6.6 (8)13/15
MCS huyer noisy 1.0 (0.4)3.2 (3)48 (55)845 (624)5e40/15
ONEFIFTH auger noisy 2.9 (1)2.8 (3)6.1 (7)24 (30)53 (60)53 (54)131 (65)14/15
PSO Bounds el-abd noisy 4.3 (9)395 (1273)189 (253)429 (890)571 (834)571 (1332)412 (510)2/15
PSO el-abd noisy 4.2 (2)4.1 (2)96 (156)280 (777)576 (361)576 (761)1030 (767)2/15
RANDOMSEARCH auger noisy 7.0 (6)21 (18)59 (75)1713 (2721)5135 (6645)5135 (4991)3e60/15
SNOBFIT huyer noisy 1.9 (1)5.3 (7)11 (18)85 (130)81 (103)81 (69)58 (58)0/15
VNS garcia-martinez noisy 6.7 (7)2.6 (3)2.2 (3)1.9 (2)2.0 (3)2.0 (2)1.5 (2)15/15
iAMALGAM bosman noisy 2.1 (1)12 (22)7.1 (14)8.0 (9)10 (15)10 (12)8.6 (8)15/15

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
ALPS hornby noisy 9.4 (5)1.6 (0.4)2.9 (3)3.9 (2)5.3 (2)9.2 (5)14 (12)15/15
AMALGAM bosman noisy 1.00 (0.6)1.7 (3)1.4 (2)1.00 (0.9)1.00 (1.0)1.0 (0.7)1.00 (0.6)15/15
BAYEDA gallagher noisy 24 (36)6.9 (10)10 (7)60000/15
BFGS ros noisy 302 (326)34440/15
BIPOP-CMA-ES hansen noisy 8.8 (6)2.4 (3)3.4 (3)3.0 (2)3.1 (2)2.4 (1)2.1 (1)15/15
CMA-ESPLUSSEL auger noisy 16 (19)6.7 (5)19 (22)72 (95)3e40/15
DASA korosec noisy 532 (755)281 (222)2798 (3000)3e60/15
DE-PSO garcia-nieto noisy 4.9 (2)1.1 (0.5)2.3 (2)4.5 (7)6.1 (7)60400/15
EDA-PSO el-abd noisy 17 (14)3.5 (1)30 (20)61 (63)171 (74)128 (273)109 (297)3/15
FULLNEWUOA ros noisy 35 (48)14 (11)68 (51)49 (68)2e40/15
GLOBAL pal noisy 7.1 (3)2.8 (4)3.5 (3)5.7 (8)4.9 (5)19700/15
IPOP-SEP-CMA-ES ros noisy 22 (32)3.6 (4)3.0 (2)2.6 (1)2.3 (0.9)1.7 (1)1.6 (1)13/15
MA-LS-CHAIN molina noisy 8.3 (12)2.1 (3)4.4 (8)8.1 (3)14 (14)13 (26)29 (34)2/15
MCS huyer noisy 4.2 (4)5.3 (5)37 (63)5e40/15
ONEFIFTH auger noisy 19 (23)7.9 (9)23 (21)70 (89)411 (373)3e60/15
PSO Bounds el-abd noisy 285 (1334)102 (142)105 (86)103 (110)280 (493)3e50/15
PSO el-abd noisy 277 (445)45 (174)124 (108)154 (209)599 (1081)450 (593)388 (310)1/15
RANDOMSEARCH auger noisy 48 (41)87 (50)1333 (850)3e60/15
SNOBFIT huyer noisy 14 (13)13 (17)8.0 (9)5.8 (7)50360/15
VNS garcia-martinez noisy 43 (71)10 (5)13 (17)11 (12)15 (14)17 (25)15 (17)15/15
iAMALGAM bosman noisy 5.3 (0.3)1.0 (1.0)1.0 (2)1.1 (1)1.6 (3)1.3 (0.6)1.2 (0.9)15/15

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
ALPS hornby noisy 1.00 (0.5)1.0 (0.8)1.2 (0.6)3.2 (4)4.8 (4)30 (12)452 (279)0/15
AMALGAM bosman noisy 5.8 (5)2.6 (2)2.4 (3)4.5 (4)5.5 (11)13 (11)23 (44)10/15
BAYEDA gallagher noisy 36 (21)60000/15
BFGS ros noisy 11 (4)17720/15
BIPOP-CMA-ES hansen noisy 2.9 (3)1.1 (1)1.0 (0.4)1.0 (0.6)1.00 (0.5)1.0 (0.5)1.00 (0.4)15/15
CMA-ESPLUSSEL auger noisy 6.0 (4)5.1 (11)3e40/15
DASA korosec noisy 85 (117)158 (298)437 (521)3e60/15
DE-PSO garcia-nieto noisy 4.7 (3)6.1 (11)60400/15
EDA-PSO el-abd noisy 2.5 (1)8.9 (12)17 (24)75 (78)69 (91)3e50/15
FULLNEWUOA ros noisy 22 (17)2e40/15
GLOBAL pal noisy 2.6 (2)35150/15
IPOP-SEP-CMA-ES ros noisy 4.2 (3)3.7 (4)11 (8)8.0 (8)3e40/15
MA-LS-CHAIN molina noisy 1.5 (2)1.7 (3)2.9 (5)5.8 (7)11 (7)4e40/15
MCS huyer noisy 2.0 (2)8.4 (10)18 (31)5e40/15
ONEFIFTH auger noisy 7.2 (9)7.1 (7)40 (28)170 (221)3e60/15
PSO Bounds el-abd noisy 47 (96)25 (42)22 (20)36 (74)34 (30)3e50/15
PSO el-abd noisy 13 (3)16 (28)3e50/15
RANDOMSEARCH auger noisy 3.0 (4)10 (13)356 (607)3e60/15
SNOBFIT huyer noisy 2.2 (2)50360/15
VNS garcia-martinez noisy 7.4 (5)3.3 (2)8.6 (10)27 (21)142 (85)2537 (2181)3e70/15
iAMALGAM bosman noisy 5.8 (14)2.6 (4)3.0 (3)4.5 (6)6.9 (6)8.8 (8)16 (19)10/15

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
ALPS hornby noisy 14 (7)19 (4)13 (13)282 (184)4121 (4912)5e60/15
AMALGAM bosman noisy 1.3 (0.4)1.00 (0.3)4.8 (6)6.5 (20)8.4 (17)20 (17)41 (39)15/15
BAYEDA gallagher noisy 115 (179)125 (204)60000/15
BFGS ros noisy 60 (35)219 (291)99360/15
BIPOP-CMA-ES hansen noisy 4.6 (4)5.1 (3)2.3 (1)2.3 (0.5)2.2 (0.5)2.1 (0.3)1.9 (0.4)15/15
CMA-ESPLUSSEL auger noisy 3.1 (5)5.1 (6)7.1 (5)105 (106)3e40/15
DASA korosec noisy 248 (559)1566 (1586)4334 (3306)1.7e4 (2e4)3e60/15
DE-PSO garcia-nieto noisy 8.1 (5)18 (12)22 (24)60400/15
EDA-PSO el-abd noisy 25 (21)45 (15)161 (226)493 (625)1978 (1774)3e50/15
FULLNEWUOA ros noisy 1 (0.8)2.7 (3)5.8 (6)18 (18)135 (181)2e40/15
GLOBAL pal noisy 3.3 (0.3)2.8 (2)1.8 (2)13 (8)12930/15
IPOP-SEP-CMA-ES ros noisy 6.5 (5)5.0 (3)1.7 (0.6)1.6 (0.5)1.7 (0.4)1.6 (0.2)1.4 (0.1)15/15
MA-LS-CHAIN molina noisy 4.8 (1)6.9 (3)4.2 (1)5.8 (2)14 (14)32 (28)61 (66)4/15
MCS huyer noisy 6.3 (5)76 (96)507 (214)5e40/15
ONEFIFTH auger noisy 11 (21)20 (9)52 (45)230 (255)3821 (1514)3e60/15
PSO Bounds el-abd noisy 12 (11)1010 (1099)850 (1268)1505 (1254)4396 (3869)3e50/15
PSO el-abd noisy 10 (4)756 (740)1226 (1263)4932 (7649)4178 (3646)3e50/15
RANDOMSEARCH auger noisy 69 (82)1017 (606)2.0e4 (6886)3e60/15
SNOBFIT huyer noisy 9.2 (21)58 (53)100 (120)50360/15
VNS garcia-martinez noisy 3.1 (1)2.9 (2)1.0 (0.8)1.0 (0.5)1.00 (0.2)1.00 (0.2)1.0 (0.3)15/15
iAMALGAM bosman noisy 1.0 (0.4)7.5 (18)4.0 (7)5.4 (6)20 (28)51 (15)84 (35)15/15

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
ALPS hornby noisy 2.6 (1)2.7 (2)3.9 (1)6.3 (2)3.4 (0.5)3.3 (4)58 (100)12/15
AMALGAM bosman noisy 1.9 (2)19 (0.6)3.3 (0.2)2.6 (8)4.5 (5)1.0 (0.8)1.00 (0.8)15/15
BAYEDA gallagher noisy 2.2 (3)5.8 (10)2.4 (2)3.5 (2)2.3 (0.7)60000/15
BFGS ros noisy 99 (80)94 (79)308 (376)89960/15
BIPOP-CMA-ES hansen noisy 3.6 (4)2.5 (0.7)1.00 (0.5)1.0 (2)1.2 (0.7)2.5 (1)2.8 (2)15/15
CMA-ESPLUSSEL auger noisy 13 (88)11 (19)6.9 (4)11 (7)21 (20)3e40/15
DASA korosec noisy 308 (239)465 (426)413 (374)2682 (4316)1.9e4 (1e4)3e60/15
DE-PSO garcia-nieto noisy 2.3 (3)2.4 (2)1.4 (0.6)2.2 (1)1.0 (0.3)1.8 (1)60400/15
EDA-PSO el-abd noisy 1.7 (2)1.0 (1)2.6 (4)14 (9)7.9 (2)2.5 (0.3)128 (158)0/15
FULLNEWUOA ros noisy 4.3 (5)7.7 (7)18 (16)41 (72)154 (219)2e40/15
GLOBAL pal noisy 2.3 (2)1.8 (2)2.8 (3)7.3 (3)6.4 (16)19090/15
IPOP-SEP-CMA-ES ros noisy 4.3 (4)17 (20)3.7 (12)3.9 (8)2.7 (2)1.2 (0.2)1.1 (0.1)15/15
MA-LS-CHAIN molina noisy 2.6 (6)1.6 (2)2.2 (1)3.4 (1)1.6 (0.8)1.5 (0.5)42 (42)0/15
MCS huyer noisy 7.2 (8)1.3 (0.5)3.8 (6)91 (127)355 (605)5e40/15
ONEFIFTH auger noisy 14 (36)5.2 (9)5.1 (8)22 (28)30 (61)424 (499)3e60/15
PSO Bounds el-abd noisy 2.6 (2)1.8 (0.9)2.5 (2)7.1 (5)4.8 (1)16 (32)128 (249)0/15
PSO el-abd noisy 1.8 (3)1.6 (2)1.4 (0.6)2.4 (0.9)2.0 (0.9)24 (33)281 (282)0/15
RANDOMSEARCH auger noisy 1.6 (2)2.6 (3)33 (39)992 (805)3e60/15
SNOBFIT huyer noisy 2.5 (2)2.6 (4)3.1 (10)5.8 (3)8.5 (7)6.2 (5)50360/15
VNS garcia-martinez noisy 1.1 (0.8)27 (2)4.7 (0.1)4.7 (11)3.3 (6)4.1 (3)106 (151)15/15
iAMALGAM bosman noisy 2.6 (2)11 (40)4.8 (3)13 (17)5.1 (6)1.7 (1)2.1 (1)15/15

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
ALPS hornby noisy 2.6 (2)2.3 (2)2.1 (1)3.4 (1)2.1 (1)11 (7)5e60/15
AMALGAM bosman noisy 2.7 (2)38 (53)20 (18)17 (14)12 (7)76 (127)3e60/15
BAYEDA gallagher noisy 2.1 (2)20 (75)47 (40)60000/15
BFGS ros noisy 53 (24)50 (105)25760/15
BIPOP-CMA-ES hansen noisy 24 (84)10 (9)1.5 (1)1.0 (1.0)1.0 (1)1.00 (0.7)1.00 (0.6)15/15
CMA-ESPLUSSEL auger noisy 51 (132)23 (26)8.9 (15)64 (40)3e40/15
DASA korosec noisy 283 (614)434 (1207)327 (370)5433 (5623)3e60/15
DE-PSO garcia-nieto noisy 2.5 (2)2.8 (4)6.4 (4)60400/15
EDA-PSO el-abd noisy 2.1 (2)2.5 (4)2.4 (2)6.0 (11)4.6 (9)3e50/15
FULLNEWUOA ros noisy 154 (83)74 (65)85 (136)2e40/15
GLOBAL pal noisy 1.7 (2)2.3 (2)4.9 (5)8.1 (7)38800/15
IPOP-SEP-CMA-ES ros noisy 198 (62)32 (84)9.4 (17)4.7 (5)4.5 (10)3e40/15
MA-LS-CHAIN molina noisy 2.6 (4)1.3 (1)1 (0.8)2.1 (0.7)1.5 (0.8)4e40/15
MCS huyer noisy 7.3 (22)4.3 (8)6.5 (5)31 (25)5e40/15
ONEFIFTH auger noisy 37 (53)18 (32)13 (21)90 (127)660 (1151)3e60/15
PSO Bounds el-abd noisy 2.5 (3)266 (1852)43 (209)20 (23)13 (19)36 (34)3e50/15
PSO el-abd noisy 2.1 (2)0.99 (2)21 (65)15 (23)8.4 (5)37 (49)3e50/15
RANDOMSEARCH auger noisy 1.9 (2)2.0 (2)7.1 (13)147 (174)3e60/15
SNOBFIT huyer noisy 2.1 (2)6.4 (8)4.2 (3)50360/15
VNS garcia-martinez noisy 1.1 (0.6)126 (173)17 (7)16 (17)17 (6)774 (446)3e70/15
iAMALGAM bosman noisy 2.5 (3)56 (102)21 (13)15 (9)17 (17)107 (200)163 (186)0/15

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
ALPS hornby noisy 2.1 (2)3.4 (7)13 (9)110 (93)1489 (1720)5e60/15
AMALGAM bosman noisy 2.4 (2)1.3 (0.7)8.0 (1)25 (33)15 (12)54 (30)142 (75)14/15
BAYEDA gallagher noisy 2.7 (2)4.3 (1)25 (52)14 (7)8.7 (7)60000/15
BFGS ros noisy 66 (42)21 (25)30 (22)60 (49)101 (97)99200/15
BIPOP-CMA-ES hansen noisy 3.7 (2)0.99 (0.7)1.00 (0.3)1.0 (0.4)1.0 (0.5)1.9 (0.5)2.5 (0.8)15/15
CMA-ESPLUSSEL auger noisy 2.0 (2)1.8 (5)7.1 (13)47 (24)291 (172)3e40/15
DASA korosec noisy 300 (690)221 (185)1929 (1823)4.3e4 (6e4)3e60/15
DE-PSO garcia-nieto noisy 2.5 (3)2.3 (2)5.0 (3)6.0 (2)23 (21)60400/15
EDA-PSO el-abd noisy 2.4 (2)1.8 (1)15 (14)635 (512)3e50/15
FULLNEWUOA ros noisy 4.6 (4)2.2 (3)3.4 (7)6.8 (8)88 (34)2e40/15
GLOBAL pal noisy 1.5 (1)3.7 (3)5.5 (4)29 (27)25340/15
IPOP-SEP-CMA-ES ros noisy 5.3 (4)1.1 (0.7)1.2 (0.9)1.2 (0.7)1.5 (2)1.1 (0.2)1.00 (0.3)15/15
MA-LS-CHAIN molina noisy 1.9 (2)2.1 (2)3.8 (0.8)5.7 (2)10 (8)67 (74)4e40/15
MCS huyer noisy 2.3 (2)1.4 (1)45 (47)2847 (3650)5e40/15
ONEFIFTH auger noisy 5.5 (8)1.4 (2)7.9 (6)46 (46)637 (664)3e60/15
PSO Bounds el-abd noisy 2.7 (3)2.1 (2)209 (19)2233 (3099)3e50/15
PSO el-abd noisy 3.1 (2)1.6 (1)14 (43)778 (885)6343 (8369)3e50/15
RANDOMSEARCH auger noisy 2.6 (2)3.7 (5)100 (152)2191 (2033)6.1e4 (9e4)3e60/15
SNOBFIT huyer noisy 2.6 (2)1.0 (0.3)8.4 (8)32 (37)49 (53)50360/15
VNS garcia-martinez noisy 1.1 (0.6)2.7 (2)2.2 (0.6)1.8 (0.7)1.2 (0.5)1.0 (0.3)1.1 (0.4)15/15
iAMALGAM bosman noisy 3.4 (2)19 (49)7.6 (0.6)20 (16)25 (15)79 (40)216 (112)14/15

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
ALPS hornby noisy 1 (0.8)3.0 (3)3.6 (0.6)3.4 (1)3.2 (1)4.9 (1)12 (6)15/15
AMALGAM bosman noisy 2.0 (0.8)2.2 (0.3)5.2 (6)3.2 (2)2.7 (2)2.4 (1)3.8 (3)15/15
BAYEDA gallagher noisy 1.4 (1)2.1 (2)3.1 (2)60000/15
BFGS ros noisy 41 (55)87400/15
BIPOP-CMA-ES hansen noisy 27 (0.8)2.3 (3)1.0 (1)1.0 (1)1.0 (0.6)1.00 (0.5)1.00 (0.4)15/15
CMA-ESPLUSSEL auger noisy 18 (17)10 (7)35 (47)3e40/15
DASA korosec noisy 62 (60)395 (332)1.0e4 (1e4)3e60/15
DE-PSO garcia-nieto noisy 3.5 (5)2.0 (0.9)2.4 (0.5)6.8 (9)60400/15
EDA-PSO el-abd noisy 1.8 (4)3.1 (3)5.4 (0.9)4.6 (0.7)6.9 (0.6)11 (12)11 (8)8/15
FULLNEWUOA ros noisy 13 (36)12 (12)2e40/15
GLOBAL pal noisy 2.9 (5)3.1 (2)25 (23)33600/15
IPOP-SEP-CMA-ES ros noisy 55 (403)3.2 (7)3.6 (4)2.3 (1)2.5 (0.5)2.4 (1)3.5 (2)6/15
MA-LS-CHAIN molina noisy 1.4 (2)1.6 (3)2.6 (0.8)2.8 (2)2.7 (0.8)3.8 (2)4e40/15
MCS huyer noisy 1.0 (2)1.7 (1)84 (125)5e40/15
ONEFIFTH auger noisy 11 (1)8.4 (6)50 (23)1291 (842)5555 (1e4)3e60/15
PSO Bounds el-abd noisy 2.1 (1)131 (421)116 (128)67 (69)50 (51)45 (50)72 (95)2/15
PSO el-abd noisy 1.1 (1)1.0 (0.9)27 (1)29 (53)26 (30)28 (35)51 (84)1/15
RANDOMSEARCH auger noisy 0.97 (1)6.7 (9)1030 (2220)3e60/15
SNOBFIT huyer noisy 2.2 (2)3.0 (3)5.6 (10)17 (14)10 (9)50360/15
VNS garcia-martinez noisy 1.8 (1)8.9 (36)9.4 (11)9.0 (12)11 (6)156 (112)2553 (2230)3/15
iAMALGAM bosman noisy 1.5 (1)5.1 (7)12 (13)10 (9)6.9 (4)6.9 (6)6.9 (5)15/15

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
ALPS hornby noisy 1.2 (0.8)1.2 (0.8)4.0 (3)217 (169)5e60/15
AMALGAM bosman noisy 2.7 (4)32 (7)21 (23)416 (344)3e60/15
BAYEDA gallagher noisy 2.4 (3)55 (67)60000/15
BFGS ros noisy 27 (31)23 (34)25680/15
BIPOP-CMA-ES hansen noisy 32 (54)1.4 (2)1 (0.9)1 (0.5)1.00 (0.6)1.0 (0.6)1.00 (0.5)15/15
CMA-ESPLUSSEL auger noisy 29 (104)8.5 (8)3e40/15
DASA korosec noisy 292 (448)88 (85)1707 (1957)3e60/15
DE-PSO garcia-nieto noisy 1.3 (0.9)5.5 (7)60400/15
EDA-PSO el-abd noisy 2.5 (1)2.2 (4)17 (19)3e50/15
FULLNEWUOA ros noisy 141 (201)47 (29)2e40/15
GLOBAL pal noisy 1.2 (0.8)1.2 (1)42100/15
IPOP-SEP-CMA-ES ros noisy 14 (8)9.1 (8)3e40/15
MA-LS-CHAIN molina noisy 1.7 (2)1.1 (0.5)7.2 (10)4e40/15
MCS huyer noisy 4.1 (11)3.2 (5)5e40/15
ONEFIFTH auger noisy 35 (38)6.6 (10)111 (65)3e60/15
PSO Bounds el-abd noisy 2.0 (2)15 (49)20 (26)3e50/15
PSO el-abd noisy 2.3 (0.7)31 (0.4)22 (35)88 (188)3e50/15
RANDOMSEARCH auger noisy 1.8 (3)1.0 (1)94 (83)3e60/15
SNOBFIT huyer noisy 1.8 (0.7)1.7 (2)50360/15
VNS garcia-martinez noisy 2.1 (2)11 (17)31 (20)569 (409)2138 (867)3e70/15
iAMALGAM bosman noisy 0.99 (1)18 (21)30 (77)153 (287)3e60/15

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
ALPS hornby noisy 1.8 (2)4.7 (2)27 (30)2.1e4 (1e4)5e60/15
AMALGAM bosman noisy 1.8 (0.9)1.00 (2)4.0 (6)4.8 (5)10 (10)54 (29)156 (173)12/15
BAYEDA gallagher noisy 2.5 (2)1.4 (0.9)2.9 (3)1.9 (2)60000/15
BFGS ros noisy 85 (93)81 (108)99560/15
BIPOP-CMA-ES hansen noisy 2.3 (1)1.5 (0.2)1.0 (0.9)1.2 (0.6)1.3 (0.9)1.3 (0.6)2.3 (2)15/15
CMA-ESPLUSSEL auger noisy 15 (25)4.1 (8)34 (19)3e40/15
DASA korosec noisy 295 (411)252 (349)4.1e4 (4e4)3e60/15
DE-PSO garcia-nieto noisy 3.4 (5)2.2 (1.0)4.0 (1)60400/15
EDA-PSO el-abd noisy 1.8 (2)1.4 (1)225 (279)3e50/15
FULLNEWUOA ros noisy 10 (25)2.6 (3)17 (16)2e40/15
GLOBAL pal noisy 1.7 (2)3.6 (3)18700/15
IPOP-SEP-CMA-ES ros noisy 3.9 (3)3.4 (5)1.1 (0.5)1 (1)1.00 (0.8)1.00 (0.4)1.0 (0.2)14/15
MA-LS-CHAIN molina noisy 2.1 (2)1.5 (2)2.7 (2)58 (71)89 (43)4e40/15
MCS huyer noisy 0.90 (0.8)6.6 (13)170 (372)5e40/15
ONEFIFTH auger noisy 9.3 (23)2.6 (1)29 (30)1877 (1977)3e60/15
PSO Bounds el-abd noisy 2.1 (2)3.9 (6)730 (1809)3e50/15
PSO el-abd noisy 1.9 (1)1.6 (1)359 (554)3e50/15
RANDOMSEARCH auger noisy 3.0 (2)11 (11)4459 (9141)3e60/15
SNOBFIT huyer noisy 1.8 (2)1.7 (2)76 (126)50360/15
VNS garcia-martinez noisy 2.6 (2)1.1 (0.1)4.0 (0.3)14 (16)12 (13)263 (261)888 (999)12/15
iAMALGAM bosman noisy 2.0 (2)3.8 (0.2)11 (4)11 (8)19 (16)107 (128)184 (146)10/15

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
ALPS hornby noisy 1.1 (0)9.5 (4)520 (510)1.00 (1.0)1.4 (2)1.7 (0.8)2.7 (4)15/15
AMALGAM bosman noisy 1.2 (0.5)6.7 (8)103 (111)3.8 (5)2.9 (3)2.0 (2)1.9 (2)15/15
BAYEDA gallagher noisy 1 (0)10 (12)314 (203)2.0 (2)60000/15
BFGS ros noisy 6.3 (1)174 (280)1.2e4 (6969)1e40/15
BIPOP-CMA-ES hansen noisy 1.1 (0)9.3 (11)592 (90)1.6 (2)1.0 (0.9)1.00 (0.8)1.0 (1)15/15
CMA-ESPLUSSEL auger noisy 1.3 (0.2)76 (9)773 (626)3.4 (2)5.2 (5)12 (7)3e40/15
DASA korosec noisy 14 (0)1900 (1450)1.4e4 (1e4)120 (137)327 (437)990 (439)3e60/15
DE-PSO garcia-nieto noisy 1.6 (0.8)11 (24)537 (398)1.7 (2)3.6 (6)60400/15
EDA-PSO el-abd noisy 1.2 (0.5)10 (14)277 (366)2.3 (4)4.0 (5)20 (28)52 (36)2/15
FULLNEWUOA ros noisy 2.1 (2)11 (4)279 (316)1.1 (1)3.7 (3)2e40/15
GLOBAL pal noisy 1.2 (0)8.3 (6)418 (304)1.7 (2)2.2 (3)38810/15
IPOP-SEP-CMA-ES ros noisy 1 (0)11 (3)511 (204)3.1 (5)18 (23)12 (16)3e40/15
MA-LS-CHAIN molina noisy 1.1 (0.2)7.8 (7)236 (112)1.3 (0.3)1.2 (0.6)2.8 (3)5.7 (2)2/15
MCS huyer noisy 1 (0)1 (0)1 (0)★41.6 (1)5e40/15
ONEFIFTH auger noisy 2.1 (4)68 (121)725 (969)3.0 (3)7.9 (4)30 (43)244 (184)3/15
PSO Bounds el-abd noisy 1.1 (0)9.1 (10)745 (1698)8.6 (20)6.3 (9)11 (19)34 (22)3/15
PSO el-abd noisy 1.2 (0.5)16 (20)443 (350)8.8 (8)36 (69)55 (54)52 (49)2/15
RANDOMSEARCH auger noisy 1 (0)12 (9)705 (600)15 (23)51 (54)3e60/15
SNOBFIT huyer noisy 1.3 (0.5)15 (15)348 (223)2.1 (3)50360/15
VNS garcia-martinez noisy 1.4 (0.5)23 (17)232 (189)4.5 (4)5.9 (3)11 (6)22 (31)15/15
iAMALGAM bosman noisy 1.1 (0)7.7 (4)1529 (5132)5.9 (7)6.3 (12)7.0 (5)7.4 (9)15/15

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
ALPS hornby noisy 1.1 (0.2)8.0 (8)650 (593)1.3 (1)3.4 (2)2.3 (2)5.7 (5)7/15
AMALGAM bosman noisy 1.3 (1)8.0 (10)4795 (9606)4.2 (2)6.4 (4)67 (37)3e60/15
BAYEDA gallagher noisy 1.3 (0.2)12 (7)5691 (1e4)6.3 (5)60000/15
BFGS ros noisy 3.9 (22)67 (132)5165 (8084)28000/15
BIPOP-CMA-ES hansen noisy 1 (0)16 (37)973 (864)1.0 (1)1.0 (0.6)1.00 (1)1.00 (0.7)15/15
CMA-ESPLUSSEL auger noisy 1 (0)156 (186)1509 (1596)4.7 (6)3e40/15
DASA korosec noisy 9.3 (0)664 (1071)2.6e4 (1e4)129 (145)3e60/15
DE-PSO garcia-nieto noisy 1.3 (0.8)12 (6)1506 (1151)3.3 (2)60400/15
EDA-PSO el-abd noisy 1.2 (0)10 (6)907 (1248)4.4 (12)8.5 (10)3e50/15
FULLNEWUOA ros noisy 16 (2)245 (269)1.1e4 (2e4)2e40/15
GLOBAL pal noisy 1.1 (0.5)7.9 (10)520 (274)38220/15
IPOP-SEP-CMA-ES ros noisy 1 (0)8.9 (16)3200 (2616)5.7 (5)4.0 (5)3e40/15
MA-LS-CHAIN molina noisy 1.1 (0.5)8.9 (7)267 (398)1.0 (0.6)5.9 (6)4e40/15
MCS huyer noisy 1 (0)1 (0)1 (0)★45.1 (5)5e40/15
ONEFIFTH auger noisy 1.3 (0.2)68 (103)1369 (813)5.0 (9)17 (10)72 (64)3e60/15
PSO Bounds el-abd noisy 1.1 (0.5)12 (15)4.6e4 (8e4)13 (30)8.3 (19)7.2 (6)3e50/15
PSO el-abd noisy 1.3 (0.5)6.5 (8)762 (2474)5.7 (4)38 (60)3e50/15
RANDOMSEARCH auger noisy 1 (0)6.5 (6)648 (934)4.6 (4)20 (16)71 (70)3e60/15
SNOBFIT huyer noisy 1.1 (0.5)13 (18)1058 (1875)1.6 (2)50360/15
VNS garcia-martinez noisy 1.4 (0.5)23 (17)8186 (1e4)10 (6)19 (34)23 (28)126 (91)1/15
iAMALGAM bosman noisy 1 (0)16 (5)3598 (7574)3.2 (4)12 (11)33 (14)45 (31)1/15

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
ALPS hornby noisy 1 (0)13 (5)488 (353)8.1 (6)19 (20)768 (1020)5e60/15
AMALGAM bosman noisy 1.2 (0)8.9 (11)144 (129)10 (8)4.3 (4)13 (10)26 (17)14/15
BAYEDA gallagher noisy 1.3 (0.5)10 (22)226 (161)1.0 (0.5)2.3 (4)60000/15
BFGS ros noisy 1 (0)188 (162)5140 (7656)97480/15
BIPOP-CMA-ES hansen noisy 1 (0)8.9 (7)117 (99)1.3 (0.5)1.00 (3)1.5 (0.9)1.5 (2)15/15
CMA-ESPLUSSEL auger noisy 1.5 (2)11 (21)923 (458)20 (21)3e40/15
DASA korosec noisy 20 (0)874 (1362)2.3e4 (3e4)559 (799)920 (803)3e60/15
DE-PSO garcia-nieto noisy 1.5 (0.5)11 (12)308 (293)3.5 (5)2.3 (2)60400/15
EDA-PSO el-abd noisy 1.5 (1)9.0 (6)544 (687)29 (68)55 (47)3e50/15
FULLNEWUOA ros noisy 1.7 (2)13 (8)274 (358)2.4 (2)2.0 (3)2e40/15
GLOBAL pal noisy 1.3 (0.8)7.7 (8)642 (304)14 (14)36400/15
IPOP-SEP-CMA-ES ros noisy 1.1 (0)10 (12)416 (2406)3.0 (3)1.0 (0.7)1.0 (0.7)1.00 (0.9)8/15
MA-LS-CHAIN molina noisy 1.1 (0.2)8.9 (6)147 (162)3.2 (3)8.3 (8)4e40/15
MCS huyer noisy 1 (0)1 (0)★21 (0)★47.3 (11)5e40/15
ONEFIFTH auger noisy 1.1 (0)48 (142)1025 (987)12 (9)27 (17)463 (804)3e60/15
PSO Bounds el-abd noisy 1.3 (0.8)10 (12)2.2e4 (8e4)58 (104)35 (39)3e50/15
PSO el-abd noisy 1.1 (0.2)12 (27)1403 (3550)36 (38)3e50/15
RANDOMSEARCH auger noisy 1.1 (0.2)13 (16)593 (640)20 (7)61 (75)452 (447)3e60/15
SNOBFIT huyer noisy 1.3 (0.5)8.9 (8)898 (376)4.7 (5)50360/15
VNS garcia-martinez noisy 1.4 (0.5)23 (17)292 (32)20 (22)12 (17)23 (27)24 (28)15/15
iAMALGAM bosman noisy 1.2 (0.5)11 (6)2257 (136)10 (8)11 (7)28 (22)60 (90)9/15

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
ALPS hornby noisy 1.2 (1)1.00 (0.6)1.1 (0.4)1.5 (2)1.8 (1.0)2.1 (1)1.8 (0.4)15/15
AMALGAM bosman noisy 1.3 (0.8)7.9 (17)21 (41)19 (30)13 (21)10 (17)6.1 (4)15/15
BAYEDA gallagher noisy 1.4 (0.7)3.0 (0.9)7.1 (8)33 (24)47 (49)60000/15
BFGS ros noisy 51 (104)36 (41)55 (71)88600/15
BIPOP-CMA-ES hansen noisy 2.1 (3)11 (2)14 (25)15 (10)11 (15)7.7 (16)4.9 (9)15/15
CMA-ESPLUSSEL auger noisy 1.3 (2)3.0 (5)2.3 (3)3.1 (4)2.9 (2)4.7 (2)3.9 (4)12/15
DASA korosec noisy 73 (294)90 (158)103 (62)135 (296)165 (188)343 (399)960 (1107)0/15
DE-PSO garcia-nieto noisy 1.5 (2)3.9 (5)4.0 (11)3.7 (8)2.7 (3)2.1 (2)1.4 (2)9/15
EDA-PSO el-abd noisy 1.4 (2)52 (3)43 (3)37 (169)26 (1.0)20 (56)13 (35)13/15
FULLNEWUOA ros noisy 9.2 (9)5.9 (4)4.1 (3)6.1 (5)4.5 (6)6.2 (8)35 (38)2/15
GLOBAL pal noisy 1.3 (2)1.1 (1)1.0 (2)1.00 (3)1.00 (1)1.00 (1)1.00 (2)6/15
IPOP-SEP-CMA-ES ros noisy 2.6 (3)8.4 (11)13 (30)11 (12)8.1 (6)6.1 (6)4.8 (5)11/15
MA-LS-CHAIN molina noisy 0.92 (1)1.1 (3)1.8 (3)2.5 (3)2.1 (0.9)2.0 (1)1.3 (0.3)15/15
MCS huyer noisy 4.4 (5)1.4 (0.8)1.3 (0.8)3.9 (2)5.5 (4)59 (56)5e40/15
ONEFIFTH auger noisy 3.7 (2)5.6 (6)3.7 (3)4.1 (4)3.9 (2)3.2 (3)5.3 (7)15/15
PSO Bounds el-abd noisy 1.3 (2)110 (352)68 (133)58 (59)41 (78)30 (56)20 (35)12/15
PSO el-abd noisy 1.5 (2)110 (530)76 (214)67 (167)47 (18)34 (61)22 (91)12/15
RANDOMSEARCH auger noisy 2.0 (1)1.0 (1)2.5 (4)18 (27)49 (82)1196 (1436)3e60/15
SNOBFIT huyer noisy 1.8 (3)2.0 (2)1.5 (1)2.3 (1)2.6 (2)3.1 (2)8.3 (13)2/15
VNS garcia-martinez noisy 2.1 (3)29 (39)26 (12)22 (11)15 (11)11 (8)7.1 (3)15/15
iAMALGAM bosman noisy 1.9 (1)22 (26)23 (35)21 (10)17 (17)12 (15)7.6 (9)15/15

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
ALPS hornby noisy 0.96 (0.9)2.4 (3)1.00 (1)1.1 (0.9)1.4 (0.3)1.00 (0.3)1.00 (0.5)15/15
AMALGAM bosman noisy 1.4 (2)38 (53)18 (11)22 (28)24 (18)14 (15)10 (17)15/15
BAYEDA gallagher noisy 1.7 (2)15 (37)25 (26)60000/15
BFGS ros noisy 25 (17)9.1 (5)5.4 (5)26120/15
BIPOP-CMA-ES hansen noisy 3.1 (3)5.8 (3)1.8 (2)1.1 (2)1.0 (0.7)3.5 (11)2.7 (8)15/15
CMA-ESPLUSSEL auger noisy 2.8 (4)16 (11)4.1 (9)7.5 (8)8.5 (14)3e40/15
DASA korosec noisy 90 (177)158 (239)91 (78)86 (92)143 (188)639 (621)3e60/15
DE-PSO garcia-nieto noisy 2.0 (2)3.8 (5)3.3 (3)5.4 (3)60400/15
EDA-PSO el-abd noisy 1.4 (1)1.8 (2)17 (45)18 (13)18 (5)12 (6)9.3 (13)8/15
FULLNEWUOA ros noisy 142 (213)44 (21)16 (31)18 (29)12 (16)2e40/15
GLOBAL pal noisy 1.1 (1)1.6 (2)1.2 (0.9)2.5 (3)42430/15
IPOP-SEP-CMA-ES ros noisy 2.7 (5)25 (15)10 (13)9.4 (16)6.7 (10)7.1 (9)11 (10)0/15
MA-LS-CHAIN molina noisy 1.6 (2)1.00 (2)1.8 (3)1.6 (3)1.7 (3)1.9 (2)2.5 (3)6/15
MCS huyer noisy 6.0 (5)3.3 (2)2.1 (4)4.1 (3)10 (14)25 (21)5e40/15
ONEFIFTH auger noisy 6.9 (15)6.2 (9)3.1 (3)3.1 (4)5.0 (7)31 (36)199 (246)4/15
PSO Bounds el-abd noisy 1.7 (2)133 (218)60 (111)44 (57)31 (58)17 (22)13 (10)6/15
PSO el-abd noisy 1.7 (2)148 (207)61 (91)51 (81)41 (39)23 (28)22 (33)4/15
RANDOMSEARCH auger noisy 1.6 (1)1.6 (2)1.1 (0.9)1.7 (2)6.8 (4)146 (126)1091 (740)1/15
SNOBFIT huyer noisy 3.1 (4)2.7 (4)1.1 (0.8)1.00 (1.0)1.9 (1)1.2 (1)50360/15
VNS garcia-martinez noisy 2.5 (3)40 (32)11 (7)9.5 (8)8.8 (10)4.8 (5)4.5 (4)15/15
iAMALGAM bosman noisy 1.6 (1)56 (64)7.5 (9)5.8 (9)7.8 (17)6.0 (3)7.1 (4)15/15

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
ALPS hornby noisy 0.98 (1)2.4 (5)2.5 (2)4.1 (7)4.3 (5)9.0 (11)183 (333)3/15
AMALGAM bosman noisy 1.3 (1)92 (248)135 (158)110 (85)69 (79)10 (11)11 (5)15/15
BAYEDA gallagher noisy 1.3 (0.7)5.7 (8)33 (27)27 (31)17 (22)7.2 (5)6.2 (9)1/15
BFGS ros noisy 31 (42)33 (32)63 (40)1e40/15
BIPOP-CMA-ES hansen noisy 1.8 (0.9)24 (21)44 (99)44 (142)46 (14)5.9 (2)4.9 (5)15/15
CMA-ESPLUSSEL auger noisy 2.0 (3)6.0 (5)7.0 (4)8.8 (6)15 (21)8.3 (10)30 (28)1/15
DASA korosec noisy 38 (112)128 (132)235 (259)743 (775)793 (376)1532 (1362)3e60/15
DE-PSO garcia-nieto noisy 1.3 (0.7)6.1 (13)5.6 (9)8.0 (6)6.3 (5)1.7 (2)60400/15
EDA-PSO el-abd noisy 1.6 (2)1.4 (2)5.6 (13)37 (21)97 (120)179 (208)3e50/15
FULLNEWUOA ros noisy 2.1 (2)4.1 (6)6.4 (9)5.5 (4)7.7 (10)7.0 (5)2e40/15
GLOBAL pal noisy 1.2 (0.5)1 (0.7)1.0 (0.6)1.00 (0.9)1.00 (0.7)1.0 (2)2.6 (3)1/15
IPOP-SEP-CMA-ES ros noisy 1.8 (2)5.0 (12)23 (32)15 (19)9.2 (15)1.2 (2)1.00 (1)12/15
MA-LS-CHAIN molina noisy 2.1 (3)9.3 (52)10 (25)7.1 (15)6.8 (16)1 (2)1.7 (2)11/15
MCS huyer noisy 2.7 (2)3.9 (7)7.5 (6)10 (14)19 (26)62 (92)5e40/15
ONEFIFTH auger noisy 2.6 (2)3.7 (3)2.8 (2)4.9 (2)5.2 (3)7.0 (9)145 (141)6/15
PSO Bounds el-abd noisy 1.7 (2)95 (3)390 (875)293 (335)236 (249)165 (226)145 (174)0/15
PSO el-abd noisy 1.4 (2)5.8 (7)152 (296)128 (166)115 (164)104 (84)298 (209)0/15
RANDOMSEARCH auger noisy 1.2 (1)2.1 (5)4.4 (4)15 (28)62 (98)303 (261)3024 (1098)0/15
SNOBFIT huyer noisy 1.3 (0.7)4.6 (3)5.8 (11)12 (15)15 (12)50360/15
VNS garcia-martinez noisy 2.1 (2)83 (104)102 (205)61 (72)52 (88)10 (6)9.5 (26)15/15
iAMALGAM bosman noisy 0.92 (0.8)54 (4)74 (157)60 (37)47 (67)9.0 (4)11 (15)15/15

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
ALPS hornby noisy 12 (11)42 (18)76 (18)119 (17)125 (13)178 (21)224 (15)15/15
AMALGAM bosman noisy 5.2 (4)5.6 (2)10 (2)13 (4)13 (3)18 (2)21 (2)15/15
BAYEDA gallagher noisy 6.2 (4)23 (10)64 (10)89 (255)118 (204)123 (113)126 (136)10/15
BFGS ros noisy 742 (1867)2e40/15
BIPOP-CMA-ES hansen noisy 3.2 (3)3.1 (1)4.6 (1)6.0 (0.7)6.1 (0.7)8.0 (0.5)10 (0.8)15/15
CMA-ESPLUSSEL auger noisy 2.9 (2)2.0 (0.9)2.6 (0.4)3.2 (0.5)3.2 (0.6)4.3 (0.6)5.3 (0.4)15/15
DASA korosec noisy 19 (15)15 (8)18 (6)21 (4)23 (5)27 (7)32 (5)15/15
DE-PSO garcia-nieto noisy 7.5 (4)11 (3)16 (3)21 (3)23 (4)31 (2)38 (5)15/15
EDA-PSO el-abd noisy 4.1 (4)8.0 (4)102 (33)268 (60)318 (51)486 (61)625 (58)15/15
FULLNEWUOA ros noisy 3.3 (0.4)1.3 (0.3)1.3 (0.1)1.2 (0.2)1.00 (0.2)1 (0.1)★31.00 (0.1)★415/15
GLOBAL pal noisy 11 (6)8.1 (0.3)7.7 (0.4)7.4 (0.3)6.1 (0.2)6.2 (0.6)6.4 (0.5)14/15
IPOP-SEP-CMA-ES ros noisy 4.2 (3)3.0 (1)4.1 (1)4.9 (1)5.1 (0.9)6.4 (0.4)7.7 (0.8)15/15
MA-LS-CHAIN molina noisy 6.9 (3)7.5 (1)13 (3)15 (2)15 (4)20 (5)23 (2)15/15
MCS huyer noisy 1 (0.1)1.00 (2)70 (115)166 (362)920 (638)5e40/15
ONEFIFTH auger noisy 2.9 (2)1.8 (0.6)2.4 (0.4)3.0 (0.6)3.1 (0.7)3.8 (0.7)4.5 (0.6)15/15
PSO Bounds el-abd noisy 4.9 (4)13 (4)53 (14)114 (32)142 (71)218 (35)328 (114)15/15
PSO el-abd noisy 4.2 (4)7.8 (4)17 (6)29 (6)36 (5)57 (5)76 (5)15/15
RANDOMSEARCH auger noisy 10 (10)460 (607)1.9e5 (1e5)5e60/15
SNOBFIT huyer noisy 2.0 (2)1.1 (0.5)1.0 (0.3)1 (0.2)1.1 (0.2)1.5 (0.3)1.8 (0.2)15/15
VNS garcia-martinez noisy 7.4 (8)6.8 (1)7.5 (0.8)8.2 (1)7.9 (1.0)9.1 (1)11 (0.8)15/15
iAMALGAM bosman noisy 3.3 (2)3.4 (1.0)5.1 (0.6)6.8 (0.8)7.1 (0.7)10 (0.9)12 (1)15/15

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
ALPS hornby noisy 6.6 (8)51 (20)73 (8)92 (10)107 (9)148 (15)173 (12)15/15
AMALGAM bosman noisy 5.7 (9)6.0 (3)7.6 (3)8.7 (2)10 (2)13 (3)15 (3)15/15
BAYEDA gallagher noisy 12 (6)23 (10)59 (108)114 (448)124 (72)117 (58)133 (125)8/15
BFGS ros noisy 898 (2584)2e40/15
BIPOP-CMA-ES hansen noisy 2.8 (2)3.1 (1.0)4.0 (0.6)4.3 (0.4)5.1 (0.3)6.3 (0.5)7.2 (0.5)15/15
CMA-ESPLUSSEL auger noisy 2.6 (2)2.4 (0.4)2.5 (0.5)2.6 (0.4)3.1 (0.4)3.7 (0.4)4.2 (0.4)15/15
DASA korosec noisy 42 (16)23 (16)22 (12)23 (7)26 (12)32 (11)38 (13)15/15
DE-PSO garcia-nieto noisy 7.8 (7)9.0 (4)13 (3)15 (2)18 (4)24 (4)28 (4)15/15
EDA-PSO el-abd noisy 4.9 (0.8)8.4 (3)96 (71)180 (65)270 (67)385 (39)473 (44)15/15
FULLNEWUOA ros noisy 3.3 (0.9)1.4 (0.1)1.2 (0.2)1 (0.1)1.0 (0.2)1.00 (0.2)★31.00 (0.2)★415/15
GLOBAL pal noisy 8.2 (10)9.0 (0.4)6.8 (0.2)5.5 (0.2)5.3 (0.2)5.0 (0.1)5.1 (0.2)13/15
IPOP-SEP-CMA-ES ros noisy 3.2 (2)2.9 (1)3.2 (0.4)3.6 (0.5)4.1 (0.6)5.0 (0.5)5.7 (0.5)15/15
MA-LS-CHAIN molina noisy 7.0 (4)8.3 (3)12 (6)12 (4)13 (6)16 (5)17 (2)15/15
MCS huyer noisy 1.0 (0.1)1.0 (1)118 (151)501 (975)9724 (8682)5e40/15
ONEFIFTH auger noisy 2.9 (1)2.2 (0.7)2.2 (0.5)2.3 (0.5)2.7 (0.3)3.2 (0.6)3.9 (0.5)15/15
PSO Bounds el-abd noisy 4.1 (4)15 (11)48 (13)82 (18)116 (37)177 (63)245 (61)15/15
PSO el-abd noisy 4.0 (2)11 (8)15 (5)23 (8)31 (6)45 (7)55 (4)15/15
RANDOMSEARCH auger noisy 4.2 (3)437 (341)1.7e5 (1e5)5e60/15
SNOBFIT huyer noisy 2.0 (2)1.2 (0.6)1.0 (0.3)1.0 (0.2)1.3 (0.3)1.7 (0.4)2.1 (0.4)15/15
VNS garcia-martinez noisy 7.1 (6)6.7 (1)6.1 (1)6.2 (0.6)6.7 (1)7.5 (0.7)8.1 (1)15/15
iAMALGAM bosman noisy 2.8 (1)2.8 (1)4.2 (0.9)4.9 (0.5)6.1 (0.7)7.4 (0.5)8.5 (0.3)15/15

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
ALPS hornby noisy 8.1 (18)60 (13)120 (22)185 (31)242 (47)5e60/15
AMALGAM bosman noisy 5.0 (2)6.9 (2)12 (3)17 (5)22 (4)353 (454)406 (394)15/15
BAYEDA gallagher noisy 12 (21)59 (108)133 (177)357 (341)364 (640)435 (283)143 (152)7/15
BFGS ros noisy 7.5 (7)4.1 (3)3.8 (11)3.8 (7)3.7 (7)3.3 (5)1 (2)15/15
BIPOP-CMA-ES hansen noisy 3.5 (4)4.7 (1)7.3 (2)10 (0.9)13 (1)17 (2)6.9 (0.9)15/15
CMA-ESPLUSSEL auger noisy 2.4 (2)2.5 (1)4.2 (0.9)6.8 (1)29 (33)361 (230)1126 (1064)3/15
DASA korosec noisy 16 (5)19 (8)67 (112)423 (553)2696 (1531)1.7e6 (4e6)4e60/15
DE-PSO garcia-nieto noisy 12 (11)14 (5)25 (6)40 (12)71 (14)407 (188)1e40/15
EDA-PSO el-abd noisy 4.2 (3)10 (4)120 (81)463 (86)1094 (892)5e50/15
FULLNEWUOA ros noisy 2.8 (1)1.6 (0.2)1.8 (0.3)1.8 (0.2)2.6 (0.2)2.4 (0.3)4.8 (5)15/15
GLOBAL pal noisy 6.4 (9)11 (0.3)11 (0.3)12 (0.3)16 (11)38 (28)33 (53)3/15
IPOP-SEP-CMA-ES ros noisy 3.4 (3)3.9 (1.0)5.9 (1)8.0 (2)10 (1)14 (3)5.7 (1)15/15
MA-LS-CHAIN molina noisy 6.0 (5)11 (2)19 (3)26 (4)33 (12)49 (17)22 (11)15/15
MCS huyer noisy 1 (0.1)0.99 (1)101 (84)101 (167)130 (162)134 (143)232 (239)12/15
ONEFIFTH auger noisy 3.0 (3)2.4 (0.5)3.6 (0.7)5.2 (2)27 (16)528 (1057)3654 (3084)13/15
PSO Bounds el-abd noisy 4.2 (4)18 (10)85 (53)2812 (8337)1.5e4 (8093)5e50/15
PSO el-abd noisy 3.5 (1)8.2 (3)26 (12)100 (53)1433 (647)5e50/15
RANDOMSEARCH auger noisy 6.2 (4)822 (473)2.9e5 (2e5)5e60/15
SNOBFIT huyer noisy 1.6 (1)1.0 (0.2)0.99 (0.5)0.99 (0.4)1.0 (0.4)1.00 (0.4)3.5 (11)14/15
VNS garcia-martinez noisy 7.5 (6)8.5 (1)11 (1)13 (3)16 (2)20 (3)7.9 (1)15/15
iAMALGAM bosman noisy 2.7 (1)4.5 (2)7.5 (2)12 (2)55 (51)380 (251)696 (403)15/15

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
ALPS hornby noisy 18 (5)18 (17)29 (19)37 (13)40 (17)48 (22)71 (34)15/15
AMALGAM bosman noisy 2.1 (0.4)3.6 (9)2.8 (0.5)2.6 (9)2.5 (8)2.4 (0.6)2.3 (0.5)15/15
BAYEDA gallagher noisy 21 (16)184 (149)1e40/15
BFGS ros noisy 78780/15
BIPOP-CMA-ES hansen noisy 1.4 (0.2)1.9 (0.3)2.0 (0.3)2.0 (0.2)2.0 (0.2)1.9 (0.5)1.8 (0.5)15/15
CMA-ESPLUSSEL auger noisy 1.0 (2)3.7 (3)4.1 (5)4.8 (6)4.4 (2)3.9 (3)3.5 (3)15/15
DASA korosec noisy 11 (19)35 (60)46 (51)88 (146)186 (140)3164 (1343)1.5e4 (1e4)1/15
DE-PSO garcia-nieto noisy 4.5 (2)10 (11)55 (66)1e40/15
EDA-PSO el-abd noisy 32 (21)39 (8)53 (5)72 (6)93 (10)128 (7)157 (5)15/15
FULLNEWUOA ros noisy 1.1 (3)1.8 (2)1.7 (1)1.4 (2)1.4 (2)1.3 (2)1.2 (2)15/15
GLOBAL pal noisy 2.2 (0.3)2.0 (2)3.4 (2)3.7 (3)3.3 (5)2.9 (2)2.6 (1)3/15
IPOP-SEP-CMA-ES ros noisy 5.4 (0.2)14 (10)8.7 (6)7.7 (6)7.0 (4)6.1 (4)5.5 (3)15/15
MA-LS-CHAIN molina noisy 3.6 (0.5)7.1 (6)5.1 (0.6)4.7 (3)4.4 (3)4.1 (3)3.8 (3)15/15
MCS huyer noisy 1.5 (0.5)923 (728)5e40/15
ONEFIFTH auger noisy 1.1 (0.1)4.3 (3)12 (12)25 (31)63 (88)981 (1577)9878 (1e4)0/15
PSO Bounds el-abd noisy 17 (11)2600 (5657)5447 (5633)5e50/15
PSO el-abd noisy 5.7 (1)171 (1294)190 (124)1494 (2004)5e50/15
RANDOMSEARCH auger noisy 9055 (1e4)5e60/15
SNOBFIT huyer noisy 1.3 (0.5)91 (66)50010/15
VNS garcia-martinez noisy 2.0 (0.6)7.4 (11)5.6 (6)5.9 (0.2)11 (38)10 (4)9.0 (26)15/15
iAMALGAM bosman noisy 1.5 (0.4)1.0 (0.7)1.00 (0.3)1.00 (0.3)1.0 (0.2)1.0 (0.3)1.0 (0.2)15/15

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
ALPS hornby noisy 22 (5)7.0 (2)5.1 (2)4.6 (3)6.0 (2)9.4 (5)17 (3)15/15
AMALGAM bosman noisy 2.4 (1)11 (14)3.3 (4)1.8 (2)1.8 (2)1.7 (2)1.7 (2)15/15
BAYEDA gallagher noisy 28 (46)1e40/15
BFGS ros noisy 72240/15
BIPOP-CMA-ES hansen noisy 1.7 (0.4)3.7 (3)1.7 (0.5)1.00 (0.5)1.0 (0.3)1.0 (0.6)1.0 (0.3)15/15
CMA-ESPLUSSEL auger noisy 1.5 (2)4.4 (2)4.1 (3)11 (8)34 (77)5e40/15
DASA korosec noisy 17 (13)16 (13)12 (9)22 (41)101 (84)702 (1144)6622 (9039)0/15
DE-PSO garcia-nieto noisy 5.3 (2)16 (18)14 (21)1e40/15
EDA-PSO el-abd noisy 40 (23)20 (4)13 (2)12 (1.0)18 (2)31 (5)5e50/15
FULLNEWUOA ros noisy 1.7 (4)1.6 (1)4.5 (3)9.3 (8)31 (39)5e40/15
GLOBAL pal noisy 2.2 (0.8)1.00 (2)1.0 (1)10140/15
IPOP-SEP-CMA-ES ros noisy 1.3 (0.2)18 (15)5.0 (7)2.6 (2)2.6 (2)2.5 (0.5)2.4 (2)14/15
MA-LS-CHAIN molina noisy 3.8 (0.6)58 (85)44 (25)33 (31)32 (29)31 (25)30 (40)5/15
MCS huyer noisy 1.6 (0.6)516 (792)5e40/15
ONEFIFTH auger noisy 1.00 (0.6)1.7 (1)1.3 (2)4.3 (5)16 (13)173 (192)6491 (3906)0/15
PSO Bounds el-abd noisy 15 (5)1398 (2002)1355 (628)701 (888)5e50/15
PSO el-abd noisy 6.4 (2)64 (177)629 (966)701 (375)5e50/15
RANDOMSEARCH auger noisy 1.4e4 (8162)5e60/15
SNOBFIT huyer noisy 2.5 (0.6)49 (71)14 (13)50010/15
VNS garcia-martinez noisy 27 (91)42 (55)31 (31)24 (27)26 (33)25 (28)24 (27)15/15
iAMALGAM bosman noisy 1.5 (0.4)8.0 (9)2.8 (3)1.5 (2)1.5 (0.8)1.5 (1)1.5 (0.7)15/15

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
ALPS hornby noisy 41 (5)20 (8)37 (29)107 (86)413 (538)5e60/15
AMALGAM bosman noisy 4.4 (0.7)8.8 (14)5.3 (6)11 (18)12 (18)28 (23)78 (35)15/15
BAYEDA gallagher noisy 44 (37)269 (373)136 (226)1e40/15
BFGS ros noisy 19 (17)54 (56)104 (196)207 (122)2e40/15
BIPOP-CMA-ES hansen noisy 3.3 (1)4.3 (5)3.2 (2)2.3 (0.3)1.6 (0.7)1.7 (0.6)1.7 (1)15/15
CMA-ESPLUSSEL auger noisy 2.1 (0.9)4.0 (2)8.6 (6)22 (8)85 (87)5e40/15
DASA korosec noisy 19 (29)31 (34)48 (47)321 (382)1.3e4 (1e4)5e60/15
DE-PSO garcia-nieto noisy 9.4 (3)35 (33)142 (261)1e40/15
EDA-PSO el-abd noisy 75 (55)58 (7)6734 (7024)5e50/15
FULLNEWUOA ros noisy 0.99 (0.6)1.00 (0.6)1.0 (2)1.7 (2)3.1 (4)18 (12)31 (22)5/15
GLOBAL pal noisy 3.9 (0.5)1.3 (0.9)1.0 (1.0)1 (0.8)1.4 (0.9)13 (10)21530/15
IPOP-SEP-CMA-ES ros noisy 2.2 (0.6)3.0 (1)2.1 (1)1.4 (0.4)1.0 (0.3)1.0 (0.3)1.0 (0.4)15/15
MA-LS-CHAIN molina noisy 6.3 (0.3)3.9 (2)3.7 (3)3.1 (4)2.8 (1)3.5 (3)4.5 (2)15/15
MCS huyer noisy 2.7 (1)1348 (733)5e40/15
ONEFIFTH auger noisy 1.4 (0.9)6.5 (7)17 (10)38 (56)259 (315)5e60/15
PSO Bounds el-abd noisy 29 (11)1910 (710)3114 (5117)5e50/15
PSO el-abd noisy 11 (4)363 (479)3099 (5953)5e50/15
RANDOMSEARCH auger noisy 1.3e4 (7283)5e60/15
SNOBFIT huyer noisy 2.5 (1)18 (26)20 (19)40 (54)50010/15
VNS garcia-martinez noisy 4.2 (2)11 (0.8)6.3 (18)7.7 (25)5.2 (0.1)4.9 (15)4.6 (14)15/15
iAMALGAM bosman noisy 2.5 (0.5)9.1 (15)10 (13)11 (8)13 (8)43 (54)138 (101)15/15

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
ALPS hornby noisy 2.7 (4)10 (3)12 (2)13 (3)13 (2)14 (2)15 (2)15/15
AMALGAM bosman noisy 1.7 (1)5.8 (33)18 (21)12 (13)11 (10)11 (8)11 (7)15/15
BAYEDA gallagher noisy 2.5 (7)6.7 (6)7.1 (3)7.7 (2)7.7 (2)27 (24)1e40/15
BFGS ros noisy 147 (107)1e40/15
BIPOP-CMA-ES hansen noisy 1.7 (2)1.00 (0.7)1.00 (0.1)1.00 (0.3)1.00 (0.3)1.0 (0.1)1.0 (0.2)15/15
CMA-ESPLUSSEL auger noisy 21 (30)42 (48)207 (246)5e40/15
DASA korosec noisy 593 (745)3024 (3454)3.6e4 (6e4)3e60/15
DE-PSO garcia-nieto noisy 3.2 (3)3.1 (2)3.6 (1)3.9 (1)3.7 (2)5.2 (2)5.4 (3)11/15
EDA-PSO el-abd noisy 1.6 (4)11 (6)20 (8)27 (3)29 (4)32 (3)34 (4)15/15
FULLNEWUOA ros noisy 85 (139)246 (267)1373 (1787)4e40/15
GLOBAL pal noisy 2.6 (2)12 (14)37070/15
IPOP-SEP-CMA-ES ros noisy 5.6 (2)10 (12)5.6 (12)11 (15)11 (9)9.5 (7)8.9 (4)15/15
MA-LS-CHAIN molina noisy 1.9 (2)5.0 (4)6.8 (2)6.9 (1)7.0 (0.7)6.0 (1)5.0 (1.0)15/15
MCS huyer noisy 3.8 (3)4.2 (3)72 (115)5e40/15
ONEFIFTH auger noisy 31 (39)58 (34)649 (997)6775 (5557)7.5e4 (4e4)5e60/15
PSO Bounds el-abd noisy 1.00 (0.6)5.4 (5)32 (5)67 (5)105 (148)83 (190)70 (80)13/15
PSO el-abd noisy 1.3 (2)2.6 (1)4.3 (3)4.8 (2)6.6 (6)10 (2)10 (5)15/15
RANDOMSEARCH auger noisy 4.5 (1)48 (38)1.3e4 (1e4)5e60/15
SNOBFIT huyer noisy 1.5 (2)13 (10)36 (24)53 (58)50010/15
VNS garcia-martinez noisy 2.7 (2)8.0 (0.6)6.3 (0.6)6.6 (13)10 (8)8.7 (14)9.1 (8)15/15
iAMALGAM bosman noisy 33 (235)31 (29)28 (35)26 (21)22 (20)22 (20)30 (13)15/15

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
ALPS hornby noisy 1.1 (1)1.00 (1.0)4.5 (6)13 (16)35 (40)1243 (1322)5e60/15
AMALGAM bosman noisy 75 (158)12 (14)17 (7)20 (6)31 (27)169 (240)454 (727)0/15
BAYEDA gallagher noisy 18 (29)1e40/15
BFGS ros noisy 56 (113)43380/15
BIPOP-CMA-ES hansen noisy 6.0 (11)1.0 (0.7)1.00 (0.6)1.00 (0.6)1.0 (0.5)1.0 (0.5)1.0 (0.2)15/15
CMA-ESPLUSSEL auger noisy 24 (23)15 (21)5e40/15
DASA korosec noisy 255 (373)460 (391)3e60/15
DE-PSO garcia-nieto noisy 2.3 (5)9.3 (5)1e40/15
EDA-PSO el-abd noisy 4.9 (23)11 (30)41 (25)295 (259)5e50/15
FULLNEWUOA ros noisy 77 (119)4e40/15
GLOBAL pal noisy 1.4 (4)3.6 (4)44290/15
IPOP-SEP-CMA-ES ros noisy 104 (206)6.7 (12)7.6 (9)10 (8)5e40/15
MA-LS-CHAIN molina noisy 1.3 (1)1.0 (1)3.9 (4)17 (14)1e50/15
MCS huyer noisy 15 (22)6.1 (7)51 (29)5e40/15
ONEFIFTH auger noisy 24 (37)30 (32)833 (1020)5e60/15
PSO Bounds el-abd noisy 413 (4)86 (171)96 (138)287 (274)229 (182)5e50/15
PSO el-abd noisy 415 (15)48 (50)71 (123)287 (172)5e50/15
RANDOMSEARCH auger noisy 1.00 (0.5)4.1 (4)477 (574)5e60/15
SNOBFIT huyer noisy 3.5 (4)6.5 (14)5.0 (9)50010/15
VNS garcia-martinez noisy 60 (2)11 (8)44 (34)445 (178)4916 (4945)3e70/15
iAMALGAM bosman noisy 125 (223)16 (22)26 (23)33 (28)42 (35)81 (86)212 (221)3/15

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
ALPS hornby noisy 5.2 (4)28 (5)42 (46)3532 (3819)5e60/15
AMALGAM bosman noisy 3.7 (4)3.4 (1)19 (75)20 (34)36 (28)71 (56)167 (179)15/15
BAYEDA gallagher noisy 8.6 (12)41 (93)24 (35)24 (47)22 (26)17 (21)19 (24)3/15
BFGS ros noisy 39 (44)13 (10)3.4 (3)2.5 (1)1.7 (3)1.1 (1)1.0 (1)15/15
BIPOP-CMA-ES hansen noisy 3.5 (2)2.2 (0.9)1.1 (0.6)1.00 (0.3)1.1 (0.3)1.1 (0.3)1.5 (0.2)15/15
CMA-ESPLUSSEL auger noisy 2.5 (2)6.5 (9)26 (39)428 (584)5e40/15
DASA korosec noisy 315 (339)2843 (5022)4.3e4 (6e4)4e60/15
DE-PSO garcia-nieto noisy 10 (6)6.7 (3)5.7 (4)25 (42)126 (162)1e40/15
EDA-PSO el-abd noisy 3.1 (2)4.9 (2)551 (2073)2.0e4 (1e4)5e50/15
FULLNEWUOA ros noisy 5.6 (0.8)5.0 (7)6.1 (9)13 (10)21 (23)22 (22)20 (25)12/15
GLOBAL pal noisy 8.1 (10)7.0 (3)5.1 (5)53 (40)35 (55)11360/15
IPOP-SEP-CMA-ES ros noisy 4.1 (5)2.3 (1)1.0 (0.4)1.1 (0.3)1 (0.3)1 (0.3)1.2 (0.2)15/15
MA-LS-CHAIN molina noisy 5.8 (6)5.9 (2)5.1 (2)12 (5)20 (15)72 (51)430 (311)1/15
MCS huyer noisy 1 (0.1)12 (22)22 (34)32 (50)121 (188)372 (372)344 (198)2/15
ONEFIFTH auger noisy 2.7 (2)5.4 (3)13 (8)295 (361)1.4e4 (1e4)5e60/15
PSO Bounds el-abd noisy 3.6 (3)643 (6591)2731 (2901)1.9e4 (2e4)5e50/15
PSO el-abd noisy 4.1 (3)130 (4)1409 (2315)2.0e4 (3e4)5e50/15
RANDOMSEARCH auger noisy 11 (11)319 (193)2.2e4 (8601)5e60/15
SNOBFIT huyer noisy 2.4 (0.8)1 (0.8)3.6 (6)16 (21)35 (35)50010/15
VNS garcia-martinez noisy 7.3 (7)4.2 (0.7)1.6 (0.2)1.5 (0.2)1.3 (0.2)1.3 (0.3)1.8 (0.4)15/15
iAMALGAM bosman noisy 2.6 (2)2.3 (0.5)16 (8)33 (77)65 (71)182 (100)405 (281)15/15

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
ALPS hornby noisy 4.4 (1)1.00 (0.8)1.0 (0.7)1.0 (1)1.8 (0.9)8.3 (4)38 (44)0/15
AMALGAM bosman noisy 4.7 (7)74 (148)83 (108)18 (25)17 (18)17 (10)17 (11)6/15
BAYEDA gallagher noisy 1.9 (0.4)1e40/15
BFGS ros noisy 48360/15
BIPOP-CMA-ES hansen noisy 1.00 (0.8)4.8 (5)3.7 (3)1.00 (0.9)1 (0.8)1.0 (0.5)1 (0.4)15/15
CMA-ESPLUSSEL auger noisy 20 (26)22 (26)5e40/15
DASA korosec noisy 3649 (4477)4e60/15
DE-PSO garcia-nieto noisy 1.7 (1)1.0 (2)1e40/15
EDA-PSO el-abd noisy 11 (2)221 (178)5e50/15
FULLNEWUOA ros noisy 144 (124)4e40/15
GLOBAL pal noisy 9.0 (14)21350/15
IPOP-SEP-CMA-ES ros noisy 2.9 (10)6.1 (12)5e40/15
MA-LS-CHAIN molina noisy 1.9 (0.7)11 (16)15 (11)1e50/15
MCS huyer noisy 8.3 (17)5e40/15
ONEFIFTH auger noisy 21 (17)33 (44)5e60/15
PSO Bounds el-abd noisy 42 (2)60 (60)59 (54)13 (14)5e50/15
PSO el-abd noisy 2.4 (4)30 (49)5e50/15
RANDOMSEARCH auger noisy 1873 (3376)5e60/15
SNOBFIT huyer noisy 8.5 (11)2.1 (3)50010/15
VNS garcia-martinez noisy 3.4 (11)8.8 (18)11 (14)10 (12)28 (32)162 (252)4e70/15
iAMALGAM bosman noisy 4.7 (5)9.1 (8)46 (53)12 (10)17 (10)20 (10)25 (43)4/15

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
ALPS hornby noisy 1.5 (1)1.0 (0.9)2.5 (4)5e60/15
AMALGAM bosman noisy 6.6 (12)4.5 (2)5e60/15
BAYEDA gallagher noisy 1e40/15
BFGS ros noisy 28620/15
BIPOP-CMA-ES hansen noisy 1.0 (0.5)2.5 (3)1.00 (0.6)1 (0.8)1.00 (0.6)1.0 (0.7)1.00 (0.6)3/15
CMA-ESPLUSSEL auger noisy 105 (71)5e40/15
DASA korosec noisy 3528 (4720)3e60/15
DE-PSO garcia-nieto noisy 22 (48)1e40/15
EDA-PSO el-abd noisy 3.5 (0.8)5.4 (7)5e50/15
FULLNEWUOA ros noisy 4e40/15
GLOBAL pal noisy 44310/15
IPOP-SEP-CMA-ES ros noisy 4.9 (5)5e40/15
MA-LS-CHAIN molina noisy 1.4 (0.9)1.4 (2)1e50/15
MCS huyer noisy 22 (26)5e40/15
ONEFIFTH auger noisy 128 (177)5e60/15
PSO Bounds el-abd noisy 111 (165)12 (5)5e50/15
PSO el-abd noisy 38 (129)3.4 (4)5e50/15
RANDOMSEARCH auger noisy 210 (270)5e60/15
SNOBFIT huyer noisy 50010/15
VNS garcia-martinez noisy 11 (7)3.6 (3)5.4 (7)20 (20)3e70/15
iAMALGAM bosman noisy 7.2 (3)3.7 (3)2.5 (3)3.2 (2)5e60/15

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
ALPS hornby noisy 33 (9)19 (22)330 (413)5e60/15
AMALGAM bosman noisy 3.5 (0.6)30 (36)185 (172)271 (326)262 (264)381 (322)352 (179)15/15
BAYEDA gallagher noisy 45 (26)1e40/15
BFGS ros noisy 914 (1073)1e40/15
BIPOP-CMA-ES hansen noisy 4.0 (0.9)1 (0.6)1.2 (0.5)1.2 (0.2)1.3 (0.2)1.3 (0.2)1.3 (0.2)15/15
CMA-ESPLUSSEL auger noisy 3.2 (6)6.8 (7)101 (133)5e40/15
DASA korosec noisy 79 (76)338 (285)5557 (4597)4e60/15
DE-PSO garcia-nieto noisy 7.4 (3)40 (70)44 (20)1e40/15
EDA-PSO el-abd noisy 62 (36)5e50/15
FULLNEWUOA ros noisy 1.00 (1)6.3 (10)18 (15)153 (82)4e40/15
GLOBAL pal noisy 4.1 (1)1.7 (1)7.0 (10)13740/15
IPOP-SEP-CMA-ES ros noisy 2.0 (0.3)2.5 (2)1.7 (1)1.5 (1)1.5 (0.9)1.4 (0.8)1.4 (0.8)15/15
MA-LS-CHAIN molina noisy 5.4 (0.6)15 (20)114 (200)421 (330)389 (548)1e50/15
MCS huyer noisy 41 (351)5e40/15
ONEFIFTH auger noisy 2.4 (2)4.5 (6)65 (68)2423 (2538)5e60/15
PSO Bounds el-abd noisy 29 (13)1203 (825)5e50/15
PSO el-abd noisy 8.3 (2)1931 (1856)2047 (1790)5e50/15
RANDOMSEARCH auger noisy 1.9e4 (3e4)5e60/15
SNOBFIT huyer noisy 2.7 (0.6)50010/15
VNS garcia-martinez noisy 4.5 (4)1.1 (0.4)1.00 (0.3)1.00 (0.4)1.0 (0.3)1.0 (0.3)1.0 (0.3)15/15
iAMALGAM bosman noisy 2.3 (1)91 (153)341 (303)424 (317)432 (334)438 (285)571 (253)13/15

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
ALPS hornby noisy 5.9 (3)2.6 (0.8)2.0 (1)1.1 (0.7)1.5 (0.5)1.5 (0.8)1.6 (0.6)15/15
AMALGAM bosman noisy 1.1 (0.9)4.6 (9)2.4 (3)1.00 (0.6)1.0 (1.0)1.0 (0.8)1.0 (0.9)15/15
BAYEDA gallagher noisy 3.3 (3)2.6 (1)3.2 (4)6.1 (5)6.1 (7)6.1 (8)6.0 (9)0/15
BFGS ros noisy 184 (218)77520/15
BIPOP-CMA-ES hansen noisy 1.5 (0.6)1.3 (3)1.7 (3)1.1 (2)1.1 (1)1.1 (1)1.1 (2)15/15
CMA-ESPLUSSEL auger noisy 8.6 (5)40 (16)92 (54)5e40/15
DASA korosec noisy 534 (933)2685 (4068)4e60/15
DE-PSO garcia-nieto noisy 3.1 (2)1.0 (0.7)1.00 (0.7)1.1 (1)1.4 (1)1.4 (2)1.4 (1)4/15
EDA-PSO el-abd noisy 4.4 (2)3.4 (2)17 (79)11 (10)15 (21)15 (10)15 (46)9/15
FULLNEWUOA ros noisy 18 (18)57 (36)4e40/15
GLOBAL pal noisy 4.1 (5)10 (14)7.3 (13)44820/15
IPOP-SEP-CMA-ES ros noisy 16 (39)6.7 (8)3.3 (1)1.2 (0.4)1.3 (0.2)1.3 (0.5)1.3 (0.5)15/15
MA-LS-CHAIN molina noisy 2.2 (0.8)1.5 (1)4.9 (3)3.4 (5)5.3 (16)5.3 (7)5.3 (8)8/15
MCS huyer noisy 1.5 (2)9.0 (20)92 (130)5e40/15
ONEFIFTH auger noisy 13 (11)32 (47)231 (484)1399 (1627)5e60/15
PSO Bounds el-abd noisy 2.5 (2)21 (2)56 (62)33 (78)43 (31)43 (42)43 (26)5/15
PSO el-abd noisy 471 (2580)182 (266)415 (325)5e50/15
RANDOMSEARCH auger noisy 8.7 (4)352 (396)5e60/15
SNOBFIT huyer noisy 7.7 (7)18 (29)50010/15
VNS garcia-martinez noisy 28 (193)13 (18)13 (16)7.3 (4)15 (55)15 (32)15 (32)15/15
iAMALGAM bosman noisy 1.00 (0.4)4.7 (5)4.2 (5)1.6 (2)1.8 (2)1.8 (1)1.8 (2)15/15

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
ALPS hornby noisy 1.2 (0.8)1.6 (2)7.0 (8)35 (82)63 (97)63 (76)96 (120)6/15
AMALGAM bosman noisy 17 (20)7.1 (5)5.7 (3)14 (8)19 (35)19 (21)20 (24)14/15
BAYEDA gallagher noisy 6.9 (10)1e40/15
BFGS ros noisy 39360/15
BIPOP-CMA-ES hansen noisy 2.2 (2)1.00 (0.6)1.00 (0.8)1.0 (0.6)1.0 (0.1)1.0 (0.6)1 (0.7)15/15
CMA-ESPLUSSEL auger noisy 7.2 (9)24 (30)5e40/15
DASA korosec noisy 257 (407)1088 (703)3e60/15
DE-PSO garcia-nieto noisy 4.7 (3)1e40/15
EDA-PSO el-abd noisy 21 (7)28 (34)5e50/15
FULLNEWUOA ros noisy 60 (63)4e40/15
GLOBAL pal noisy 2.7 (5)4.5 (3)44580/15
IPOP-SEP-CMA-ES ros noisy 15 (19)4.6 (5)12 (13)5e40/15
MA-LS-CHAIN molina noisy 1.3 (2)1.6 (2)5.8 (4)1e50/15
MCS huyer noisy 2.2 (1)7.5 (12)5e40/15
ONEFIFTH auger noisy 13 (15)70 (68)5e60/15
PSO Bounds el-abd noisy 102 (164)137 (127)125 (180)5e50/15
PSO el-abd noisy 1.00 (0.7)27 (56)39 (42)5e50/15
RANDOMSEARCH auger noisy 2.7 (2)34 (17)1305 (910)5e60/15
SNOBFIT huyer noisy 3.5 (3)50010/15
VNS garcia-martinez noisy 34 (41)14 (5)143 (195)1250 (1098)5356 (5260)5356 (4520)5251 (5512)1/15
iAMALGAM bosman noisy 11 (7)14 (24)15 (15)28 (22)43 (37)43 (40)42 (57)12/15

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
ALPS hornby noisy 13 (7)6.8 (3)25 (44)9619 (9850)1.3e4 (7843)1.3e4 (2e4)5e60/15
AMALGAM bosman noisy 1.8 (0.8)4.1 (0.4)2.9 (2)5.6 (6)5.0 (4)5.0 (5)6.5 (2)15/15
BAYEDA gallagher noisy 5.8 (2)21 (17)78 (139)63 (66)1e40/15
BFGS ros noisy 2201 (1536)97020/15
BIPOP-CMA-ES hansen noisy 1.5 (1.0)2.6 (1)6.5 (7)6.6 (6)5.9 (4)5.9 (5)5.7 (5)15/15
CMA-ESPLUSSEL auger noisy 4.7 (6)7.4 (8)42 (59)5e40/15
DASA korosec noisy 414 (767)2746 (1078)4e60/15
DE-PSO garcia-nieto noisy 4.8 (3)5.5 (6)6.5 (5)65 (106)1e40/15
EDA-PSO el-abd noisy 7.7 (11)19 (9)183 (149)5e50/15
FULLNEWUOA ros noisy 0.99 (2)2.8 (2)17 (14)4e40/15
GLOBAL pal noisy 4.3 (0.2)4.7 (10)15350/15
IPOP-SEP-CMA-ES ros noisy 1.4 (0.9)1.5 (1)1.00 (0.3)1.00 (1)1 (0.6)1 (0.4)1.00 (0.9)15/15
MA-LS-CHAIN molina noisy 3.0 (2)3.2 (4)30 (81)72 (115)152 (157)152 (78)284 (311)1/15
MCS huyer noisy 1.4 (0.3)43 (82)405 (239)5e40/15
ONEFIFTH auger noisy 1.7 (1)11 (17)64 (106)3044 (4671)1.4e4 (3e4)1.4e4 (2e4)2.5e4 (2e4)0/15
PSO Bounds el-abd noisy 5.1 (8)398 (532)1108 (1295)5e50/15
PSO el-abd noisy 2.6 (1)194 (292)583 (451)5e50/15
RANDOMSEARCH auger noisy 22 (29)906 (727)5e60/15
SNOBFIT huyer noisy 4.6 (11)17 (15)50010/15
VNS garcia-martinez noisy 3.4 (1.0)1.0 (0.5)4.4 (4)5.7 (5)5.3 (6)5.3 (6)5.2 (5)15/15
iAMALGAM bosman noisy 1.5 (0.8)4.2 (10)8.7 (13)19 (17)20 (17)20 (14)18 (12)15/15

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
ALPS hornby noisy 1.5 (0.6)2.4 (2)4.5 (4)14 (27)26 (19)277 (231)2334 (2764)0/15
AMALGAM bosman noisy 1.00 (1)1.00 (1)1.00 (0.8)1.0 (0.7)1.0 (0.7)1.0 (0.8)1.0 (0.5)15/15
BAYEDA gallagher noisy 12 (13)1e40/15
BFGS ros noisy 47100/15
BIPOP-CMA-ES hansen noisy 1.2 (1)2.0 (3)1.9 (1.0)2.1 (1)2.1 (1)2.0 (2)2.0 (2)15/15
CMA-ESPLUSSEL auger noisy 37 (40)5e40/15
DASA korosec noisy 1339 (1303)4e60/15
DE-PSO garcia-nieto noisy 1.9 (3)4.7 (5)3.2 (6)1e40/15
EDA-PSO el-abd noisy 25 (65)96 (147)147 (168)268 (186)5e50/15
FULLNEWUOA ros noisy 4e40/15
GLOBAL pal noisy 4.5 (5)43090/15
IPOP-SEP-CMA-ES ros noisy 4.5 (2)2.5 (1)2.7 (2)2.3 (1)2.3 (1)2.1 (1.0)2.0 (1)10/15
MA-LS-CHAIN molina noisy 2.6 (0.8)5.6 (7)14 (16)69 (65)1e50/15
MCS huyer noisy 16 (20)49 (45)5e40/15
ONEFIFTH auger noisy 40 (32)1554 (2073)5e60/15
PSO Bounds el-abd noisy 133 (175)146 (130)5e50/15
PSO el-abd noisy 241 (262)5e50/15
RANDOMSEARCH auger noisy 1741 (1473)5e60/15
SNOBFIT huyer noisy 50010/15
VNS garcia-martinez noisy 14 (21)22 (10)52 (63)199 (289)256 (267)572 (567)914 (2635)10/15
iAMALGAM bosman noisy 4.0 (4)3.2 (3)2.5 (2)2.4 (2)2.4 (1)2.6 (1)2.6 (1)15/15

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
ALPS hornby noisy 3.1 (4)9.3 (10)79 (88)571 (428)5e60/15
AMALGAM bosman noisy 5.6 (4)5.9 (6)8.4 (5)10 (5)15 (5)45 (52)370 (548)1/15
BAYEDA gallagher noisy 1e40/15
BFGS ros noisy 28200/15
BIPOP-CMA-ES hansen noisy 1.00 (0.6)1.00 (0.7)1 (0.3)1.00 (0.6)1.0 (0.6)1.00 (0.5)1.0 (0.5)15/15
CMA-ESPLUSSEL auger noisy 28 (28)5e40/15
DASA korosec noisy 3e60/15
DE-PSO garcia-nieto noisy 1e40/15
EDA-PSO el-abd noisy 28 (69)5e50/15
FULLNEWUOA ros noisy 4e40/15
GLOBAL pal noisy 41320/15
IPOP-SEP-CMA-ES ros noisy 8.7 (10)10 (7)6.7 (5)5e40/15
MA-LS-CHAIN molina noisy 2.2 (1.0)24 (23)1e50/15
MCS huyer noisy 12 (12)5e40/15
ONEFIFTH auger noisy 132 (182)927 (970)5e60/15
PSO Bounds el-abd noisy 123 (155)93 (104)5e50/15
PSO el-abd noisy 57 (56)96 (151)5e50/15
RANDOMSEARCH auger noisy 236 (579)5e60/15
SNOBFIT huyer noisy 50010/15
VNS garcia-martinez noisy 21 (18)270 (255)4570 (3423)3e70/15
iAMALGAM bosman noisy 4.3 (2)9.0 (5)12 (6)17 (14)32 (23)67 (51)5e60/15

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
ALPS hornby noisy 13 (3)32 (54)938 (872)4.1e4 (6e4)5e60/15
AMALGAM bosman noisy 1.00 (0.1)2.6 (7)3.6 (6)4.9 (5)10 (7)30 (27)54 (59)15/15
BAYEDA gallagher noisy 99 (41)1e40/15
BFGS ros noisy 1e40/15
BIPOP-CMA-ES hansen noisy 3.2 (1.0)2.0 (0.6)1.9 (0.7)2.1 (0.5)2.1 (0.4)2.0 (0.2)1.8 (0.2)15/15
CMA-ESPLUSSEL auger noisy 8.0 (8)22 (40)230 (268)5e40/15
DASA korosec noisy 1337 (970)2.7e4 (4e4)5e60/15
DE-PSO garcia-nieto noisy 17 (27)38 (40)97 (129)1e40/15
EDA-PSO el-abd noisy 112 (295)317 (310)911 (1940)3961 (3030)5e50/15
FULLNEWUOA ros noisy 1.3 (0.9)5.9 (6)70 (64)4e40/15
GLOBAL pal noisy 1.8 (0.7)3.0 (3)34500/15
IPOP-SEP-CMA-ES ros noisy 3.8 (0.9)2.0 (0.6)1.8 (0.5)1.7 (0.4)1.7 (0.2)1.6 (0.2)1.4 (0.3)15/15
MA-LS-CHAIN molina noisy 4.1 (3)14 (21)44 (104)86 (119)130 (94)365 (193)637 (1459)0/15
MCS huyer noisy 143 (207)5e40/15
ONEFIFTH auger noisy 36 (44)530 (709)5e60/15
PSO Bounds el-abd noisy 1765 (2050)5e50/15
PSO el-abd noisy 796 (2042)2673 (2876)5e50/15
RANDOMSEARCH auger noisy 1.5e4 (2e4)5e60/15
SNOBFIT huyer noisy 87 (102)50010/15
VNS garcia-martinez noisy 1.8 (0.5)1.0 (0.4)1.00 (0.2)1.0 (0.4)1.0 (0.2)1.00 (0.4)1.0 (0.4)15/15
iAMALGAM bosman noisy 2.7 (8)3.1 (6)7.7 (13)11 (5)22 (18)60 (65)130 (70)15/15

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
ALPS hornby noisy 2.0 (2)1.9 (1)4.8 (2)4.6 (1)2.0 (0.7)29 (10)5e60/15
AMALGAM bosman noisy 1.4 (2)4.6 (0.1)10 (17)10 (6)2.7 (3)1.0 (0.4)1.0 (0.5)15/15
BAYEDA gallagher noisy 2.1 (2)2.5 (4)4.6 (10)4.2 (3)7.1 (15)1e40/15
BFGS ros noisy 213 (194)125 (206)1e40/15
BIPOP-CMA-ES hansen noisy 1.9 (2)1.0 (0.9)1.00 (2)1.0 (0.8)1.0 (0.5)1.5 (0.9)2.3 (1)15/15
CMA-ESPLUSSEL auger noisy 17 (22)15 (14)139 (136)5e40/15
DASA korosec noisy 209 (235)747 (1195)1.5e4 (1e4)4e60/15
DE-PSO garcia-nieto noisy 1.5 (2)1.0 (0.5)2.8 (3)3.8 (3)1.8 (2)1e40/15
EDA-PSO el-abd noisy 1.4 (2)1.9 (1)8.6 (1)8.5 (1.0)2.8 (0.3)205 (269)5e50/15
FULLNEWUOA ros noisy 12 (10)23 (19)261 (398)4e40/15
GLOBAL pal noisy 0.98 (0.8)4.7 (7)45270/15
IPOP-SEP-CMA-ES ros noisy 4.4 (4)11 (8)8.5 (16)5.9 (8)2.5 (1)1.7 (1)2.8 (2)2/15
MA-LS-CHAIN molina noisy 1.6 (0.9)1.3 (1)4.0 (2)3.3 (2)1.3 (0.8)4.7 (3)1e50/15
MCS huyer noisy 3.4 (7)2.0 (1)43 (40)5e40/15
ONEFIFTH auger noisy 15 (11)12 (19)259 (226)3927 (2784)5e60/15
PSO Bounds el-abd noisy 1.7 (2)56 (191)73 (1)44 (4)17 (14)97 (90)5e50/15
PSO el-abd noisy 1.8 (2)71 (388)120 (245)60 (213)18 (25)5e50/15
RANDOMSEARCH auger noisy 1.4 (0.8)12 (6)6446 (1e4)5e60/15
SNOBFIT huyer noisy 1.7 (2)4.1 (4)21 (25)50010/15
VNS garcia-martinez noisy 2.7 (2)8.2 (16)7.3 (17)10 (8)4.6 (2)129 (176)1.2e4 (1e4)0/15
iAMALGAM bosman noisy 1.3 (0.7)2.8 (3)9.1 (8)19 (15)6.7 (5)3.8 (2)3.6 (2)15/15

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
ALPS hornby noisy 1.5 (0.6)1.00 (0.8)2.8 (3)53 (39)1008 (1035)5e60/15
AMALGAM bosman noisy 1.5 (1)13 (29)16 (17)35 (59)66 (36)5e60/15
BAYEDA gallagher noisy 1.2 (1)49 (67)1e40/15
BFGS ros noisy 40 (62)43440/15
BIPOP-CMA-ES hansen noisy 17 (40)1.1 (1)1.0 (0.7)1.00 (0.6)1.0 (0.8)1.00 (0.5)1.0 (0.4)15/15
CMA-ESPLUSSEL auger noisy 29 (46)9.4 (8)5e40/15
DASA korosec noisy 845 (994)264 (176)3e60/15
DE-PSO garcia-nieto noisy 2.3 (1)5.0 (6)1e40/15
EDA-PSO el-abd noisy 1.2 (1)14 (1)23 (40)64 (80)5e50/15
FULLNEWUOA ros noisy 152 (145)63 (70)4e40/15
GLOBAL pal noisy 1.0 (0.8)1.8 (4)43740/15
IPOP-SEP-CMA-ES ros noisy 48 (175)11 (19)5.9 (8)21 (29)5e40/15
MA-LS-CHAIN molina noisy 1.0 (1)1.2 (2)5.1 (4)26 (31)1e50/15
MCS huyer noisy 3.7 (10)8.5 (9)38 (53)5e40/15
ONEFIFTH auger noisy 54 (59)21 (29)345 (289)5e60/15
PSO Bounds el-abd noisy 1.0 (0.8)88 (175)77 (80)5e50/15
PSO el-abd noisy 2.0 (1)119 (218)44 (77)204 (199)103 (131)5e50/15
RANDOMSEARCH auger noisy 1.1 (0.8)2.3 (4)546 (1049)5e60/15
SNOBFIT huyer noisy 1.2 (1.0)3.3 (7)50010/15
VNS garcia-martinez noisy 2.0 (2)11 (20)41 (57)739 (700)4e70/15
iAMALGAM bosman noisy 1.2 (1)24 (107)34 (30)52 (36)130 (173)5e60/15

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
ALPS hornby noisy 0.96 (1)11 (6)153 (139)1.3e4 (5228)5e60/15
AMALGAM bosman noisy 2.0 (2)1.8 (0.8)12 (39)25 (19)26 (8)42 (14)99 (61)15/15
BAYEDA gallagher noisy 2.9 (1)23 (51)25 (20)18 (38)29 (30)1e40/15
BFGS ros noisy 40 (20)72 (59)372 (488)1e40/15
BIPOP-CMA-ES hansen noisy 2.6 (3)1.1 (0.4)1 (0.2)1.00 (0.1)1.1 (0.3)2.0 (0.3)2.2 (0.2)15/15
CMA-ESPLUSSEL auger noisy 1.5 (2)10 (13)59 (37)5e40/15
DASA korosec noisy 171 (387)3110 (3294)1.9e5 (3e5)4e60/15
DE-PSO garcia-nieto noisy 4.4 (6)2.9 (2)5.9 (3)62 (38)1e40/15
EDA-PSO el-abd noisy 2.1 (2)10 (6)2054 (1900)5e50/15
FULLNEWUOA ros noisy 3.1 (1)10 (16)33 (27)150 (187)4e40/15
GLOBAL pal noisy 1.8 (4)3.5 (1.0)11 (24)18910/15
IPOP-SEP-CMA-ES ros noisy 2.2 (1)1.0 (0.7)1.1 (0.3)1.3 (0.4)1.1 (0.3)1.2 (0.4)1.1 (0.1)15/15
MA-LS-CHAIN molina noisy 2.7 (3)3.7 (2)5.2 (1)40 (16)121 (96)1e50/15
MCS huyer noisy 1.4 (2)11 (7)176 (141)5e40/15
ONEFIFTH auger noisy 2.9 (3)4.5 (5)49 (53)2237 (4337)5e60/15
PSO Bounds el-abd noisy 1.7 (2)703 (3386)3754 (3239)1.4e4 (1e4)5e50/15
PSO el-abd noisy 1.5 (1)378 (368)2263 (2599)5e50/15
RANDOMSEARCH auger noisy 2.3 (2)53 (76)2.0e4 (2e4)5e60/15
SNOBFIT huyer noisy 1.5 (1)1.9 (3)24 (12)50010/15
VNS garcia-martinez noisy 3.6 (2)1.9 (0.5)1.3 (0.3)1.3 (0.4)1.00 (0.3)1.0 (0.2)1.0 (0.2)15/15
iAMALGAM bosman noisy 2.1 (3)1.1 (0.5)5.6 (0.2)41 (66)49 (23)115 (67)215 (93)15/15

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
ALPS hornby noisy 2.0 (2)2.9 (2)2.8 (1)4.9 (2)20 (26)639 (1212)5e60/15
AMALGAM bosman noisy 1.3 (2)4.9 (8)5.6 (2)3.5 (4)3.6 (2)3.8 (0.8)2.6 (2)15/15
BAYEDA gallagher noisy 1.3 (2)2.3 (1)1e40/15
BFGS ros noisy 88 (56)1e40/15
BIPOP-CMA-ES hansen noisy 2.2 (4)1.0 (1)1.00 (0.7)1.00 (0.8)1.00 (0.5)1.00 (0.5)1.00 (0.4)15/15
CMA-ESPLUSSEL auger noisy 21 (26)59 (44)5e40/15
DASA korosec noisy 415 (897)3198 (4138)3e60/15
DE-PSO garcia-nieto noisy 3.4 (6)2.9 (4)1e40/15
EDA-PSO el-abd noisy 1.2 (0.8)10 (1)33 (69)96 (145)234 (283)5e50/15
FULLNEWUOA ros noisy 30 (21)110 (97)4e40/15
GLOBAL pal noisy 1.4 (1)42860/15
IPOP-SEP-CMA-ES ros noisy 2.1 (4)8.1 (8)3.6 (4)3.3 (3)3.3 (3)14 (14)6.7 (13)0/15
MA-LS-CHAIN molina noisy 1.6 (3)4.3 (3)4.8 (2)6.8 (2)61 (32)1e50/15
MCS huyer noisy 2.8 (2)13 (27)5e40/15
ONEFIFTH auger noisy 18 (16)72 (79)5e60/15
PSO Bounds el-abd noisy 1.7 (2)77 (146)55 (113)158 (186)5e50/15
PSO el-abd noisy 1.0 (0.8)48 (6)121 (194)330 (405)5e50/15
RANDOMSEARCH auger noisy 2.0 (2)101 (141)5e60/15
SNOBFIT huyer noisy 2.0 (2)13 (14)50010/15
VNS garcia-martinez noisy 3.4 (2)18 (25)34 (27)122 (270)1755 (2959)4e70/15
iAMALGAM bosman noisy 1.3 (0.5)12 (18)14 (10)9.0 (4)7.1 (3)5.7 (0.7)3.6 (2)15/15

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
ALPS hornby noisy 1.2 (2)2.1 (2)5e60/15
AMALGAM bosman noisy 1.8 (2)8.7 (11)146 (151)5e60/15
BAYEDA gallagher noisy 2.8 (4)1e40/15
BFGS ros noisy 47 (43)44820/15
BIPOP-CMA-ES hansen noisy 8.3 (9)1.00 (0.8)1.0 (0.4)1.0 (0.6)1.0 (0.5)1.00 (0.9)1.00 (0.9)15/15
CMA-ESPLUSSEL auger noisy 28 (77)5e40/15
DASA korosec noisy 425 (836)3043 (4672)3e60/15
DE-PSO garcia-nieto noisy 2.6 (4)9.2 (10)1e40/15
EDA-PSO el-abd noisy 1.7 (1)33 (18)5e50/15
FULLNEWUOA ros noisy 115 (165)18 (8)4e40/15
GLOBAL pal noisy 1.4 (1)41590/15
IPOP-SEP-CMA-ES ros noisy 6.2 (5)5.5 (7)5e40/15
MA-LS-CHAIN molina noisy 1.4 (1)2.4 (2)1e50/15
MCS huyer noisy 6.4 (19)21 (9)5e40/15
ONEFIFTH auger noisy 23 (28)23 (29)5e60/15
PSO Bounds el-abd noisy 1.2 (1)70 (69)5e50/15
PSO el-abd noisy 1.7 (2)48 (40)87 (81)5e50/15
RANDOMSEARCH auger noisy 1.0 (1)15 (10)5e60/15
SNOBFIT huyer noisy 3.5 (5)50010/15
VNS garcia-martinez noisy 3.1 (2)28 (27)3272 (3565)4e70/15
iAMALGAM bosman noisy 2.2 (6)19 (10)163 (95)5e60/15

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
ALPS hornby noisy 1.4 (2)14 (18)3.3e4 (7e4)5e60/15
AMALGAM bosman noisy 2.0 (1)25 (63)15 (11)10 (16)10 (10)19 (6)17 (14)15/15
BAYEDA gallagher noisy 1.7 (4)8.7 (6)6.9 (8)3.0 (5)1e40/15
BFGS ros noisy 71 (78)988 (1927)1e40/15
BIPOP-CMA-ES hansen noisy 1.5 (2)1.1 (0.6)1.00 (0.3)1.2 (1)1.1 (0.9)1.2 (1)1.0 (1)15/15
CMA-ESPLUSSEL auger noisy 4.6 (12)33 (26)5e40/15
DASA korosec noisy 314 (180)2.0e4 (9265)4e60/15
DE-PSO garcia-nieto noisy 2.0 (2)10 (6)1e40/15
EDA-PSO el-abd noisy 1.9 (2)269 (576)5e50/15
FULLNEWUOA ros noisy 5.2 (10)45 (75)4e40/15
GLOBAL pal noisy 1.6 (2)21 (15)40780/15
IPOP-SEP-CMA-ES ros noisy 1.7 (1)1.0 (0.6)3.9 (8)1.0 (1)1.0 (0.6)1.00 (0.6)1.9 (1)3/15
MA-LS-CHAIN molina noisy 1.7 (4)5.1 (3)869 (2311)1e50/15
MCS huyer noisy 0.97 (0.9)16 (18)5e40/15
ONEFIFTH auger noisy 4.6 (10)35 (83)3.4e4 (4e4)5e60/15
PSO Bounds el-abd noisy 1.5 (1)1383 (2590)5e50/15
PSO el-abd noisy 1.2 (2)931 (3111)6841 (7452)5e50/15
RANDOMSEARCH auger noisy 1.9 (2)956 (792)5e60/15
SNOBFIT huyer noisy 1.0 (1.0)18 (37)50010/15
VNS garcia-martinez noisy 3.4 (1)21 (73)30 (44)41 (53)69 (45)5405 (7729)3e70/15
iAMALGAM bosman noisy 1.1 (2)15 (25)40 (26)18 (14)17 (11)57 (23)35 (52)13/15

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
ALPS hornby noisy 1.3 (0.5)35 (56)1.0e4 (6296)3.5 (3)137 (183)290 (340)5e60/15
AMALGAM bosman noisy 1.1 (0.2)37 (38)6775 (1e4)3.2 (2)13 (19)23 (31)22 (28)9/15
BAYEDA gallagher noisy 1.2 (0)42 (48)3189 (2504)1e40/15
BFGS ros noisy 37 (165)2366 (1326)2e40/15
BIPOP-CMA-ES hansen noisy 1.1 (0.2)17 (10)3443 (3956)1.00 (1)1.00 (0.3)1.0 (0.5)1.0 (0.7)15/15
CMA-ESPLUSSEL auger noisy 1 (0)143 (139)4.6e4 (6e4)5e40/15
DASA korosec noisy 36 (41)6469 (6874)1.2e6 (1e6)4e60/15
DE-PSO garcia-nieto noisy 1 (0)35 (24)1.2e4 (5990)1e40/15
EDA-PSO el-abd noisy 1.1 (0)31 (28)9214 (1e4)7.7 (5)5e50/15
FULLNEWUOA ros noisy 3.9 (10)26 (14)5566 (5675)4.8 (3)4e40/15
GLOBAL pal noisy 1.3 (0.5)35 (39)1.3e4 (2e4)46600/15
IPOP-SEP-CMA-ES ros noisy 1 (0)22 (11)1.2e4 (1e4)5.8 (4)5e40/15
MA-LS-CHAIN molina noisy 1.3 (0.5)35 (46)4747 (8997)1.2 (1)1e50/15
MCS huyer noisy 1 (0)1 (0)★21 (0)★41.7 (2)5e40/15
ONEFIFTH auger noisy 2.5 (5)210 (167)3.3e4 (5e4)177 (147)5e60/15
PSO Bounds el-abd noisy 1.2 (0.2)27 (22)2.2e4 (3e4)7.9 (10)5e50/15
PSO el-abd noisy 1.2 (0.5)50 (58)7.0e4 (3e5)28 (31)30 (33)5e50/15
RANDOMSEARCH auger noisy 1.1 (0)60 (122)1.5e5 (1e5)5e60/15
SNOBFIT huyer noisy 1.3 (0.5)30 (36)1.1e4 (1e4)50010/15
VNS garcia-martinez noisy 1 (0)52 (36)2.6e4 (2e4)27 (43)252 (312)2489 (1924)4e70/15
iAMALGAM bosman noisy 1.2 (0.5)24 (17)6356 (9294)5.9 (7)29 (54)53 (58)52 (77)5/15

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
ALPS hornby noisy 1.2 (0.2)30 (14)4.2e4 (4e4)   0/15
AMALGAM bosman noisy 1 (0)45 (23)3.0e4 (1e4)84 (50)   0/15
BAYEDA gallagher noisy 1.2 (0)29 (26)   0/15
BFGS ros noisy 5.4 (30)458 (268)   0/15
BIPOP-CMA-ES hansen noisy 1 (0)160 (96)1.3e4 (6653)2.1 (2)   0/15
CMA-ESPLUSSEL auger noisy 1 (0)408 (754)1.6e5 (1e5)   0/15
DASA korosec noisy 2.9 (7)3253 (5376)2.4e6 (3e6)   0/15
DE-PSO garcia-nieto noisy 1.1 (0.2)51 (45)1.4e5 (2e5)   0/15
EDA-PSO el-abd noisy 1 (0)34 (26)4.7e4 (5e4)   0/15
FULLNEWUOA ros noisy 2.6 (0)1743 (2145)   0/15
GLOBAL pal noisy 1 (0)42 (35)6.2e4 (8e4)   0/15
IPOP-SEP-CMA-ES ros noisy 1 (0)108 (237)4.0e4 (5e4)   0/15
MA-LS-CHAIN molina noisy 1.1 (0.5)35 (38)9399 (6520)1.0 (1)   0/15
MCS huyer noisy 1 (0)1 (0)★21 (0)★4   0/15
ONEFIFTH auger noisy 18 (6)432 (284)2.4e5 (1e5)   0/15
PSO Bounds el-abd noisy 1.3 (1)26 (40)3.6e5 (4e5)   0/15
PSO el-abd noisy 1.2 (0.5)40 (32)2.1e5 (3e5)   0/15
RANDOMSEARCH auger noisy 1.1 (0)43 (30)1.2e5 (8e4)82 (98)   0/15
SNOBFIT huyer noisy 1.3 (0.5)90 (127)   0/15
VNS garcia-martinez noisy 1 (0)56 (42)1.2e5 (1e5)677 (458)   0/15
iAMALGAM bosman noisy 1 (0)38 (63)6.9e4 (9e4)42 (60)   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
ALPS hornby noisy 1.4 (1)46 (23)2.5e4 (2e4)5e60/15
AMALGAM bosman noisy 1.1 (0.2)40 (19)2694 (7686)2.2 (2)5.1 (2)14 (17)26 (14)5/15
BAYEDA gallagher noisy 1.3 (0.5)35 (38)2190 (1638)1e40/15
BFGS ros noisy 7.8 (0)1333 (900)1e40/15
BIPOP-CMA-ES hansen noisy 1 (0)19 (8)2136 (1514)1.2 (2)1.00 (1)1.0 (0.7)1.0 (0.8)15/15
CMA-ESPLUSSEL auger noisy 1.3 (1)51 (127)5.5e4 (7e4)5e40/15
DASA korosec noisy 61 (196)4369 (4234)2.8e6 (2e6)3e60/15
DE-PSO garcia-nieto noisy 1.3 (0.2)36 (22)1.5e4 (1e4)1e40/15
EDA-PSO el-abd noisy 1.3 (0.5)32 (18)6.3e4 (2e5)5e50/15
FULLNEWUOA ros noisy 4.1 (10)25 (3)1.1e4 (2e4)4e40/15
GLOBAL pal noisy 1.1 (0)37 (32)40810/15
IPOP-SEP-CMA-ES ros noisy 1 (0)19 (9)3749 (5389)1 (2)2.2 (3)5e40/15
MA-LS-CHAIN molina noisy 1.2 (0.2)39 (38)8559 (2e4)7.0 (9)1e50/15
MCS huyer noisy 1 (0)1 (0)1 (0)★45e40/15
ONEFIFTH auger noisy 1.1 (0)65 (109)3.6e4 (7e4)554 (778)5e60/15
PSO Bounds el-abd noisy 1.2 (0.5)44 (62)1.3e5 (4e5)5e50/15
PSO el-abd noisy 1 (0)40 (30)1.5e5 (4e5)5e50/15
RANDOMSEARCH auger noisy 1 (0)47 (23)1.2e5 (9e4)545 (729)5e60/15
SNOBFIT huyer noisy 1.3 (0.8)24 (28)2.2e4 (3e4)50010/15
VNS garcia-martinez noisy 1 (0)52 (59)2.7e4 (5e4)14 (11)117 (96)212 (103)209 (187)6/15
iAMALGAM bosman noisy 1.3 (1)24 (12)9757 (9796)3.9 (3)17 (25)40 (38)179 (171)1/15

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
ALPS hornby noisy 1.7 (1)1.0 (0.8)1.00 (1)1.00 (0.4)1.00 (1)1.00 (0.5)1.00 (0.4)15/15
AMALGAM bosman noisy 1.2 (1)46 (54)46 (131)35 (24)30 (28)22 (21)18 (17)15/15
BAYEDA gallagher noisy 1.3 (2)2.8 (4)19 (17)1e40/15
BFGS ros noisy 88 (83)1e40/15
BIPOP-CMA-ES hansen noisy 2.2 (1)6.9 (3)10 (11)7.8 (22)6.6 (27)4.8 (14)3.9 (4)15/15
CMA-ESPLUSSEL auger noisy 9.1 (13)4.6 (4)6.8 (7)11 (26)17 (46)19 (11)5e40/15
DASA korosec noisy 233 (303)176 (67)398 (354)2436 (2685)4198 (3861)3e60/15
DE-PSO garcia-nieto noisy 2.8 (3)4.4 (4)3.9 (4)2.9 (3)2.5 (4)1.8 (2)1.5 (3)4/15
EDA-PSO el-abd noisy 1.4 (2)33 (90)44 (128)33 (84)28 (20)21 (37)17 (6)9/15
FULLNEWUOA ros noisy 15 (23)11 (18)36 (50)57 (81)4e40/15
GLOBAL pal noisy 1.0 (1)1.6 (2)2.3 (3)1.7 (1)4.8 (5)44280/15
IPOP-SEP-CMA-ES ros noisy 6.8 (0.8)13 (7)7.6 (1)5.7 (5)4.8 (7)3.5 (2)2.8 (2)9/15
MA-LS-CHAIN molina noisy 1.1 (0.9)1.3 (2)1.3 (0.9)1.5 (1)1.6 (0.9)1.4 (1)1.3 (0.9)15/15
MCS huyer noisy 4.6 (5)2.3 (3)3.6 (4)9.5 (19)59 (66)5e40/15
ONEFIFTH auger noisy 7.5 (6)5.8 (4)8.4 (7)10 (14)26 (32)135 (209)1034 (1122)0/15
PSO Bounds el-abd noisy 2.2 (4)104 (59)129 (144)132 (214)111 (191)81 (131)66 (53)4/15
PSO el-abd noisy 1.9 (2)50 (59)73 (64)55 (60)46 (100)34 (36)27 (30)7/15
RANDOMSEARCH auger noisy 1.8 (2)4.1 (4)41 (85)714 (815)5953 (1e4)5e60/15
SNOBFIT huyer noisy 2.4 (1.0)3.3 (4)4.7 (6)7.1 (6)6.0 (4)50010/15
VNS garcia-martinez noisy 1.0 (0.7)13 (25)12 (12)8.7 (9)7.4 (5)5.5 (3)5.0 (4)15/15
iAMALGAM bosman noisy 8.2 (26)34 (96)21 (30)16 (40)15 (9)11 (25)8.9 (12)15/15

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
ALPS hornby noisy 3.3 (4)2.7 (3)1.7 (3)1.00 (0.9)1.00 (0.6)1.00 (1.0)1.00 (1)15/15
AMALGAM bosman noisy 2.7 (2)19 (33)12 (11)4.2 (3)4.8 (8)3.3 (3)4.2 (3)12/15
BAYEDA gallagher noisy 27 (159)1e40/15
BFGS ros noisy 85 (106)43380/15
BIPOP-CMA-ES hansen noisy 12 (17)7.1 (19)9.2 (58)4.8 (22)3.9 (24)2.2 (0.2)1.9 (0.1)13/15
CMA-ESPLUSSEL auger noisy 34 (57)5.7 (12)5.9 (11)5e40/15
DASA korosec noisy 229 (321)143 (164)399 (476)3e60/15
DE-PSO garcia-nieto noisy 5.7 (4)14 (28)1e40/15
EDA-PSO el-abd noisy 5.3 (3)36 (36)11 (10)9.0 (6)12 (11)6.7 (5)12 (5)1/15
FULLNEWUOA ros noisy 128 (37)58 (54)4e40/15
GLOBAL pal noisy 1.5 (0.5)1.7 (3)1 (0.7)43210/15
IPOP-SEP-CMA-ES ros noisy 42 (85)9.2 (9)3.8 (5)5e40/15
MA-LS-CHAIN molina noisy 1.5 (1)1.0 (3)1.6 (3)1.7 (1)6.5 (6)3.6 (5)1e50/15
MCS huyer noisy 10 (8)4.9 (6)2.8 (2)5e40/15
ONEFIFTH auger noisy 29 (26)6.8 (6)9.0 (7)23 (41)5e60/15
PSO Bounds el-abd noisy 2.8 (3)129 (210)34 (34)5e50/15
PSO el-abd noisy 1.0 (2)132 (210)34 (34)15 (23)5e50/15
RANDOMSEARCH auger noisy 2.8 (3)1.3 (1)5.7 (5)36 (36)259 (360)5e60/15
SNOBFIT huyer noisy 5.3 (5)50010/15
VNS garcia-martinez noisy 2.2 (4)16 (15)8.9 (9)7.0 (7)8.9 (9)26 (42)241 (243)1/15
iAMALGAM bosman noisy 25 (2)25 (11)13 (11)4.3 (5)4.7 (8)5.8 (4)8.6 (9)5/15

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
ALPS hornby noisy 1.4 (1)7.7 (31)4.5 (10)4.8 (5)19 (30)2120 (2951)5e60/15
AMALGAM bosman noisy 2.1 (1.0)156 (127)139 (545)52 (30)13 (51)14 (29)15 (49)15/15
BAYEDA gallagher noisy 2.5 (2)174 (336)47 (34)1e40/15
BFGS ros noisy 34 (26)112 (111)1e40/15
BIPOP-CMA-ES hansen noisy 1.9 (1)57 (82)55 (127)20 (37)5.1 (7)5.0 (6)5.0 (7)15/15
CMA-ESPLUSSEL auger noisy 2.7 (3)6.8 (6)4.6 (3)6.0 (4)6.8 (5)5e40/15
DASA korosec noisy 146 (162)548 (1053)1475 (578)4e60/15
DE-PSO garcia-nieto noisy 4.5 (2)12 (16)5.7 (8)3.1 (4)1 (1)4.4 (5)1e40/15
EDA-PSO el-abd noisy 5.0 (13)315 (774)113 (165)128 (107)107 (194)5e50/15
FULLNEWUOA ros noisy 3.0 (5)7.0 (5)3.0 (2)3.0 (4)2.4 (2)4e40/15
GLOBAL pal noisy 2.5 (2)1 (1)1.00 (2)1.00 (2)1.1 (2)25110/15
IPOP-SEP-CMA-ES ros noisy 1.00 (0.8)27 (38)11 (12)4.1 (7)1.0 (2)1.0 (1)1.0 (0.8)10/15
MA-LS-CHAIN molina noisy 2.4 (1)27 (65)17 (41)8.2 (22)2.1 (1)2.5 (2)2.9 (3)8/15
MCS huyer noisy 4.0 (6)21 (26)29 (33)40 (85)5e40/15
ONEFIFTH auger noisy 3.3 (5)5.8 (7)3.1 (2)6.6 (5)7.0 (7)377 (209)5e60/15
PSO Bounds el-abd noisy 3.1 (5)575 (776)476 (721)5e50/15
PSO el-abd noisy 1.7 (2)384 (512)332 (536)255 (752)107 (114)5e50/15
RANDOMSEARCH auger noisy 3.2 (3)31 (37)110 (143)532 (505)2262 (800)5e60/15
SNOBFIT huyer noisy 1.5 (2)3.8 (4)5.3 (3)9.1 (16)2.3 (2)50010/15
VNS garcia-martinez noisy 1.7 (0.4)120 (284)106 (90)70 (28)18 (30)18 (23)17 (26)15/15
iAMALGAM bosman noisy 1.4 (0.9)133 (237)55 (101)23 (42)6.4 (10)7.5 (10)7.5 (11)15/15

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
ALPS hornby noisy 70 (15)133 (23)50 (6)72 (7)89 (6)123 (11)155 (12)15/15
AMALGAM bosman noisy 17 (7)30 (12)11 (6)15 (4)19 (6)24 (5)28 (5)15/15
BAYEDA gallagher noisy 53 (17)81 (30)45 (34)86 (55)108 (106)135 (120)139 (198)8/15
BFGS ros noisy 3e40/15
BIPOP-CMA-ES hansen noisy 5.4 (1)7.8 (1)2.5 (0.4)3.3 (0.3)4.0 (0.2)5.1 (0.3)6.1 (0.3)15/15
CMA-ESPLUSSEL auger noisy 3.0 (1)4.2 (1)1.4 (0.3)1.8 (0.2)2.2 (0.3)2.9 (0.3)3.5 (0.2)15/15
DASA korosec noisy 30 (14)34 (12)10 (2)13 (3)14 (4)18 (1)21 (4)15/15
DE-PSO garcia-nieto noisy 16 (6)27 (6)11 (2)16 (3)21 (4)31 (4)41 (5)15/15
EDA-PSO el-abd noisy 25 (51)378 (102)182 (32)279 (46)363 (28)508 (32)640 (32)15/15
FULLNEWUOA ros noisy 4.0 (0.6)4.1 (0.7)1.00 (0.2)1.0 (0.2)1.00 (0.1)1.0 (0.1)★41.0 (0.1)★415/15
GLOBAL pal noisy 13 (0.2)11 (2)3.0 (1)3.3 (0.5)3.7 (2)4.1 (1)5.0 (0.6)15/15
IPOP-SEP-CMA-ES ros noisy 5.1 (2)6.5 (1)2.1 (0.2)2.8 (0.4)3.3 (0.3)4.3 (0.4)5.1 (0.5)15/15
MA-LS-CHAIN molina noisy 11 (4)19 (6)8.3 (2)11 (3)13 (3)16 (2)18 (2)15/15
MCS huyer noisy 1 (0.2)★41 (0.9)★320 (14)874 (757)4e40/15
ONEFIFTH auger noisy 3.1 (0.7)3.7 (0.5)1.2 (0.3)1.5 (0.3)1.8 (0.2)2.4 (0.3)2.9 (0.3)15/15
PSO Bounds el-abd noisy 13 (10)141 (25)95 (50)152 (51)218 (78)285 (67)485 (282)15/15
PSO el-abd noisy 8.9 (3)25 (14)12 (1)18 (3)25 (4)35 (4)45 (5)15/15
RANDOMSEARCH auger noisy 2203 (1323)1e70/15
SNOBFIT huyer noisy 4.6 (2)3.9 (3)1.0 (0.3)1.1 (0.2)1.3 (0.2)1.6 (0.2)1.9 (0.2)15/15
VNS garcia-martinez noisy 12 (2)11 (2)3.3 (0.2)4.0 (0.3)4.5 (0.3)5.7 (0.3)6.7 (0.3)15/15
iAMALGAM bosman noisy 8.1 (2)13 (2)5.0 (0.6)6.9 (0.6)8.3 (0.6)11 (0.7)14 (0.9)15/15

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
ALPS hornby noisy 68 (16)131 (11)46 (8)64 (8)78 (4)101 (4)119 (6)15/15
AMALGAM bosman noisy 17 (7)30 (9)10 (4)13 (5)15 (5)17 (4)20 (4)15/15
BAYEDA gallagher noisy 50 (27)73 (23)24 (5)37 (27)41 (25)61 (40)63 (33)12/15
BFGS ros noisy 3e40/15
BIPOP-CMA-ES hansen noisy 4.9 (2)7.1 (2)2.3 (0.3)2.9 (0.3)3.2 (0.4)4.0 (0.4)4.5 (0.2)15/15
CMA-ESPLUSSEL auger noisy 3.1 (2)4.0 (0.6)1.2 (0.2)1.6 (0.1)1.9 (0.2)2.3 (0.2)2.6 (0.2)15/15
DASA korosec noisy 30 (11)34 (14)10 (4)13 (3)15 (4)18 (6)22 (6)15/15
DE-PSO garcia-nieto noisy 17 (4)26 (4)9.5 (3)14 (2)18 (2)24 (4)29 (5)15/15
EDA-PSO el-abd noisy 44 (53)385 (69)177 (11)248 (14)313 (15)403 (12)468 (9)15/15
FULLNEWUOA ros noisy 4.2 (0.8)4.2 (0.5)1.0 (0.1)1.00 (0.1)1.0 (0.1)★41.0 (0.1)★41.0 (0.1)★415/15
GLOBAL pal noisy 13 (0.3)10 (2)2.9 (0.5)3.8 (2)4.3 (2)7.2 (5)26 (32)2/15
IPOP-SEP-CMA-ES ros noisy 4.1 (2)6.1 (1)1.9 (0.3)2.3 (0.3)2.7 (0.3)3.2 (0.3)3.6 (0.2)15/15
MA-LS-CHAIN molina noisy 11 (4)21 (8)8.2 (3)11 (2)12 (2)13 (2)14 (1)15/15
MCS huyer noisy 0.99 (0.2)★31.00 (0.8)★3412 (812)4e40/15
ONEFIFTH auger noisy 3.0 (1.0)4.0 (2)1.2 (0.2)1.5 (0.4)1.7 (0.2)2.7 (0.4)4.5 (3)15/15
PSO Bounds el-abd noisy 12 (5)97 (43)88 (50)139 (51)187 (56)223 (71)438 (233)15/15
PSO el-abd noisy 9.1 (6)1765 (11)373 (2538)360 (3)337 (2214)298 (1889)269 (3)14/15
RANDOMSEARCH auger noisy 3065 (2000)1e70/15
SNOBFIT huyer noisy 6.0 (2)7.6 (7)1.8 (0.4)2.1 (2)2.1 (2)3.6 (0.5)5.3 (0.7)10/15
VNS garcia-martinez noisy 12 (3)11 (0.9)3.1 (0.5)3.6 (0.4)4.1 (0.5)4.6 (0.4)5.0 (0.3)15/15
iAMALGAM bosman noisy 7.1 (2)13 (2)4.6 (0.5)6.1 (0.6)7.3 (0.6)8.9 (0.5)10 (0.5)15/15

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
ALPS hornby noisy 68 (28)111 (9)75 (3)97 (13)2.5e4 (1e4)5e60/15
AMALGAM bosman noisy 17 (5)27 (8)16 (7)19 (5)30 (43)230 (246)381 (169)15/15
BAYEDA gallagher noisy 44 (24)66 (10)62 (122)80 (73)49 (70)58 (42)67 (29)10/15
BFGS ros noisy 12 (48)6.5 (6)2.9 (10)2.6 (5)1.00 (2)1.0 (2)1 (0.8)15/15
BIPOP-CMA-ES hansen noisy 5.5 (2)6.1 (0.6)3.6 (0.6)4.2 (0.6)2.2 (0.2)3.1 (0.2)4.2 (0.2)15/15
CMA-ESPLUSSEL auger noisy 3.5 (1)3.6 (0.6)2.5 (0.4)6.0 (4)23 (6)711 (761)1e50/15
DASA korosec noisy 21 (11)22 (9)39 (49)1133 (1117)2.4e5 (3e5)6e60/15
DE-PSO garcia-nieto noisy 18 (5)21 (5)17 (4)72 (73)150 (102)2e40/15
EDA-PSO el-abd noisy 37 (47)349 (95)275 (22)1530 (25)1e60/15
FULLNEWUOA ros noisy 3.9 (0.4)3.4 (0.5)1.4 (0.3)1.9 (0.3)1.4 (3)7.5 (7)20 (28)15/15
GLOBAL pal noisy 25 (24)17 (13)7.1 (7)6.9 (6)2.7 (2)2.7 (3)2.7 (3)15/15
IPOP-SEP-CMA-ES ros noisy 4.8 (1)5.6 (1)3.0 (0.3)3.6 (0.4)1.9 (0.2)2.7 (0.3)3.5 (0.2)15/15
MA-LS-CHAIN molina noisy 10 (3)18 (6)12 (3)15 (2)8.6 (2)17 (7)30 (62)15/15
MCS huyer noisy 1.0 (0.2)1 (0.5)14 (40)15 (36)13 (14)50 (62)174 (244)5/15
ONEFIFTH auger noisy 3.5 (2)3.6 (0.5)1.9 (0.3)7.8 (14)46 (59)7791 (9370)4.1e5 (5e5)0/15
PSO Bounds el-abd noisy 11 (3)108 (205)1461 (350)4.6e4 (4e4)1e60/15
PSO el-abd noisy 9.1 (2)1539 (4)583 (3)2294 (1921)1.9e4 (1e4)1e60/15
RANDOMSEARCH auger noisy 1654 (866)1e70/15
SNOBFIT huyer noisy 3.9 (1)2.5 (1)1.00 (0.7)1.0 (0.6)1.4 (0.3)5.5 (10)7.7 (4)7/15
VNS garcia-martinez noisy 11 (1)9.4 (0.8)4.7 (0.6)5.3 (0.6)2.6 (0.3)3.8 (0.3)5.0 (0.5)15/15
iAMALGAM bosman noisy 7.5 (3)12 (2)7.4 (1)9.3 (1)7.3 (9)198 (173)1017 (865)15/15

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
ALPS hornby noisy 24 (2)14 (9)14 (6)16 (9)21 (11)51 (35)111 (147)7/15
AMALGAM bosman noisy 4.3 (1)1.4 (0.2)1.00 (0.1)1 (0.1)1.0 (0.7)1.0 (0.1)1.0 (0.1)15/15
BAYEDA gallagher noisy 35 (25)2e40/15
BFGS ros noisy 1e40/15
BIPOP-CMA-ES hansen noisy 2.7 (2)1.8 (2)1.3 (0.6)1.3 (0.4)1.3 (0.5)1.2 (0.5)1.2 (0.5)15/15
CMA-ESPLUSSEL auger noisy 2.1 (2)5.5 (6)19 (20)80 (72)1e50/15
DASA korosec noisy 11 (9)2.1 (3)7.2 (12)23 (25)78 (61)1898 (2472)9e60/15
DE-PSO garcia-nieto noisy 8.2 (20)30 (24)2e40/15
EDA-PSO el-abd noisy 72 (7)18 (1)17 (0.7)22 (1.0)28 (1)40 (1)1e60/15
FULLNEWUOA ros noisy 1.2 (2)1.6 (3)2.6 (2)2.5 (2)6.4 (6)11 (8)14 (30)4/15
GLOBAL pal noisy 1.4 (0.9)1.0 (1)1.4 (2)2.8 (2)31710/15
IPOP-SEP-CMA-ES ros noisy 1.00 (0.4)5.7 (2)3.6 (1)3.3 (1.0)3.2 (0.8)3.0 (1.0)2.8 (0.8)15/15
MA-LS-CHAIN molina noisy 4.3 (1.0)34 (45)21 (9)20 (17)19 (16)18 (19)17 (17)11/15
MCS huyer noisy 4e40/15
ONEFIFTH auger noisy 1.3 (1)5.2 (2)10 (16)32 (46)66 (89)1203 (926)1e70/15
PSO Bounds el-abd noisy 53 (28)662 (553)398 (765)766 (801)729 (684)1e60/15
PSO el-abd noisy 7.0 (4)401 (250)429 (361)1e60/15
RANDOMSEARCH auger noisy 1e70/15
SNOBFIT huyer noisy 13 (25)7.3 (12)50360/15
VNS garcia-martinez noisy 16 (1)54 (35)51 (22)46 (83)45 (24)42 (52)40 (19)15/15
iAMALGAM bosman noisy 2.1 (0.1)2.5 (4)1.6 (2)1.5 (0.6)1.5 (2)1.5 (2)1.4 (1)15/15

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
ALPS hornby noisy 16 (4)10 (13)5.3 (2)6.9 (5)12 (23)19 (22)42 (25)9/15
AMALGAM bosman noisy 2.3 (0.2)3.9 (3)1.2 (2)1.2 (2)1.2 (1)1.2 (2)1.2 (2)15/15
BAYEDA gallagher noisy 18 (6)2e40/15
BFGS ros noisy 1e40/15
BIPOP-CMA-ES hansen noisy 1.0 (1)2.9 (0.8)1.0 (0.7)1.00 (0.7)1.00 (0.5)1.00 (0.6)1.0 (0.4)15/15
CMA-ESPLUSSEL auger noisy 1.8 (1)4.5 (4)4.4 (5)20 (21)1e50/15
DASA korosec noisy 18 (31)3.1 (2)2.6 (3)17 (14)54 (78)1415 (1684)8e60/15
DE-PSO garcia-nieto noisy 3.4 (0.8)2e40/15
EDA-PSO el-abd noisy 45 (4)1e60/15
FULLNEWUOA ros noisy 1.2 (3)4.4 (5)6.4 (6)1e50/15
GLOBAL pal noisy 1.6 (2)1 (2)28070/15
IPOP-SEP-CMA-ES ros noisy 1.00 (0.2)32 (40)20 (40)1e50/15
MA-LS-CHAIN molina noisy 5.2 (16)163 (174)5e50/15
MCS huyer noisy 4e40/15
ONEFIFTH auger noisy 1.7 (2)8.7 (7)10 (14)45 (35)171 (98)1846 (1503)1e70/15
PSO Bounds el-abd noisy 98 (272)316 (269)205 (249)1e60/15
PSO el-abd noisy 80 (265)303 (419)1e60/15
RANDOMSEARCH auger noisy 1e70/15
SNOBFIT huyer noisy 11 (4)50360/15
VNS garcia-martinez noisy 18 (0.4)313 (226)302 (283)651 (920)732 (1023)1216 (1341)4868 (4081)1/15
iAMALGAM bosman noisy 1.2 (0.1)9.5 (10)3.0 (2)2.9 (2)2.9 (2)2.8 (1)2.8 (3)15/15

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
ALPS hornby noisy 48 (11)140 (192)141 (234)1465 (1382)5e60/15
AMALGAM bosman noisy 8.6 (2)35 (54)45 (36)86 (251)208 (279)426 (263)622 (677)12/15
BAYEDA gallagher noisy 104 (173)2e40/15
BFGS ros noisy 4e40/15
BIPOP-CMA-ES hansen noisy 2.9 (0.5)1.7 (0.1)1.0 (0.2)1.1 (0.3)1.2 (0.0)1.2 (0.2)1.2 (0.2)15/15
CMA-ESPLUSSEL auger noisy 3.5 (3)24 (36)40 (62)171 (153)1e50/15
DASA korosec noisy 11 (5)6.6 (7)29 (52)4000 (3639)1e70/15
DE-PSO garcia-nieto noisy 17 (19)85 (86)2e40/15
EDA-PSO el-abd noisy 160 (19)1e60/15
FULLNEWUOA ros noisy 1.0 (0.7)1.00 (0.8)8.1 (10)89 (114)1e50/15
GLOBAL pal noisy 2.6 (2)5.4 (8)32820/15
IPOP-SEP-CMA-ES ros noisy 2.1 (0.2)2.0 (1)1.0 (0.6)1 (0.3)1.00 (0.3)1.00 (0.3)1.00 (0.0)15/15
MA-LS-CHAIN molina noisy 8.3 (2)5.7 (1)4.9 (5)6.5 (3)8.2 (4)14 (10)32 (32)9/15
MCS huyer noisy 4e40/15
ONEFIFTH auger noisy 2.4 (2)18 (13)61 (84)372 (683)1.7e4 (2e4)1e70/15
PSO Bounds el-abd noisy 316 (893)1e60/15
PSO el-abd noisy 13 (1)1948 (1533)1818 (1330)1e60/15
RANDOMSEARCH auger noisy 1e70/15
SNOBFIT huyer noisy 14 (22)50360/15
VNS garcia-martinez noisy 4.6 (0.8)11 (17)4.8 (15)4.6 (7)4.5 (7)4.3 (13)4.2 (0.2)15/15
iAMALGAM bosman noisy 4.4 (0.9)21 (19)17 (22)46 (81)90 (135)343 (392)813 (462)9/15

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
ALPS hornby noisy 3.2 (1)6.0 (2)8.0 (3)11 (5)14 (4)26 (19)86 (54)12/15
AMALGAM bosman noisy 5.8 (19)13 (16)15 (6)14 (11)12 (3)10 (18)9.4 (10)15/15
BAYEDA gallagher noisy 3.0 (2)4.0 (0.9)4.5 (0.6)29 (20)2e40/15
BFGS ros noisy 1e40/15
BIPOP-CMA-ES hansen noisy 1.0 (1)1.00 (0.8)1.00 (0.5)1.0 (0.4)1.0 (0.4)1.0 (0.5)1.0 (0.6)15/15
CMA-ESPLUSSEL auger noisy 231 (249)1e50/15
DASA korosec noisy 1.1e4 (9878)4e60/15
DE-PSO garcia-nieto noisy 2.7 (1)13 (10)2e40/15
EDA-PSO el-abd noisy 9.2 (25)44 (46)30 (85)37 (0.4)40 (68)28 (66)24 (0.6)12/15
FULLNEWUOA ros noisy 226 (300)1e50/15
GLOBAL pal noisy 77 (82)54390/15
IPOP-SEP-CMA-ES ros noisy 12 (19)16 (14)16 (8)14 (13)12 (8)8.2 (4)13 (14)6/15
MA-LS-CHAIN molina noisy 2.2 (3)6.1 (2)6.9 (2)7.8 (2)7.7 (2)6.3 (1.0)5.8 (1)15/15
MCS huyer noisy 28 (55)4e40/15
ONEFIFTH auger noisy 241 (402)6.3e4 (1e5)1e70/15
PSO Bounds el-abd noisy 84 (23)237 (234)557 (966)1293 (1488)1e60/15
PSO el-abd noisy 465 (582)261 (240)267 (348)242 (421)256 (126)309 (390)1034 (1031)0/15
RANDOMSEARCH auger noisy 38 (54)1e70/15
SNOBFIT huyer noisy 11 (10)50360/15
VNS garcia-martinez noisy 28 (50)27 (45)36 (29)42 (52)65 (85)203 (245)963 (477)15/15
iAMALGAM bosman noisy 3.9 (7)26 (31)42 (25)53 (21)45 (4)30 (3)27 (2)15/15

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
ALPS hornby noisy 1.2 (2)464 (588)5e60/15
AMALGAM bosman noisy 19 (22)33 (33)77 (34)85 (98)319 (263)1e70/15
BAYEDA gallagher noisy 2e40/15
BFGS ros noisy 84260/15
BIPOP-CMA-ES hansen noisy 1.0 (0.8)1.00 (0.5)1.00 (0.4)1.0 (0.5)1.00 (0.5)1.0 (0.7)1.00 (0.7)15/15
CMA-ESPLUSSEL auger noisy 30 (33)1e50/15
DASA korosec noisy 639 (530)4e60/15
DE-PSO garcia-nieto noisy 29 (25)2e40/15
EDA-PSO el-abd noisy 94 (102)453 (326)1e60/15
FULLNEWUOA ros noisy 143 (110)1e50/15
GLOBAL pal noisy 45730/15
IPOP-SEP-CMA-ES ros noisy 45 (33)1e50/15
MA-LS-CHAIN molina noisy 1.1 (1)237 (215)5e50/15
MCS huyer noisy 27 (39)4e40/15
ONEFIFTH auger noisy 95 (84)1e70/15
PSO Bounds el-abd noisy 119 (208)1e60/15
PSO el-abd noisy 189 (247)1e60/15
RANDOMSEARCH auger noisy 4.1 (4)1e70/15
SNOBFIT huyer noisy 50360/15
VNS garcia-martinez noisy 48 (32)4283 (2604)5e70/15
iAMALGAM bosman noisy 18 (21)61 (55)97 (71)156 (130)1333 (1602)1e70/15

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
ALPS hornby noisy 68 (23)57 (102)1.4e5 (2e5)5e60/15
AMALGAM bosman noisy 16 (14)4.1 (2)12 (2)43 (20)53 (36)91 (70)159 (48)15/15
BAYEDA gallagher noisy 43 (18)11 (2)11 (4)17 (13)21 (17)17 (26)2e40/15
BFGS ros noisy 270 (220)49 (124)28 (77)17 (23)12 (19)10 (10)7.3 (16)10/15
BIPOP-CMA-ES hansen noisy 4.6 (2)1.1 (0.3)1.1 (0.2)1.1 (0.2)1.1 (0.2)1.2 (0.1)1.2 (0.1)15/15
CMA-ESPLUSSEL auger noisy 8.9 (14)53 (131)1406 (1913)1e50/15
DASA korosec noisy 1562 (1647)5e60/15
DE-PSO garcia-nieto noisy 17 (6)7.5 (2)46 (83)2e40/15
EDA-PSO el-abd noisy 39 (43)1.1e4 (3600)1e60/15
FULLNEWUOA ros noisy 27 (33)24 (31)2915 (4108)1e50/15
GLOBAL pal noisy 13 (6)6.3 (5)27950/15
IPOP-SEP-CMA-ES ros noisy 4.8 (1)1.00 (0.3)1.00 (0.2)1.0 (0.3)1.0 (0.3)1.00 (0.2)1.0 (0.2)15/15
MA-LS-CHAIN molina noisy 10 (5)4.5 (0.9)10 (14)184 (224)3163 (2373)5e50/15
MCS huyer noisy 1.00 (0.3)★319 (74)73 (120)200 (243)231 (202)322 (353)238 (439)1/15
ONEFIFTH auger noisy 5.8 (7)7.7 (11)1866 (2042)1e70/15
PSO Bounds el-abd noisy 2579 (2e4)1e60/15
PSO el-abd noisy 162 (990)4072 (9551)1e60/15
RANDOMSEARCH auger noisy 2352 (2540)1e70/15
SNOBFIT huyer noisy 6.5 (4)18 (20)142 (119)50360/15
VNS garcia-martinez noisy 11 (1)1.6 (0.1)1.5 (0.2)1.4 (0.1)1.3 (0.2)1.3 (0.1)1.3 (0.1)15/15
iAMALGAM bosman noisy 8.2 (2)2.1 (0.2)10 (9)54 (71)126 (141)273 (140)447 (248)15/15

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
ALPS hornby noisy 15 (10)1.0 (0.9)1 (2)   0/15
AMALGAM bosman noisy 6.5 (1)   0/15
BAYEDA gallagher noisy 4.3 (3)   0/15
BFGS ros noisy    0/15
BIPOP-CMA-ES hansen noisy 1.00 (0.8)4.9 (7)2.3 (3)1 (2)   0/15
CMA-ESPLUSSEL auger noisy    0/15
DASA korosec noisy    0/15
DE-PSO garcia-nieto noisy    0/15
EDA-PSO el-abd noisy 83 (93)   0/15
FULLNEWUOA ros noisy    0/15
GLOBAL pal noisy    0/15
IPOP-SEP-CMA-ES ros noisy 13 (18)   0/15
MA-LS-CHAIN molina noisy 7.4 (5)   0/15
MCS huyer noisy    0/15
ONEFIFTH auger noisy    0/15
PSO Bounds el-abd noisy 372 (442)   0/15
PSO el-abd noisy 613 (986)   0/15
RANDOMSEARCH auger noisy    0/15
SNOBFIT huyer noisy    0/15
VNS garcia-martinez noisy 39 (27)3.6 (3)   0/15
iAMALGAM bosman noisy 20 (15)   0/15

Δ fopt
f111, 10-D
1e1
82927
1e0
1e-1
1e-2
1e-3
1e-5
1e-7
#succ
0/15
ALPS hornby noisy       0/15
AMALGAM bosman noisy 16 (17)      0/15
BAYEDA gallagher noisy       0/15
BFGS ros noisy       0/15
BIPOP-CMA-ES hansen noisy 1.0 (0.8)      0/15
CMA-ESPLUSSEL auger noisy       0/15
DASA korosec noisy       0/15
DE-PSO garcia-nieto noisy       0/15
EDA-PSO el-abd noisy       0/15
FULLNEWUOA ros noisy       0/15
GLOBAL pal noisy       0/15
IPOP-SEP-CMA-ES ros noisy       0/15
MA-LS-CHAIN molina noisy       0/15
MCS huyer noisy       0/15
ONEFIFTH auger noisy       0/15
PSO Bounds el-abd noisy       0/15
PSO el-abd noisy       0/15
RANDOMSEARCH auger noisy       0/15
SNOBFIT huyer noisy       0/15
VNS garcia-martinez noisy       0/15
iAMALGAM bosman noisy 35 (23)      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
ALPS hornby noisy 30 (39)1457 (1013)5e60/15
AMALGAM bosman noisy 6.6 (27)296 (89)245 (73)243 (140)233 (59)220 (45)210 (99)15/15
BAYEDA gallagher noisy 23 (23)2e40/15
BFGS ros noisy 2e40/15
BIPOP-CMA-ES hansen noisy 1.2 (0.5)1.00 (0.2)1.00 (0.1)1.1 (0.1)1.1 (0.1)1.1 (0.1)1.1 (0.1)15/15
CMA-ESPLUSSEL auger noisy 8.1 (9)1e50/15
DASA korosec noisy 320 (390)6e60/15
DE-PSO garcia-nieto noisy 15 (8)2e40/15
EDA-PSO el-abd noisy 304 (1076)1e60/15
FULLNEWUOA ros noisy 4.5 (5)1e50/15
GLOBAL pal noisy 2.5 (2)28060/15
IPOP-SEP-CMA-ES ros noisy 1.00 (2)1.2 (0.4)1.0 (0.1)1.00 (0.1)1.00 (0.3)1.00 (0.2)1.00 (0.1)15/15
MA-LS-CHAIN molina noisy 2.9 (1)281 (324)5e50/15
MCS huyer noisy 4e40/15
ONEFIFTH auger noisy 7.4 (8)757 (1288)1e70/15
PSO Bounds el-abd noisy 1.6e4 (3e4)1e60/15
PSO el-abd noisy 1356 (1980)1e60/15
RANDOMSEARCH auger noisy 1e70/15
SNOBFIT huyer noisy 40 (40)50360/15
VNS garcia-martinez noisy 1.2 (0.3)4.9 (5)3.7 (0.1)3.6 (10)3.4 (6)3.3 (3)3.2 (0.1)15/15
iAMALGAM bosman noisy 2.2 (3)395 (188)342 (17)319 (74)306 (53)325 (140)310 (45)14/15

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
ALPS hornby noisy 2.4 (1)5.9 (3)7.3 (7)43 (27)72 (46)72 (45)83 (87)6/15
AMALGAM bosman noisy 1.8 (6)2.9 (3)1.2 (0.6)1.4 (1)1.6 (2)1.6 (1)1.6 (2)15/15
BAYEDA gallagher noisy 2.3 (1)2e40/15
BFGS ros noisy 1e40/15
BIPOP-CMA-ES hansen noisy 1.00 (0.4)1.00 (1.0)1.0 (0.9)1.00 (0.5)1.0 (1)1.0 (1.0)1.00 (0.5)15/15
CMA-ESPLUSSEL auger noisy 323 (319)1e50/15
DASA korosec noisy 1.4e4 (1e4)4e60/15
DE-PSO garcia-nieto noisy 6.3 (11)2e40/15
EDA-PSO el-abd noisy 58 (168)73 (109)1e60/15
FULLNEWUOA ros noisy 1e50/15
GLOBAL pal noisy 56180/15
IPOP-SEP-CMA-ES ros noisy 7.4 (7)17 (13)1e50/15
MA-LS-CHAIN molina noisy 2.2 (1)7.0 (14)16 (16)67 (124)67 (97)67 (37)65 (43)1/15
MCS huyer noisy 133 (208)4e40/15
ONEFIFTH auger noisy 1185 (1872)1e70/15
PSO Bounds el-abd noisy 1457 (2237)1e60/15
PSO el-abd noisy 153 (117)514 (688)1e60/15
RANDOMSEARCH auger noisy 4193 (4238)1e70/15
SNOBFIT huyer noisy 50360/15
VNS garcia-martinez noisy 14 (24)64 (106)364 (342)7095 (9214)7084 (4431)7084 (5156)6872 (3791)1/15
iAMALGAM bosman noisy 3.1 (6)4.7 (7)3.4 (0.5)4.1 (3)4.1 (0.5)4.1 (2)3.9 (2)15/15

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
ALPS hornby noisy 10 (7)5e60/15
AMALGAM bosman noisy 5.7 (10)11 (4)30 (16)123 (92)122 (282)122 (58)183 (190)2/15
BAYEDA gallagher noisy 2e40/15
BFGS ros noisy 75130/15
BIPOP-CMA-ES hansen noisy 1.00 (1)1.0 (0.3)1.00 (0.9)1.0 (0.5)1.0 (0.8)1.0 (0.4)1.0 (0.5)15/15
CMA-ESPLUSSEL auger noisy 1e50/15
DASA korosec noisy 1785 (2528)4e60/15
DE-PSO garcia-nieto noisy 2e40/15
EDA-PSO el-abd noisy 179 (212)1e60/15
FULLNEWUOA ros noisy 1e50/15
GLOBAL pal noisy 41520/15
IPOP-SEP-CMA-ES ros noisy 1e50/15
MA-LS-CHAIN molina noisy 10 (17)5e50/15
MCS huyer noisy 4e40/15
ONEFIFTH auger noisy 2025 (1024)1e70/15
PSO Bounds el-abd noisy 1e60/15
PSO el-abd noisy 1e60/15
RANDOMSEARCH auger noisy 517 (656)1e70/15
SNOBFIT huyer noisy 50360/15
VNS garcia-martinez noisy 193 (270)5e70/15
iAMALGAM bosman noisy 12 (14)20 (18)29 (28)184 (168)182 (327)182 (224)175 (246)1/15

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
ALPS hornby noisy 11 (0.7)492 (363)5e60/15
AMALGAM bosman noisy 1.8 (0.3)3.9 (3)3.6 (4)4.3 (1)4.3 (1)4.3 (2)4.2 (2)15/15
BAYEDA gallagher noisy 11 (4)2e40/15
BFGS ros noisy 2e40/15
BIPOP-CMA-ES hansen noisy 1.00 (0.3)4.5 (5)6.9 (6)5.5 (4)5.4 (4)5.4 (4)5.6 (4)15/15
CMA-ESPLUSSEL auger noisy 12 (7)1e50/15
DASA korosec noisy 8309 (2e4)5e60/15
DE-PSO garcia-nieto noisy 7.0 (13)16 (26)2e40/15
EDA-PSO el-abd noisy 27 (5)4837 (5692)1e60/15
FULLNEWUOA ros noisy 3.7 (2)143 (103)1e50/15
GLOBAL pal noisy 4.1 (4)51400/15
IPOP-SEP-CMA-ES ros noisy 1.0 (0.5)1.00 (0.6)1.00 (0.5)1.00 (0.3)1.00 (0.6)1.00 (0.5)1.0 (0.5)15/15
MA-LS-CHAIN molina noisy 3.7 (2)42 (50)257 (247)5e50/15
MCS huyer noisy 298 (578)4e40/15
ONEFIFTH auger noisy 17 (8)2887 (891)1e70/15
PSO Bounds el-abd noisy 1423 (1625)1e60/15
PSO el-abd noisy 641 (644)1e60/15
RANDOMSEARCH auger noisy 6.5e4 (8e4)1e70/15
SNOBFIT huyer noisy 89 (78)50360/15
VNS garcia-martinez noisy 1.9 (3)13 (13)38 (83)56 (10)64 (86)64 (67)65 (105)15/15
iAMALGAM bosman noisy 1.4 (0.3)1.5 (3)4.4 (6)13 (11)14 (9)14 (10)14 (11)15/15

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
ALPS hornby noisy 15 (15)160 (105)5e60/15
AMALGAM bosman noisy 1.0 (0.3)1.00 (0.2)1.0 (1)1 (0.5)1.0 (1)1.00 (1)1.0 (1)15/15
BAYEDA gallagher noisy 2e40/15
BFGS ros noisy 78650/15
BIPOP-CMA-ES hansen noisy 1.3 (0.4)1.3 (1.0)1.6 (0.9)1.7 (0.9)1.7 (0.9)1.7 (0.7)1.3 (0.6)15/15
CMA-ESPLUSSEL auger noisy 1e50/15
DASA korosec noisy 4e60/15
DE-PSO garcia-nieto noisy 2e40/15
EDA-PSO el-abd noisy 196 (115)1e60/15
FULLNEWUOA ros noisy 1e50/15
GLOBAL pal noisy 46030/15
IPOP-SEP-CMA-ES ros noisy 1e50/15
MA-LS-CHAIN molina noisy 33 (42)5e50/15
MCS huyer noisy 4e40/15
ONEFIFTH auger noisy 1e70/15
PSO Bounds el-abd noisy 1e60/15
PSO el-abd noisy 1e60/15
RANDOMSEARCH auger noisy 1e70/15
SNOBFIT huyer noisy 50360/15
VNS garcia-martinez noisy 1437 (1123)5e70/15
iAMALGAM bosman noisy 2.8 (2)2.7 (1)3.0 (1)3.4 (0.5)3.5 (3)3.7 (2)2.8 (0.3)15/15

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
ALPS hornby noisy 5e60/15
AMALGAM bosman noisy 7.0 (9)6.5 (4)13 (14)30 (29)104 (106)1e70/15
BAYEDA gallagher noisy 2e40/15
BFGS ros noisy 52140/15
BIPOP-CMA-ES hansen noisy 1.0 (0.7)1.0 (0.5)1.00 (0.4)1.0 (0.3)1.0 (0.4)1.0 (0.2)1.00 (0.2)15/15
CMA-ESPLUSSEL auger noisy 1e50/15
DASA korosec noisy 4e60/15
DE-PSO garcia-nieto noisy 2e40/15
EDA-PSO el-abd noisy 1e60/15
FULLNEWUOA ros noisy 1e50/15
GLOBAL pal noisy 37340/15
IPOP-SEP-CMA-ES ros noisy 1e50/15
MA-LS-CHAIN molina noisy 5e50/15
MCS huyer noisy 4e40/15
ONEFIFTH auger noisy 1e70/15
PSO Bounds el-abd noisy 1e60/15
PSO el-abd noisy 1e60/15
RANDOMSEARCH auger noisy 1e70/15
SNOBFIT huyer noisy 50360/15
VNS garcia-martinez noisy 5e70/15
iAMALGAM bosman noisy 10 (0.9)14 (7)24 (24)51 (51)107 (155)1e70/15

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
ALPS hornby noisy 258 (401)2.2e4 (2e4)5e60/15
AMALGAM bosman noisy 1.3 (0.5)2.9 (0.1)4.4 (4)10 (10)12 (11)20 (16)34 (25)15/15
BAYEDA gallagher noisy 2e40/15
BFGS ros noisy 2e40/15
BIPOP-CMA-ES hansen noisy 3.2 (0.9)2.2 (0.6)2.2 (0.6)2.1 (0.4)2.0 (0.4)1.9 (0.2)1.8 (0.1)15/15
CMA-ESPLUSSEL auger noisy 347 (116)1e50/15
DASA korosec noisy 7e60/15
DE-PSO garcia-nieto noisy 2e40/15
EDA-PSO el-abd noisy 1e60/15
FULLNEWUOA ros noisy 14 (19)433 (432)1e50/15
GLOBAL pal noisy 50 (51)1e40/15
IPOP-SEP-CMA-ES ros noisy 3.4 (0.3)2.1 (0.7)1.8 (0.5)1.7 (0.4)1.5 (0.3)1.5 (0.2)1.4 (0.2)15/15
MA-LS-CHAIN molina noisy 16 (33)133 (225)779 (748)5e50/15
MCS huyer noisy 4e40/15
ONEFIFTH auger noisy 5.0e4 (5e4)1e70/15
PSO Bounds el-abd noisy 1e60/15
PSO el-abd noisy 1.0e4 (1e4)1e60/15
RANDOMSEARCH auger noisy 1e70/15
SNOBFIT huyer noisy 50360/15
VNS garcia-martinez noisy 1.7 (0.5)1.00 (0.4)1.00 (0.2)1.00 (0.1)1.00 (0.2)1.00 (0.1)1.00 (0.3)15/15
iAMALGAM bosman noisy 1.0 (0.3)2.2 (4)5.1 (4)18 (25)30 (19)59 (5)143 (87)15/15

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
ALPS hornby noisy 3.4 (4)4.1 (2)8.0 (0.4)11 (5)44 (24)5e60/15
AMALGAM bosman noisy 2.1 (2)8.5 (9)14 (24)8.3 (10)3.9 (4)1.2 (0.6)1.1 (0.3)15/15
BAYEDA gallagher noisy 6.6 (8)2.6 (2)4.1 (2)2e40/15
BFGS ros noisy 2e40/15
BIPOP-CMA-ES hansen noisy 1.0 (0.6)1 (0.7)1.0 (0.6)★21.00 (0.5)1.00 (0.9)1.0 (0.4)1.00 (0.5)15/15
CMA-ESPLUSSEL auger noisy 88 (105)1e50/15
DASA korosec noisy 1083 (469)4e60/15
DE-PSO garcia-nieto noisy 5.9 (1)6.6 (4)2e40/15
EDA-PSO el-abd noisy 4.6 (8)83 (241)111 (356)83 (160)180 (144)1e60/15
FULLNEWUOA ros noisy 160 (295)1e50/15
GLOBAL pal noisy 8.7 (10)55130/15
IPOP-SEP-CMA-ES ros noisy 34 (3)11 (8)13 (18)7.1 (0.1)20 (35)1e50/15
MA-LS-CHAIN molina noisy 1.8 (0.7)3.2 (1.0)8.8 (5)9.3 (3)9.1 (6)5e50/15
MCS huyer noisy 18 (24)4e40/15
ONEFIFTH auger noisy 44 (75)4.6e4 (7e4)1e70/15
PSO Bounds el-abd noisy 563 (3908)889 (2402)2845 (2314)1e60/15
PSO el-abd noisy 1.4 (2)234 (401)330 (767)376 (277)1e60/15
RANDOMSEARCH auger noisy 7.5 (2)4.7e4 (5e4)1e70/15
SNOBFIT huyer noisy 7.6 (11)50360/15
VNS garcia-martinez noisy 2.6 (1)18 (18)41 (33)179 (250)2870 (2457)7e70/15
iAMALGAM bosman noisy 1.4 (1)10 (14)38 (23)24 (8)13 (0.9)2.4 (1)2.2 (0.2)15/15

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
ALPS hornby noisy 1.7 (2)48 (33)5e60/15
AMALGAM bosman noisy 6.4 (0.4)16 (7)39 (20)130 (115)1e70/15
BAYEDA gallagher noisy 13 (34)2e40/15
BFGS ros noisy 263 (242)84700/15
BIPOP-CMA-ES hansen noisy 4.1 (4)1.0 (0.3)1.0 (0.6)1.0 (1)1.0 (0.5)1.00 (0.4)1.0 (0.4)15/15
CMA-ESPLUSSEL auger noisy 64 (48)1e50/15
DASA korosec noisy 462 (246)4e60/15
DE-PSO garcia-nieto noisy 21 (36)2e40/15
EDA-PSO el-abd noisy 329 (2)164 (238)1e60/15
FULLNEWUOA ros noisy 309 (344)1e50/15
GLOBAL pal noisy 2.3 (1)45950/15
IPOP-SEP-CMA-ES ros noisy 98 (67)1e50/15
MA-LS-CHAIN molina noisy 1.0 (0.3)18 (35)5e50/15
MCS huyer noisy 59 (92)4e40/15
ONEFIFTH auger noisy 46 (33)3661 (3320)1e70/15
PSO Bounds el-abd noisy 774 (532)1e60/15
PSO el-abd noisy 333 (1069)351 (407)1e60/15
RANDOMSEARCH auger noisy 2.0 (2)1e70/15
SNOBFIT huyer noisy 4.1 (7)50360/15
VNS garcia-martinez noisy 97 (52)385 (424)6e70/15
iAMALGAM bosman noisy 15 (34)29 (25)98 (79)287 (186)1e70/15

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
ALPS hornby noisy 10 (7)81 (134)5e60/15
AMALGAM bosman noisy 3.2 (1)11 (2)30 (35)44 (35)32 (15)46 (43)43 (27)15/15
BAYEDA gallagher noisy 8.6 (5)22 (34)30 (63)64 (78)2e40/15
BFGS ros noisy 572 (320)2e40/15
BIPOP-CMA-ES hansen noisy 1.1 (0.9)1.0 (0.2)1.1 (0.3)1.1 (0.2)1.1 (0.2)1.9 (0.2)2.1 (0.2)15/15
CMA-ESPLUSSEL auger noisy 4.0 (4)41 (46)1e50/15
DASA korosec noisy 581 (936)5e60/15
DE-PSO garcia-nieto noisy 4.6 (2)8.8 (4)139 (87)2e40/15
EDA-PSO el-abd noisy 2.3 (3)9443 (7100)1e60/15
FULLNEWUOA ros noisy 10 (34)144 (201)1e50/15
GLOBAL pal noisy 3.8 (2)18 (9)32280/15
IPOP-SEP-CMA-ES ros noisy 1.0 (0.9)1 (0.5)1 (0.2)1.0 (0.3)1.2 (0.1)1.1 (0.4)1.00 (0.2)15/15
MA-LS-CHAIN molina noisy 2.5 (0.9)4.8 (0.9)43 (49)5e50/15
MCS huyer noisy 7.1 (18)4e40/15
ONEFIFTH auger noisy 3.3 (3)54 (43)2.8e4 (3e4)1e70/15
PSO Bounds el-abd noisy 4.9 (4)1e60/15
PSO el-abd noisy 1.7 (1.0)7448 (7468)1e60/15
RANDOMSEARCH auger noisy 10 (11)1e70/15
SNOBFIT huyer noisy 4.4 (5)50360/15
VNS garcia-martinez noisy 3.5 (1)1.6 (0.3)1.4 (0.2)1.1 (0.1)1.00 (0.2)1.00 (0.1)1.0 (0.1)15/15
iAMALGAM bosman noisy 1.6 (0.9)3.4 (6)21 (45)72 (41)94 (74)127 (149)123 (68)15/15

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
ALPS hornby noisy 2.0 (3)17 (18)691 (1114)5e60/15
AMALGAM bosman noisy 1.7 (1)4.2 (2)10 (6)6.2 (6)5.0 (2)2.3 (2)5.4 (4)13/15
BAYEDA gallagher noisy 1.4 (2)2.4 (3)2e40/15
BFGS ros noisy 144 (85)2e40/15
BIPOP-CMA-ES hansen noisy 1.7 (2)1.00 (1)1.0 (0.3)1.00 (0.9)1.00 (0.3)1.00 (1.0)1.00 (0.6)15/15
CMA-ESPLUSSEL auger noisy 24 (33)1e50/15
DASA korosec noisy 348 (1016)4e60/15
DE-PSO garcia-nieto noisy 3.8 (5)2e40/15
EDA-PSO el-abd noisy 3.4 (15)203 (727)1e60/15
FULLNEWUOA ros noisy 65 (142)1e50/15
GLOBAL pal noisy 2.4 (2)55260/15
IPOP-SEP-CMA-ES ros noisy 39 (1)18 (14)1e50/15
MA-LS-CHAIN molina noisy 1.2 (0.7)17 (8)5e50/15
MCS huyer noisy 3.3 (9)4e40/15
ONEFIFTH auger noisy 21 (28)1e70/15
PSO Bounds el-abd noisy 4.1 (11)577 (562)1e60/15
PSO el-abd noisy 1.7 (2)607 (1023)1e60/15
RANDOMSEARCH auger noisy 2.8 (5)1e70/15
SNOBFIT huyer noisy 4.3 (7)50360/15
VNS garcia-martinez noisy 3.7 (3)152 (158)2.9e4 (2e4)7e70/15
iAMALGAM bosman noisy 1.0 (1)11 (9)27 (10)11 (0.4)8.6 (5)3.4 (2)7.0 (4)11/15

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
ALPS hornby noisy 2.4 (4)5e60/15
AMALGAM bosman noisy 3.0 (2)34 (45)1e70/15
BAYEDA gallagher noisy 9.3 (6)2e40/15
BFGS ros noisy 145 (93)90860/15
BIPOP-CMA-ES hansen noisy 18 (39)1.0 (0.4)1.0 (0.5)1.00 (0.7)1.0 (0.7)1.00 (0.7)1.0 (0.4)7/15
CMA-ESPLUSSEL auger noisy 137 (454)1e50/15
DASA korosec noisy 292 (413)4e60/15
DE-PSO garcia-nieto noisy 64 (128)2e40/15
EDA-PSO el-abd noisy 3.7 (9)1e60/15
FULLNEWUOA ros noisy 349 (391)1e50/15
GLOBAL pal noisy 5.0 (6)44270/15
IPOP-SEP-CMA-ES ros noisy 163 (392)1e50/15
MA-LS-CHAIN molina noisy 1.00 (0.6)5e50/15
MCS huyer noisy 37 (112)4e40/15
ONEFIFTH auger noisy 76 (58)1e70/15
PSO Bounds el-abd noisy 6.1 (12)1e60/15
PSO el-abd noisy 2.8 (6)1e60/15
RANDOMSEARCH auger noisy 3.1 (6)1e70/15
SNOBFIT huyer noisy 5.4 (10)50360/15
VNS garcia-martinez noisy 353 (627)6e70/15
iAMALGAM bosman noisy 5.9 (18)79 (78)1e70/15

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
ALPS hornby noisy 2.8 (4)7184 (4363)5e60/15
AMALGAM bosman noisy 2.5 (3)6.7 (2)4.9 (5)4.6 (4)7.6 (3)7.9 (5)7.4 (9)14/15
BAYEDA gallagher noisy 2.8 (0.3)10 (3)2.7 (3)8.7 (8)2e40/15
BFGS ros noisy 468 (790)2e40/15
BIPOP-CMA-ES hansen noisy 1.8 (0.8)1.0 (0.3)1.00 (1)1.00 (0.7)1.00 (0.3)1.00 (0.5)1.00 (0.6)15/15
CMA-ESPLUSSEL auger noisy 9.0 (7)2377 (1222)1e50/15
DASA korosec noisy 214 (233)5e60/15
DE-PSO garcia-nieto noisy 3.6 (3)50 (60)2e40/15
EDA-PSO el-abd noisy 2.3 (2)1e60/15
FULLNEWUOA ros noisy 9.3 (17)1e50/15
GLOBAL pal noisy 3.2 (4)53370/15
IPOP-SEP-CMA-ES ros noisy 1.8 (1)5.5 (13)2.3 (2)1.5 (0.8)1.5 (0.9)5.3 (5)1e50/15
MA-LS-CHAIN molina noisy 1.7 (1)127 (135)5e50/15
MCS huyer noisy 1.0 (1)4e40/15
ONEFIFTH auger noisy 6.9 (3)1.2e4 (2e4)1e70/15
PSO Bounds el-abd noisy 2.5 (2)1e60/15
PSO el-abd noisy 1.3 (2)1e60/15
RANDOMSEARCH auger noisy 2.5 (5)1e70/15
SNOBFIT huyer noisy 2.0 (1.0)50360/15
VNS garcia-martinez noisy 4.1 (2)1.5 (0.3)8.6 (24)46 (28)523 (486)6e70/15
iAMALGAM bosman noisy 1.5 (1)12 (35)16 (4)17 (10)26 (35)17 (13)8.6 (6)15/15

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
ALPS hornby noisy 1.1 (0.2)490 (406)3.4e7 (5e7)5e60/15
AMALGAM bosman noisy 1.1 (0)158 (56)1.1e6 (2e6)1e70/15
BAYEDA gallagher noisy 1.1 (0)220 (155)2e40/15
BFGS ros noisy 1.7 (0)4.1e4 (4e4)3e40/15
BIPOP-CMA-ES hansen noisy 1 (0)113 (18)5.0e5 (3e5)1.00 (0.6)1.0 (0.5)1.00 (1)1.0 (0.4)13/15
CMA-ESPLUSSEL auger noisy 1 (0)2996 (3573)1e50/15
DASA korosec noisy 2.9 (0)8.9e4 (5e4)4e60/15
DE-PSO garcia-nieto noisy 1.1 (0.2)288 (121)2e40/15
EDA-PSO el-abd noisy 1 (0)312 (200)7.0e6 (5e6)1e60/15
FULLNEWUOA ros noisy 10 (33)235 (313)1e50/15
GLOBAL pal noisy 1.3 (0.2)1179 (1165)54950/15
IPOP-SEP-CMA-ES ros noisy 1 (0)89 (70)7.3e5 (8e5)1e50/15
MA-LS-CHAIN molina noisy 1.1 (0)167 (70)8.5e5 (1e6)5e50/15
MCS huyer noisy 1 (0)1 (0)★41 (0)★44e40/15
ONEFIFTH auger noisy 1 (0)2981 (2893)1e70/15
PSO Bounds el-abd noisy 1.2 (0.2)324 (496)1.5e7 (3e7)1e60/15
PSO el-abd noisy 1.1 (0.5)250 (283)1e60/15
RANDOMSEARCH auger noisy 1 (0)1428 (2817)1e70/15
SNOBFIT huyer noisy 1.1 (0)383 (453)50360/15
VNS garcia-martinez noisy 1.4 (1)298 (183)2.2e7 (1e7)8e70/15
iAMALGAM bosman noisy 1.2 (0.2)113 (94)1.9e6 (2e6)134 (169)1e70/15

Δ fopt
f126, 10-D
1e1
1
1e0
1
1e-1
1
1e-2
1e-3
1e-5
1e-7
#succ
0/15
ALPS hornby noisy 1 (0)509 (460)    0/15
AMALGAM bosman noisy 1.3 (0.5)218 (69)4.9e7 (6e7)    0/15
BAYEDA gallagher noisy 1.1 (0)310 (195)    0/15
BFGS ros noisy 6.1 (0)1.6e4 (8140)    0/15
BIPOP-CMA-ES hansen noisy 1 (0)867 (983)3.9e6 (2e6)    0/15
CMA-ESPLUSSEL auger noisy 1 (0)4455 (6477)    0/15
DASA korosec noisy 1.2 (0)1.1e5 (2e5)    0/15
DE-PSO garcia-nieto noisy 1.1 (0)1023 (1557)    0/15
EDA-PSO el-abd noisy 1 (0)2600 (2078)1.5e7 (2e7)    0/15
FULLNEWUOA ros noisy 28 (44)7.1e4 (9e4)    0/15
GLOBAL pal noisy 1.1 (0)1506 (1219)    0/15
IPOP-SEP-CMA-ES ros noisy 1.1 (0)1.3e4 (7965)    0/15
MA-LS-CHAIN molina noisy 1.1 (0)189 (60)    0/15
MCS huyer noisy 1 (0)1 (0)★41 (0)★4    0/15
ONEFIFTH auger noisy 1 (0)6820 (1e4)    0/15
PSO Bounds el-abd noisy 1 (0)1.5e5 (1e6)    0/15
PSO el-abd noisy 1.3 (0.5)955 (366)    0/15
RANDOMSEARCH auger noisy 1.1 (0)985 (1035)    0/15
SNOBFIT huyer noisy 1.2 (0.5)666 (398)    0/15
VNS garcia-martinez noisy 1.4 (0)1.8e4 (6e4)    0/15
iAMALGAM bosman noisy 1.3 (0.5)196 (125)3.3e7 (3e7)    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
ALPS hornby noisy 1 (0)373 (308)5e60/15
AMALGAM bosman noisy 1 (0)153 (80)1.3e5 (7e4)5.5 (6)25 (27)34 (26)34 (58)2/15
BAYEDA gallagher noisy 1.2 (0.2)237 (162)2e40/15
BFGS ros noisy 60 (0)5.8e4 (6e4)2e40/15
BIPOP-CMA-ES hansen noisy 1 (0)54 (29)8.5e4 (2e5)1.00 (1.0)1.00 (0.7)1.00 (0.4)1.00 (0.7)15/15
CMA-ESPLUSSEL auger noisy 1 (0)790 (614)1e50/15
DASA korosec noisy 10 (22)5.8e4 (7e4)4e60/15
DE-PSO garcia-nieto noisy 1.1 (0)275 (140)2e40/15
EDA-PSO el-abd noisy 1.1 (0)92 (46)1e60/15
FULLNEWUOA ros noisy 1 (0)69 (4)1e50/15
GLOBAL pal noisy 1.1 (0)884 (1031)51060/15
IPOP-SEP-CMA-ES ros noisy 1 (0)47 (38)3.7e4 (4e4)1.8 (2)1e50/15
MA-LS-CHAIN molina noisy 1.1 (0)130 (46)5e50/15
MCS huyer noisy 1 (0)1 (0)★41 (0)★44e40/15
ONEFIFTH auger noisy 2.5 (3)854 (562)1e70/15
PSO Bounds el-abd noisy 1 (0)534 (560)1e60/15
PSO el-abd noisy 1.1 (0.2)565 (1329)1e60/15
RANDOMSEARCH auger noisy 1.1 (0.5)1175 (1389)1e70/15
SNOBFIT huyer noisy 1 (0)245 (214)50360/15
VNS garcia-martinez noisy 1.4 (0.5)224 (30)3.8e5 (6e5)93 (86)7e70/15
iAMALGAM bosman noisy 1 (0)90 (44)4.0e5 (2e5)15 (17)23 (36)21 (46)21 (32)3/15

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
ALPS hornby noisy 3.8 (4)1.7 (2)1.9 (1)2.0 (1)1.1 (0.9)1.0 (0.5)1.0 (1)15/15
AMALGAM bosman noisy 5.0 (9)5.1 (7)5.4 (7)5.4 (5)2.8 (3)2.1 (2)1.6 (2)15/15
BAYEDA gallagher noisy 2.6 (3)2.2 (0.8)2e40/15
BFGS ros noisy 2e40/15
BIPOP-CMA-ES hansen noisy 1.00 (1)6.4 (4)6.6 (19)6.4 (0.6)3.2 (0.6)2.4 (1)1.8 (0.2)14/15
CMA-ESPLUSSEL auger noisy 25 (27)1e50/15
DASA korosec noisy 397 (516)4e60/15
DE-PSO garcia-nieto noisy 5.2 (7)1 (0.6)1.00 (1)1.0 (0.6)1 (2)2e40/15
EDA-PSO el-abd noisy 312 (382)101 (105)100 (87)97 (106)48 (54)37 (56)27 (30)1/15
FULLNEWUOA ros noisy 77 (82)1e50/15
GLOBAL pal noisy 8.6 (9)54830/15
IPOP-SEP-CMA-ES ros noisy 11 (15)3.2 (1)4.9 (5)10 (8)5.0 (4)3.8 (4)2.8 (2)1/15
MA-LS-CHAIN molina noisy 4.1 (3)2.9 (2)3.0 (4)3.1 (3)1.6 (2)1.2 (0.7)1.0 (0.6)9/15
MCS huyer noisy 14 (22)4.1 (8)4e40/15
ONEFIFTH auger noisy 36 (53)122 (227)1e70/15
PSO Bounds el-abd noisy 224 (332)1e60/15
PSO el-abd noisy 230 (213)1e60/15
RANDOMSEARCH auger noisy 11 (12)1063 (1268)1e70/15
SNOBFIT huyer noisy 4.0 (3)50360/15
VNS garcia-martinez noisy 31 (22)9.0 (8)9.1 (5)11 (7)7.0 (7)13 (15)14 (10)14/15
iAMALGAM bosman noisy 14 (11)6.0 (7)11 (10)11 (10)5.7 (6)4.4 (3)3.3 (3)15/15

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
ALPS hornby noisy 2.0 (3)26 (29)5e60/15
AMALGAM bosman noisy 12 (13)6.1 (11)14 (11)23 (11)23 (16)31 (25)102 (106)1/15
BAYEDA gallagher noisy 2e40/15
BFGS ros noisy 86680/15
BIPOP-CMA-ES hansen noisy 1.00 (2)1.00 (0.9)1.0 (3)1.0 (0.4)1.0 (0.9)1.0 (0.5)1.00 (6)14/15
CMA-ESPLUSSEL auger noisy 1e50/15
DASA korosec noisy 357 (258)4e60/15
DE-PSO garcia-nieto noisy 5.5 (6)2e40/15
EDA-PSO el-abd noisy 261 (389)1e60/15
FULLNEWUOA ros noisy 1e50/15
GLOBAL pal noisy 43170/15
IPOP-SEP-CMA-ES ros noisy 13 (10)1e50/15
MA-LS-CHAIN molina noisy 1.7 (1)5.3 (11)5e50/15
MCS huyer noisy 4e40/15
ONEFIFTH auger noisy 21 (17)108 (59)1e70/15
PSO Bounds el-abd noisy 259 (246)1e60/15
PSO el-abd noisy 260 (255)1e60/15
RANDOMSEARCH auger noisy 1.3 (1)32 (28)1e70/15
SNOBFIT huyer noisy 50360/15
VNS garcia-martinez noisy 42 (45)69 (54)7e70/15
iAMALGAM bosman noisy 12 (20)18 (31)47 (98)100 (106)99 (150)98 (74)97 (189)1/15

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
ALPS hornby noisy 6.7 (3)9.0 (18)67 (107)5e60/15
AMALGAM bosman noisy 8.0 (0.6)166 (279)35 (32)19 (23)19 (23)20 (23)20 (23)15/15
BAYEDA gallagher noisy 17 (14)23 (32)2e40/15
BFGS ros noisy 100 (97)2e40/15
BIPOP-CMA-ES hansen noisy 4.9 (8)34 (59)18 (96)10 (5)10 (9)9.5 (5)9.4 (49)15/15
CMA-ESPLUSSEL auger noisy 2.5 (3)6.5 (11)11 (10)1e50/15
DASA korosec noisy 588 (559)5e60/15
DE-PSO garcia-nieto noisy 8.3 (12)10 (11)1.8 (1)2e40/15
EDA-PSO el-abd noisy 380 (815)684 (552)1e60/15
FULLNEWUOA ros noisy 6.7 (18)8.3 (8)5.1 (4)1e50/15
GLOBAL pal noisy 1.0 (0.2)1.0 (0.8)1.0 (1)58900/15
IPOP-SEP-CMA-ES ros noisy 2.3 (0.3)11 (10)1.9 (2)1.0 (0.9)1.00 (2)1.0 (2)1.0 (2)10/15
MA-LS-CHAIN molina noisy 4.7 (2)19 (64)7.1 (11)3.9 (4)5.2 (6)5e50/15
MCS huyer noisy 32 (32)4e40/15
ONEFIFTH auger noisy 1.7 (1)4.6 (6)24 (14)457 (612)1e70/15
PSO Bounds el-abd noisy 772 (1041)1e60/15
PSO el-abd noisy 182 (529)681 (1021)193 (124)1e60/15
RANDOMSEARCH auger noisy 159 (104)2.4e4 (2e4)1e70/15
SNOBFIT huyer noisy 2.2 (2)12 (10)50360/15
VNS garcia-martinez noisy 97 (243)214 (515)38 (47)20 (29)20 (24)20 (26)19 (31)15/15
iAMALGAM bosman noisy 1.0 (0.2)4.4 (8)1.5 (2)1.8 (4)8.4 (16)12 (15)21 (16)15/15

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
ALPS hornby noisy 101 (16)32 (2)38 (3)45 (1)56 (1)79 (3)101 (3)15/15
AMALGAM bosman noisy 57 (35)15 (4)17 (6)18 (6)21 (4)26 (8)31 (6)15/15
BAYEDA gallagher noisy 109 (14)26 (2)27 (3)30 (4)48 (15)58 (55)765 (1201)0/15
BFGS ros noisy 6e40/15
BIPOP-CMA-ES hansen noisy 6.1 (1)1.5 (0.2)1.6 (0.1)1.8 (0.1)2.1 (0.1)2.7 (0.2)3.3 (0.1)15/15
CMA-ESPLUSSEL auger noisy 4.4 (0.4)1.00 (0.1)1.0 (0.1)1.1 (0.1)1.3 (0.1)1.7 (0.1)2.1 (0.1)15/15
DASA korosec noisy 22 (5)5.1 (0.9)5.3 (0.5)6.1 (1)7.8 (0.8)12 (0.8)16 (2)15/15
DE-PSO garcia-nieto noisy 23 (7)8.5 (2)14 (1)21 (5)33 (12)107 (81)4e40/15
EDA-PSO el-abd noisy 258 (67)100 (7)120 (11)142 (8)173 (12)236 (10)292 (6)15/15
FULLNEWUOA ros noisy 5.8 (0.7)1.4 (0.2)1.2 (0.1)1.00 (0.1)1.00 (0.1)★21.0 (0.1)★41.00 (0.1)★415/15
GLOBAL pal noisy 9.1 (5)3.0 (3)4.5 (3)6.2 (4)7.3 (5)19 (13)246 (265)0/15
IPOP-SEP-CMA-ES ros noisy 5.5 (1)1.4 (0.2)1.4 (0.1)1.5 (0.2)1.8 (0.2)2.4 (0.2)2.9 (0.1)15/15
MA-LS-CHAIN molina noisy 17 (6)5.3 (1)5.9 (0.7)6.5 (0.6)7.9 (0.7)10 (0.5)11 (0.9)15/15
MCS huyer noisy 1.0 (0.3)★4283 (330)8e40/15
ONEFIFTH auger noisy 4.9 (0.6)1.0 (0.1)1.00 (0.1)1.0 (0.3)1.2 (0.3)1.5 (0.6)1.9 (0.1)15/15
PSO Bounds el-abd noisy 91 (68)169 (128)184 (45)203 (74)229 (80)296 (54)880 (82)15/15
PSO el-abd noisy 16 (9)7.3 (3)10 (1)12 (1)15 (1)22 (2)28 (3)15/15
RANDOMSEARCH auger noisy 2e70/15
SNOBFIT huyer noisy 52 (36)36 (66)27 (7)25 (40)103 (98)50660/15
VNS garcia-martinez noisy 8.5 (1)1.9 (0.1)1.9 (0.2)2.0 (0.1)2.3 (0.2)2.9 (0.1)3.5 (0.1)15/15
iAMALGAM bosman noisy 23 (3)6.3 (0.4)7.0 (0.4)7.7 (0.3)9.3 (0.3)12 (0.6)15 (0.6)15/15

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
ALPS hornby noisy 27 (4)34 (3)38 (4)40 (3)44 (3)53 (4)59 (5)15/15
AMALGAM bosman noisy 16 (8)19 (6)19 (5)19 (5)19 (5)19 (4)19 (5)15/15
BAYEDA gallagher noisy 27 (3)27 (3)27 (7)30 (27)29 (1)37 (18)426 (455)0/15
BFGS ros noisy 5e40/15
BIPOP-CMA-ES hansen noisy 1.6 (0.4)1.6 (0.2)1.6 (0.2)1.6 (0.1)1.6 (0.1)1.8 (0.1)1.8 (0.1)15/15
CMA-ESPLUSSEL auger noisy 1.00 (0.1)1.00 (0.1)1.00 (0.1)★31.0 (0.1)1.0 (0.1)1.1 (0.1)1.6 (0.5)15/15
DASA korosec noisy 7.5 (3)7.4 (2)7.9 (2)8.1 (4)9.3 (2)17 (7)34 (38)15/15
DE-PSO garcia-nieto noisy 6.3 (1)8.8 (1)13 (2)19 (2)33 (7)171 (217)4e40/15
EDA-PSO el-abd noisy 68 (7)463 (12)365 (8)314 (8)288 (548)275 (867)265 (711)14/15
FULLNEWUOA ros noisy 1.6 (0.2)1.7 (0.1)1.3 (0.1)1.1 (0.1)1.00 (0.2)1.0 (0.1)1.00 (0.1)★415/15
GLOBAL pal noisy 2.9 (0.2)5.4 (3)13 (27)51 (20)1e40/15
IPOP-SEP-CMA-ES ros noisy 1.6 (0.2)1.5 (0.1)1.4 (0.1)1.4 (0.1)1.4 (0.1)1.5 (0.1)1.6 (0.1)15/15
MA-LS-CHAIN molina noisy 5.1 (0.8)6.3 (1)6.9 (2)6.8 (0.5)6.4 (0.1)6.5 (0.7)6.4 (0.6)15/15
MCS huyer noisy 8.3 (4)803 (552)8e40/15
ONEFIFTH auger noisy 2.6 (2)4.0 (4)5.6 (3)14 (14)20 (12)294 (299)6650 (7893)9/15
PSO Bounds el-abd noisy 19 (5)266 (224)635 (336)516 (905)445 (148)393 (898)635 (93)14/15
PSO el-abd noisy 4.5 (1)369 (1255)258 (11)201 (2)168 (547)138 (434)118 (356)14/15
RANDOMSEARCH auger noisy 2e70/15
SNOBFIT huyer noisy 72 (73)50660/15
VNS garcia-martinez noisy 2.3 (0.3)2.0 (0.3)1.9 (0.2)1.8 (0.1)1.8 (0.1)1.9 (0.1)2.0 (0.1)15/15
iAMALGAM bosman noisy 5.6 (0.5)6.4 (0.7)6.7 (0.5)6.8 (0.4)7.0 (0.3)7.8 (0.3)8.2 (0.3)15/15

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
ALPS hornby noisy 93 (24)34 (3)36 (7)3612 (2452)5e60/15
AMALGAM bosman noisy 62 (27)17 (5)15 (4)11 (3)19 (60)81 (56)115 (50)15/15
BAYEDA gallagher noisy 101 (16)27 (4)29 (4)25 (11)26 (0.9)23 (11)4e40/15
BFGS ros noisy 47 (71)8.3 (9)5.9 (7)3.5 (5)2.8 (4)2.0 (2)1.5 (2)15/15
BIPOP-CMA-ES hansen noisy 5.5 (1.0)1.6 (0.1)1.5 (0.1)1.2 (0.1)1.2 (0.0)1.2 (0.1)1.2 (0.1)15/15
CMA-ESPLUSSEL auger noisy 3.7 (0.5)1.0 (0.1)2.5 (2)12 (18)688 (190)2e50/15
DASA korosec noisy 17 (1)6.3 (6)87 (140)5749 (3026)9e60/15
DE-PSO garcia-nieto noisy 20 (6)9.0 (1)38 (49)4e40/15
EDA-PSO el-abd noisy 250 (59)103 (11)107 (11)2e60/15
FULLNEWUOA ros noisy 5.2 (0.5)1.5 (0.2)1.1 (0.2)1.2 (0.1)7.8 (12)97 (109)554 (497)1/15
GLOBAL pal noisy 17 (12)3.9 (5)4.0 (6)2.4 (2)2.0 (3)1.4 (0.8)1.1 (1)14/15
IPOP-SEP-CMA-ES ros noisy 5.1 (0.8)1.4 (0.2)1.3 (0.1)1.0 (0.1)1.0 (0.1)1.0 (0.0)1.0 (0.0)15/15
MA-LS-CHAIN molina noisy 14 (5)5.1 (0.9)5.7 (0.6)4.7 (0.3)6.0 (1)35 (59)480 (406)2/15
MCS huyer noisy 1.0 (0.4)★229 (24)26 (16)15 (10)35 (23)91 (127)455 (568)1/15
ONEFIFTH auger noisy 3.4 (0.5)1.1 (0.7)1.7 (0.8)21 (62)4309 (6565)2e70/15
PSO Bounds el-abd noisy 88 (46)2524 (3622)2e60/15
PSO el-abd noisy 14 (4)439 (2399)1655 (2386)2e60/15
RANDOMSEARCH auger noisy 2e70/15
SNOBFIT huyer noisy 9.0 (8)1.4 (1)1 (0.9)1.00 (3)1.7 (2)3.5 (2)8.6 (10)2/15
VNS garcia-martinez noisy 7.7 (0.6)1.8 (0.2)1.6 (0.2)1.2 (0.1)1.3 (0.1)1.3 (0.1)1.3 (0.1)15/15
iAMALGAM bosman noisy 21 (2)6.0 (0.7)7.6 (0.5)10 (9)21 (27)164 (91)422 (375)15/15

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
ALPS hornby noisy 60 (158)19 (17)12 (15)17 (37)24 (37)124 (244)5e60/15
AMALGAM bosman noisy 4.7 (4)1.9 (1)1.0 (0.6)1.00 (0.6)1.00 (0.6)1.00 (0.6)1.00 (0.6)15/15
BAYEDA gallagher noisy 4e40/15
BFGS ros noisy 2e40/15
BIPOP-CMA-ES hansen noisy 10 (6)3.2 (3)1.7 (0.9)1.7 (1)1.6 (1)1.6 (1)1.6 (1)15/15
CMA-ESPLUSSEL auger noisy 28 (23)2e50/15
DASA korosec noisy 2.8 (2)3.6 (3)4.3 (5)22 (15)44 (66)1e70/15
DE-PSO garcia-nieto noisy 4e40/15
EDA-PSO el-abd noisy 2e60/15
FULLNEWUOA ros noisy 20 (24)2e50/15
GLOBAL pal noisy 1.0 (1.0)1.00 (1)1.7 (1)1.7 (2)2e40/15
IPOP-SEP-CMA-ES ros noisy 2e50/15
MA-LS-CHAIN molina noisy 592 (783)2e60/15
MCS huyer noisy 8e40/15
ONEFIFTH auger noisy 45 (43)439 (450)774 (933)2e70/15
PSO Bounds el-abd noisy 1189 (1119)330 (333)2e60/15
PSO el-abd noisy 338 (295)2e60/15
RANDOMSEARCH auger noisy 2e70/15
SNOBFIT huyer noisy 50660/15
VNS garcia-martinez noisy 1e70/15
iAMALGAM bosman noisy 32 (20)10 (7)4.9 (1)4.8 (1)4.7 (4)4.6 (2)4.5 (3)15/15

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
ALPS hornby noisy 8.3 (20)4.0 (7)5.5 (6)10 (7)21 (24)5e60/15
AMALGAM bosman noisy 120 (48)46 (31)45 (64)57 (41)57 (23)56 (28)56 (61)7/15
BAYEDA gallagher noisy 4e40/15
BFGS ros noisy 2e40/15
BIPOP-CMA-ES hansen noisy 2.7 (2)1.0 (0.6)1.00 (0.6)1.00 (0.6)1.0 (0.2)1.00 (0.3)1.00 (0.5)15/15
CMA-ESPLUSSEL auger noisy 15 (21)2e50/15
DASA korosec noisy 1.4 (1)4.6 (5)51 (59)1e70/15
DE-PSO garcia-nieto noisy 4e40/15
EDA-PSO el-abd noisy 2e60/15
FULLNEWUOA ros noisy 7.2 (17)2e50/15
GLOBAL pal noisy 1 (1)1e40/15
IPOP-SEP-CMA-ES ros noisy 2e50/15
MA-LS-CHAIN molina noisy 146 (78)49 (33)2e60/15
MCS huyer noisy 8e40/15
ONEFIFTH auger noisy 343 (423)2e70/15
PSO Bounds el-abd noisy 2e60/15
PSO el-abd noisy 68 (81)2e60/15
RANDOMSEARCH auger noisy 2e70/15
SNOBFIT huyer noisy 50660/15
VNS garcia-martinez noisy 1e70/15
iAMALGAM bosman noisy 1480 (3311)2e70/15

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
ALPS hornby noisy 76 (218)134 (155)935 (706)5e60/15
AMALGAM bosman noisy 641 (269)1268 (495)1206 (1093)1176 (654)1520 (1403)1467 (630)1423 (1285)7/15
BAYEDA gallagher noisy 4e40/15
BFGS ros noisy 8e40/15
BIPOP-CMA-ES hansen noisy 1.0 (0.4)1.3 (0.8)1.4 (1)1.4 (0.6)1.5 (0.2)1.5 (0.7)1.5 (0.5)15/15
CMA-ESPLUSSEL auger noisy 15 (20)2e50/15
DASA korosec noisy 2.8 (3)12 (12)317 (115)2e70/15
DE-PSO garcia-nieto noisy 4e40/15
EDA-PSO el-abd noisy 2e60/15
FULLNEWUOA ros noisy 3.3 (6)12 (9)28 (26)2e50/15
GLOBAL pal noisy 1.9 (2)5.4 (11)3e40/15
IPOP-SEP-CMA-ES ros noisy 1.1 (0.4)1.0 (0.0)1.0 (0.2)1.00 (0.2)1.0 (0.2)1.00 (0.0)1.0 (0.1)15/15
MA-LS-CHAIN molina noisy 8.2 (2)18 (11)29 (12)160 (265)1131 (2061)2e60/15
MCS huyer noisy 8e40/15
ONEFIFTH auger noisy 8.0 (26)214 (138)2e70/15
PSO Bounds el-abd noisy 2451 (2918)2e60/15
PSO el-abd noisy 2440 (2003)2e60/15
RANDOMSEARCH auger noisy 2e70/15
SNOBFIT huyer noisy 50660/15
VNS garcia-martinez noisy 1.0 (0.2)3.1 (9)3.0 (0.2)2.9 (0.2)2.8 (14)2.8 (7)2.7 (0.1)15/15
iAMALGAM bosman noisy 132 (83)6087 (1e4)1.2e4 (2e4)2e70/15

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
ALPS hornby noisy 9.2 (6)67 (54)819 (1871)3522 (3555)5e60/15
AMALGAM bosman noisy 10 (9)25 (11)43 (33)38 (28)36 (28)23 (12)21 (11)15/15
BAYEDA gallagher noisy 2.4 (0.8)22 (22)4e40/15
BFGS ros noisy 3e40/15
BIPOP-CMA-ES hansen noisy 1.0 (0.8)1.00 (0.3)1.0 (0.7)1.00 (0.4)1 (0.4)1.0 (0.9)1.00 (0.7)15/15
CMA-ESPLUSSEL auger noisy 2e50/15
DASA korosec noisy 5e60/15
DE-PSO garcia-nieto noisy 4e40/15
EDA-PSO el-abd noisy 3453 (4200)2e60/15
FULLNEWUOA ros noisy 2e50/15
GLOBAL pal noisy 77400/15
IPOP-SEP-CMA-ES ros noisy 24 (14)31 (15)185 (234)2e50/15
MA-LS-CHAIN molina noisy 11 (4)27 (9)41 (16)46 (15)44 (9)34 (32)226 (152)1/15
MCS huyer noisy 8e40/15
ONEFIFTH auger noisy 2e70/15
PSO Bounds el-abd noisy 2e60/15
PSO el-abd noisy 2e60/15
RANDOMSEARCH auger noisy 2e70/15
SNOBFIT huyer noisy 50660/15
VNS garcia-martinez noisy 261 (419)7615 (4858)1e70/15
iAMALGAM bosman noisy 19 (25)105 (10)93 (8)75 (56)59 (24)37 (2)39 (20)15/15

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
ALPS hornby noisy 5e60/15
AMALGAM bosman noisy 30 (35)163 (362)2e70/15
BAYEDA gallagher noisy 4e40/15
BFGS ros noisy 2e40/15
BIPOP-CMA-ES hansen noisy 1.0 (0.3)1.0 (0.6)1.0 (0.5)1.00 (0.5)1.0 (0.3)1.00 (0.4)1.0 (0.4)15/15
CMA-ESPLUSSEL auger noisy 2e50/15
DASA korosec noisy 5e60/15
DE-PSO garcia-nieto noisy 4e40/15
EDA-PSO el-abd noisy 2e60/15
FULLNEWUOA ros noisy 2e50/15
GLOBAL pal noisy 57660/15
IPOP-SEP-CMA-ES ros noisy 2e50/15
MA-LS-CHAIN molina noisy 2e60/15
MCS huyer noisy 8e40/15
ONEFIFTH auger noisy 2e70/15
PSO Bounds el-abd noisy 2e60/15
PSO el-abd noisy 2e60/15
RANDOMSEARCH auger noisy 2e70/15
SNOBFIT huyer noisy 50660/15
VNS garcia-martinez noisy 1e70/15
iAMALGAM bosman noisy 76 (46)270 (385)671 (1552)2e70/15

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
ALPS hornby noisy 20 (3)5e60/15
AMALGAM bosman noisy 9.1 (2)26 (62)46 (56)67 (26)63 (52)65 (17)69 (45)15/15
BAYEDA gallagher noisy 20 (5)23 (33)25 (4)27 (24)24 (23)4e40/15
BFGS ros noisy 607 (435)493 (673)563 (711)382 (412)280 (504)179 (225)129 (87)1/15
BIPOP-CMA-ES hansen noisy 1.2 (0.2)1.2 (0.2)1.1 (0.1)1.1 (0.1)1.1 (0.1)1.1 (0.2)1.0 (0.1)15/15
CMA-ESPLUSSEL auger noisy 11 (17)2e50/15
DASA korosec noisy 4.2e4 (3e4)6e60/15
DE-PSO garcia-nieto noisy 7.2 (5)97 (51)4e40/15
EDA-PSO el-abd noisy 2538 (6839)2e60/15
FULLNEWUOA ros noisy 23 (38)2e50/15
GLOBAL pal noisy 3.0 (1)191 (159)86600/15
IPOP-SEP-CMA-ES ros noisy 1 (0.3)1.00 (0.1)1.00 (0.2)1.0 (0.2)1.0 (0.2)1.00 (0.2)1.00 (0.1)15/15
MA-LS-CHAIN molina noisy 3.9 (1)4.9 (1)858 (1145)2e60/15
MCS huyer noisy 20 (8)280 (570)985 (949)667 (1025)490 (534)8e40/15
ONEFIFTH auger noisy 5.7 (8)3846 (5737)2e70/15
PSO Bounds el-abd noisy 2.4e4 (1e4)2e60/15
PSO el-abd noisy 2634 (5100)2e60/15
RANDOMSEARCH auger noisy 2e70/15
SNOBFIT huyer noisy 16 (20)50660/15
VNS garcia-martinez noisy 1.6 (0.4)1.4 (0.1)1.2 (0.1)1.2 (0.2)1.2 (0.2)1.2 (0.1)1.2 (0.1)15/15
iAMALGAM bosman noisy 4.0 (0.4)8.5 (16)20 (28)63 (39)311 (275)428 (264)368 (97)15/15

Δ fopt
f110, 20-D
1e1
1e0
1e-1
1e-2
1e-3
1e-5
1e-7
#succ
0/15
ALPS hornby noisy        0/15
AMALGAM bosman noisy        0/15
BAYEDA gallagher noisy        0/15
BFGS ros noisy        0/15
BIPOP-CMA-ES hansen noisy        0/15
CMA-ESPLUSSEL auger noisy        0/15
DASA korosec noisy        0/15
DE-PSO garcia-nieto noisy        0/15
EDA-PSO el-abd noisy        0/15
FULLNEWUOA ros noisy        0/15
GLOBAL pal noisy        0/15
IPOP-SEP-CMA-ES ros noisy        0/15
MA-LS-CHAIN molina noisy        0/15
MCS huyer noisy        0/15
ONEFIFTH auger noisy        0/15
PSO Bounds el-abd noisy        0/15
PSO el-abd noisy        0/15
RANDOMSEARCH auger noisy        0/15
SNOBFIT huyer noisy        0/15
VNS garcia-martinez noisy        0/15
iAMALGAM bosman noisy        0/15

Δ fopt
f111, 20-D
1e1
1e0
1e-1
1e-2
1e-3
1e-5
1e-7
#succ
0/15
ALPS hornby noisy        0/15
AMALGAM bosman noisy        0/15
BAYEDA gallagher noisy        0/15
BFGS ros noisy        0/15
BIPOP-CMA-ES hansen noisy        0/15
CMA-ESPLUSSEL auger noisy        0/15
DASA korosec noisy        0/15
DE-PSO garcia-nieto noisy        0/15
EDA-PSO el-abd noisy        0/15
FULLNEWUOA ros noisy        0/15
GLOBAL pal noisy        0/15
IPOP-SEP-CMA-ES ros noisy        0/15
MA-LS-CHAIN molina noisy        0/15
MCS huyer noisy        0/15
ONEFIFTH auger noisy        0/15
PSO Bounds el-abd noisy        0/15
PSO el-abd noisy        0/15
RANDOMSEARCH auger noisy        0/15
SNOBFIT huyer noisy        0/15
VNS garcia-martinez noisy        0/15
iAMALGAM bosman 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
ALPS hornby noisy 5e60/15
AMALGAM bosman noisy 263 (71)783 (1026)926 (799)916 (1247)1220 (1020)1182 (1060)1151 (1937)3/15
BAYEDA gallagher noisy 4e40/15
BFGS ros noisy 4e40/15
BIPOP-CMA-ES hansen noisy 1 (0.3)1.1 (0.1)1.1 (0.8)1.2 (0.4)1.2 (0.1)1.2 (0.7)1.2 (0.4)15/15
CMA-ESPLUSSEL auger noisy 2e50/15
DASA korosec noisy 9e60/15
DE-PSO garcia-nieto noisy 4e40/15
EDA-PSO el-abd noisy 2e60/15
FULLNEWUOA ros noisy 2e50/15
GLOBAL pal noisy 2.2 (3)91590/15
IPOP-SEP-CMA-ES ros noisy 1.1 (0.2)1.00 (0.3)1.0 (0.5)1.00 (0.1)1.0 (0.5)1.0 (0.1)1.00 (0.3)15/15
MA-LS-CHAIN molina noisy 2e60/15
MCS huyer noisy 8e40/15
ONEFIFTH auger noisy 5295 (4305)2e70/15
PSO Bounds el-abd noisy 2e60/15
PSO el-abd noisy 2e60/15
RANDOMSEARCH auger noisy 2e70/15
SNOBFIT huyer noisy 50660/15
VNS garcia-martinez noisy 1.2 (2)2.6 (1)2.6 (10)2.6 (1)2.6 (1)2.5 (5)2.5 (5)15/15
iAMALGAM bosman noisy 543 (647)556 (624)517 (449)500 (390)492 (394)476 (337)464 (469)7/15

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
ALPS hornby noisy 34 (53)5e60/15
AMALGAM bosman noisy 2.7 (3)1.2 (0.6)1.2 (1)2.0 (0.5)2.0 (1)2.0 (0.5)2.0 (0.5)15/15
BAYEDA gallagher noisy 4e40/15
BFGS ros noisy 2e40/15
BIPOP-CMA-ES hansen noisy 1.00 (1)1.00 (0.6)1.00 (0.4)1.0 (0.4)1.00 (0.4)1.00 (0.4)1 (0.4)15/15
CMA-ESPLUSSEL auger noisy 2e50/15
DASA korosec noisy 5e60/15
DE-PSO garcia-nieto noisy 4e40/15
EDA-PSO el-abd noisy 2e60/15
FULLNEWUOA ros noisy 2e50/15
GLOBAL pal noisy 73970/15
IPOP-SEP-CMA-ES ros noisy 12 (14)2e50/15
MA-LS-CHAIN molina noisy 26 (38)2e60/15
MCS huyer noisy 8e40/15
ONEFIFTH auger noisy 2e70/15
PSO Bounds el-abd noisy 2e60/15
PSO el-abd noisy 2e60/15
RANDOMSEARCH auger noisy 2e70/15
SNOBFIT huyer noisy 50660/15
VNS garcia-martinez noisy 1086 (1206)1e70/15
iAMALGAM bosman noisy 5.1 (4)4.3 (0.3)4.1 (2)5.2 (2)5.2 (2)5.2 (2)5.2 (2)15/15

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
ALPS hornby noisy 5e60/15
AMALGAM bosman noisy 12 (5)34 (40)62 (48)89 (89)89 (64)89 (153)89 (48)0/15
BAYEDA gallagher noisy 4e40/15
BFGS ros noisy 1e40/15
BIPOP-CMA-ES hansen noisy 1.0 (0.5)1.00 (0.5)1.00 (0.3)1.00 (0.4)1.00 (0.3)1.00 (0.3)1.0 (0.4)15/15
CMA-ESPLUSSEL auger noisy 2e50/15
DASA korosec noisy 5e60/15
DE-PSO garcia-nieto noisy 4e40/15
EDA-PSO el-abd noisy 2e60/15
FULLNEWUOA ros noisy 2e50/15
GLOBAL pal noisy 51720/15
IPOP-SEP-CMA-ES ros noisy 2e50/15
MA-LS-CHAIN molina noisy 2e60/15
MCS huyer noisy 8e40/15
ONEFIFTH auger noisy 2e70/15
PSO Bounds el-abd noisy 2e60/15
PSO el-abd noisy 2e60/15
RANDOMSEARCH auger noisy 2e70/15
SNOBFIT huyer noisy 50660/15
VNS garcia-martinez noisy 1e70/15
iAMALGAM bosman noisy 42 (59)260 (183)2e70/15

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
ALPS hornby noisy 316 (329)5e60/15
AMALGAM bosman noisy 2.2 (1)1.2 (2)1.00 (0.6)1.00 (0.1)1.0 (0.2)1.0 (0.1)1.0 (0.1)15/15
BAYEDA gallagher noisy 22 (17)4e40/15
BFGS ros noisy 4e40/15
BIPOP-CMA-ES hansen noisy 1.0 (2)6.5 (4)3.9 (2)3.0 (1)3.0 (2)3.0 (1)3.0 (2)15/15
CMA-ESPLUSSEL auger noisy 2e50/15
DASA korosec noisy 6e60/15
DE-PSO garcia-nieto noisy 19 (20)4e40/15
EDA-PSO el-abd noisy 3540 (4832)2e60/15
FULLNEWUOA ros noisy 116 (69)2e50/15
GLOBAL pal noisy 67630/15
IPOP-SEP-CMA-ES ros noisy 1.3 (1)1.00 (0.5)1.9 (2)1.4 (0.8)1.4 (2)1.4 (1)1.4 (2)9/15
MA-LS-CHAIN molina noisy 5.7 (1)465 (462)2e60/15
MCS huyer noisy 8e40/15
ONEFIFTH auger noisy 1.2e5 (6e4)2e70/15
PSO Bounds el-abd noisy 2e60/15
PSO el-abd noisy 2e60/15
RANDOMSEARCH auger noisy 2e70/15
SNOBFIT huyer noisy 50660/15
VNS garcia-martinez noisy 4.6 (0.8)100 (111)351 (287)1190 (1234)1189 (2334)1189 (1309)1169 (746)1/15
iAMALGAM bosman noisy 1.3 (0.1)1.7 (0.8)2.4 (2)7.0 (2)7.0 (0.3)7.0 (0.3)6.9 (2)15/15

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
ALPS hornby noisy 5e60/15
AMALGAM bosman noisy 1.00 (0.5)1.00 (0.6)1.00 (0.8)1.0 (0.7)1.2 (0.9)1.4 (0.4)1.4 (0.4)15/15
BAYEDA gallagher noisy 4e40/15
BFGS ros noisy 1e40/15
BIPOP-CMA-ES hansen noisy 1.4 (1.0)1.2 (0.6)1.1 (0.5)1.00 (0.4)1.00 (0.5)1.0 (0.4)1.0 (0.4)15/15
CMA-ESPLUSSEL auger noisy 2e50/15
DASA korosec noisy 5e60/15
DE-PSO garcia-nieto noisy 4e40/15
EDA-PSO el-abd noisy 2e60/15
FULLNEWUOA ros noisy 2e50/15
GLOBAL pal noisy 58770/15
IPOP-SEP-CMA-ES ros noisy 2e50/15
MA-LS-CHAIN molina noisy 2e60/15
MCS huyer noisy 8e40/15
ONEFIFTH auger noisy 2e70/15
PSO Bounds el-abd noisy 2e60/15
PSO el-abd noisy 2e60/15
RANDOMSEARCH auger noisy 2e70/15
SNOBFIT huyer noisy 50660/15
VNS garcia-martinez noisy 1e70/15
iAMALGAM bosman noisy 3.7 (1)2.9 (2)2.5 (0.8)2.5 (1)2.5 (1)2.4 (1)2.6 (1)15/15

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
ALPS hornby noisy 5e60/15
AMALGAM bosman noisy 14 (10)17 (11)2e70/15
BAYEDA gallagher noisy 4e40/15
BFGS ros noisy 96600/15
BIPOP-CMA-ES hansen noisy 1.0 (0.5)1.00 (0.2)1.00 (0.3)1.00 (0.1)1.0 (0.2)1.0 (0.2)1.00 (0.2)15/15
CMA-ESPLUSSEL auger noisy 2e50/15
DASA korosec noisy 5e60/15
DE-PSO garcia-nieto noisy 4e40/15
EDA-PSO el-abd noisy 2e60/15
FULLNEWUOA ros noisy 2e50/15
GLOBAL pal noisy 45060/15
IPOP-SEP-CMA-ES ros noisy 2e50/15
MA-LS-CHAIN molina noisy 2e60/15
MCS huyer noisy 8e40/15
ONEFIFTH auger noisy 2e70/15
PSO Bounds el-abd noisy 2e60/15
PSO el-abd noisy 2e60/15
RANDOMSEARCH auger noisy 2e70/15
SNOBFIT huyer noisy 50660/15
VNS garcia-martinez noisy 1e70/15
iAMALGAM bosman noisy 36 (28)118 (83)2e70/15

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
ALPS hornby noisy 5e60/15
AMALGAM bosman noisy 1.4 (0.3)1.9 (0.2)2.9 (2)6.8 (6)7.3 (4)8.8 (6)8.8 (4)15/15
BAYEDA gallagher noisy 4e40/15
BFGS ros noisy 4e40/15
BIPOP-CMA-ES hansen noisy 1.9 (0.5)1.8 (0.4)1.6 (0.2)1.6 (0.1)1.5 (0.2)1.6 (0.1)1.6 (0.1)15/15
CMA-ESPLUSSEL auger noisy 2e50/15
DASA korosec noisy 1e70/15
DE-PSO garcia-nieto noisy 4e40/15
EDA-PSO el-abd noisy 2e60/15
FULLNEWUOA ros noisy 2e50/15
GLOBAL pal noisy 3e40/15
IPOP-SEP-CMA-ES ros noisy 2.2 (0.3)1.8 (0.3)1.4 (0.2)1.3 (0.2)1.1 (0.2)1.1 (0.2)1.0 (0.2)15/15
MA-LS-CHAIN molina noisy 474 (793)2e60/15
MCS huyer noisy 8e40/15
ONEFIFTH auger noisy 2e70/15
PSO Bounds el-abd noisy 2e60/15
PSO el-abd noisy 2e60/15
RANDOMSEARCH auger noisy 2e70/15
SNOBFIT huyer noisy 50660/15
VNS garcia-martinez noisy 1.00 (0.3)1.0 (0.3)1.0 (0.5)1.00 (0.2)1.00 (0.2)1.00 (0.2)1.00 (0.6)15/15
iAMALGAM bosman noisy 2.4 (3)4.4 (3)6.9 (5)14 (8)34 (18)47 (18)44 (2)15/15

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
ALPS hornby noisy 3.6 (2)55 (90)965 (714)5e60/15
AMALGAM bosman noisy 1 (0.3)6.8 (4)12 (14)15 (6)3.1 (0.6)1.00 (0.1)1.00 (0.1)15/15
BAYEDA gallagher noisy 2.7 (3)3.9 (4)4e40/15
BFGS ros noisy 3e40/15
BIPOP-CMA-ES hansen noisy 1.6 (1)1.0 (0.7)1.00 (1)1.0 (0.2)1.0 (0.2)1.3 (0.3)1.1 (0.3)15/15
CMA-ESPLUSSEL auger noisy 2e50/15
DASA korosec noisy 2.7e4 (2e4)5e60/15
DE-PSO garcia-nieto noisy 13 (9)4e40/15
EDA-PSO el-abd noisy 682 (782)2e60/15
FULLNEWUOA ros noisy 1046 (686)2e50/15
GLOBAL pal noisy 75470/15
IPOP-SEP-CMA-ES ros noisy 41 (62)20 (17)83 (110)2e50/15
MA-LS-CHAIN molina noisy 2.5 (2)47 (85)189 (134)2e60/15
MCS huyer noisy 87 (110)8e40/15
ONEFIFTH auger noisy 7268 (2e4)2e70/15
PSO Bounds el-abd noisy 1998 (2166)2e60/15
PSO el-abd noisy 1097 (902)2e60/15
RANDOMSEARCH auger noisy 1781 (1881)2e70/15
SNOBFIT huyer noisy 50660/15
VNS garcia-martinez noisy 143 (86)1267 (2185)1e70/15
iAMALGAM bosman noisy 4.2 (4)22 (23)44 (3)35 (22)7.5 (3)2.8 (0.1)2.1 (0.1)15/15

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
ALPS hornby noisy 6.7 (6)5e60/15
AMALGAM bosman noisy 5.5 (6)57 (131)2e70/15
BAYEDA gallagher noisy 4e40/15
BFGS ros noisy 2e40/15
BIPOP-CMA-ES hansen noisy 1.0 (0.6)1.00 (0.9)1.0 (0.6)1.0 (0.3)1.0 (0.5)1.00 (0.4)1.0 (0.2)13/15
CMA-ESPLUSSEL auger noisy 2e50/15
DASA korosec noisy 5e60/15
DE-PSO garcia-nieto noisy 4e40/15
EDA-PSO el-abd noisy 376 (256)2e60/15
FULLNEWUOA ros noisy 2e50/15
GLOBAL pal noisy 58080/15
IPOP-SEP-CMA-ES ros noisy 41 (62)2e50/15
MA-LS-CHAIN molina noisy 1.3 (0.9)2e60/15
MCS huyer noisy 15 (22)8e40/15
ONEFIFTH auger noisy 2481 (2659)2e70/15
PSO Bounds el-abd noisy 2e60/15
PSO el-abd noisy 2e60/15
RANDOMSEARCH auger noisy 125 (122)2e70/15
SNOBFIT huyer noisy 50660/15
VNS garcia-martinez noisy 454 (389)1e70/15
iAMALGAM bosman noisy 10 (10)119 (52)2e70/15

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
ALPS hornby noisy 12 (6)5e60/15
AMALGAM bosman noisy 6.3 (0.7)6.0 (1)47 (52)36 (8)25 (16)15 (13)20 (3)15/15
BAYEDA gallagher noisy 20 (6)33 (33)43 (46)4e40/15
BFGS ros noisy 5e40/15
BIPOP-CMA-ES hansen noisy 1.2 (0.5)1.0 (0.3)1.2 (0.3)1.1 (0.1)1.1 (0.2)1.3 (0.1)1.9 (0.1)15/15
CMA-ESPLUSSEL auger noisy 33 (41)2e50/15
DASA korosec noisy 7.6e4 (6e4)6e60/15
DE-PSO garcia-nieto noisy 7.7 (7)134 (200)4e40/15
EDA-PSO el-abd noisy 2035 (2011)2e60/15
FULLNEWUOA ros noisy 73 (123)2e50/15
GLOBAL pal noisy 4.8 (5)76390/15
IPOP-SEP-CMA-ES ros noisy 1.00 (0.4)1.0 (0.2)1.00 (0.2)1.00 (0.2)1.2 (0.3)1 (0.2)1.00 (0.1)15/15
MA-LS-CHAIN molina noisy 3.9 (0.9)97 (186)9692 (4283)2e60/15
MCS huyer noisy 16 (20)8e40/15
ONEFIFTH auger noisy 16 (20)2e70/15
PSO Bounds el-abd noisy 4060 (6036)2e60/15
PSO el-abd noisy 1754 (2428)2e60/15
RANDOMSEARCH auger noisy 2.6e4 (4e4)2e70/15
SNOBFIT huyer noisy 50660/15
VNS garcia-martinez noisy 1.8 (0.3)1.2 (0.2)1.3 (0.3)1.1 (0.1)1.0 (0.1)1.1 (0.7)1.2 (0.5)15/15
iAMALGAM bosman noisy 3.4 (0.8)12 (15)57 (61)149 (150)121 (156)50 (31)39 (17)15/15

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
ALPS hornby noisy 2.3 (2)5e60/15
AMALGAM bosman noisy 1.4 (0.9)16 (11)19 (12)11 (3)5.8 (0.2)6.6 (8)5.4 (6)7/15
BAYEDA gallagher noisy 2.4 (2)4e40/15
BFGS ros noisy 664 (646)3e40/15
BIPOP-CMA-ES hansen noisy 1.8 (0.2)1.00 (0.4)1.0 (0.8)1.00 (0.6)1.00 (0.5)1.0 (0.4)1.0 (0.7)15/15
CMA-ESPLUSSEL auger noisy 148 (110)2e50/15
DASA korosec noisy 1100 (2133)5e60/15
DE-PSO garcia-nieto noisy 3.1 (4)4e40/15
EDA-PSO el-abd noisy 23 (68)2e60/15
FULLNEWUOA ros noisy 182 (437)2e50/15
GLOBAL pal noisy 8.4 (9)74910/15
IPOP-SEP-CMA-ES ros noisy 65 (102)2e50/15
MA-LS-CHAIN molina noisy 1.0 (2)2e60/15
MCS huyer noisy 16 (7)8e40/15
ONEFIFTH auger noisy 196 (458)2e70/15
PSO Bounds el-abd noisy 736 (1468)2e60/15
PSO el-abd noisy 4.7 (10)2e60/15
RANDOMSEARCH auger noisy 12 (10)2e70/15
SNOBFIT huyer noisy 7.3 (4)50660/15
VNS garcia-martinez noisy 3.1 (0.7)1e70/15
iAMALGAM bosman noisy 1.00 (0.8)44 (21)32 (2)16 (7)10 (2)14 (10)24 (34)1/15

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
ALPS hornby noisy 3.1 (2)5e60/15
AMALGAM bosman noisy 1.9 (2)548 (472)2e70/15
BAYEDA gallagher noisy 14 (10)4e40/15
BFGS ros noisy 2e40/15
BIPOP-CMA-ES hansen noisy 5.7 (4)1.00 (0.8)1 (0.4)1.00 (0.6)1.00 (0.5)1.00 (1)1 (1)0/15
CMA-ESPLUSSEL auger noisy 130 (164)2e50/15
DASA korosec noisy 619 (324)5e60/15
DE-PSO garcia-nieto noisy 269 (403)4e40/15
EDA-PSO el-abd noisy 5215 (2430)2e60/15
FULLNEWUOA ros noisy 248 (230)2e50/15
GLOBAL pal noisy 7.3 (10)62280/15
IPOP-SEP-CMA-ES ros noisy 154 (67)2e50/15
MA-LS-CHAIN molina noisy 1.00 (2)2e60/15
MCS huyer noisy 58 (116)8e40/15
ONEFIFTH auger noisy 199 (249)2e70/15
PSO Bounds el-abd noisy 2204 (4324)2e60/15
PSO el-abd noisy 733 (1412)2e60/15
RANDOMSEARCH auger noisy 7.4 (11)2e70/15
SNOBFIT huyer noisy 7.0 (11)50660/15
VNS garcia-martinez noisy 405 (653)1e70/15
iAMALGAM bosman noisy 12 (16)2e70/15

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
ALPS hornby noisy 4.9 (4)5e60/15
AMALGAM bosman noisy 4.6 (2)11 (22)3.3 (1.0)5.0 (4)4.5 (4)3.3 (2)2.3 (2)15/15
BAYEDA gallagher noisy 8.7 (8)13 (4)4e40/15
BFGS ros noisy 5e40/15
BIPOP-CMA-ES hansen noisy 1.1 (0.3)1.0 (0.5)1 (1)1.00 (0.5)1.0 (0.3)1.00 (0.5)1.0 (0.4)15/15
CMA-ESPLUSSEL auger noisy 14 (30)2e50/15
DASA korosec noisy 467 (456)5e60/15
DE-PSO garcia-nieto noisy 3.6 (1)4e40/15
EDA-PSO el-abd noisy 7.6 (11)2e60/15
FULLNEWUOA ros noisy 117 (411)2e50/15
GLOBAL pal noisy 4.1 (6)68130/15
IPOP-SEP-CMA-ES ros noisy 1.0 (0.5)7.1 (6)2.2 (1)1.9 (0.6)2.2 (1.0)2e50/15
MA-LS-CHAIN molina noisy 1.2 (0.7)1.5e4 (1e4)2e60/15
MCS huyer noisy 12 (43)8e40/15
ONEFIFTH auger noisy 66 (70)2e70/15
PSO Bounds el-abd noisy 35 (0.4)2e60/15
PSO el-abd noisy 158 (4)2e60/15
RANDOMSEARCH auger noisy 46 (104)2e70/15
SNOBFIT huyer noisy 6.7 (4)50660/15
VNS garcia-martinez noisy 1.9 (0.3)1.00 (0.1)8.1 (2)984 (756)9e60/15
iAMALGAM bosman noisy 2.8 (2)7.8 (2)19 (12)27 (17)17 (7)6.2 (3)4.3 (0.8)15/15

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
ALPS hornby noisy 1 (0)2470 (1183)5e60/15
AMALGAM bosman noisy 1.1 (0.5)1013 (364)2e70/15
BAYEDA gallagher noisy 1.1 (0.5)1796 (454)4e40/15
BFGS ros noisy 53 (388)5e40/15
BIPOP-CMA-ES hansen noisy 1 (0)383 (261)9.8e6 (7e6)1.00 (0.4)1.0 (1)1 (0.8)1.0 (0.8)4/15
CMA-ESPLUSSEL auger noisy 1 (0)1.9e5 (3e5)2e50/15
DASA korosec noisy 1.1 (0)2.4e7 (3e7)5e60/15
DE-PSO garcia-nieto noisy 1.2 (0.2)7833 (2e4)4e40/15
EDA-PSO el-abd noisy 1.2 (0.5)3.1e5 (1e6)2e60/15
FULLNEWUOA ros noisy 1.7 (3)856 (1214)2e50/15
GLOBAL pal noisy 1.1 (0.5)77220/15
IPOP-SEP-CMA-ES ros noisy 1 (0)2.0e4 (5e4)2e50/15
MA-LS-CHAIN molina noisy 1.2 (0.5)1496 (980)2e60/15
MCS huyer noisy 1 (0)1 (0)★41 (0)★48e40/15
ONEFIFTH auger noisy 1 (0)6.5e5 (4e5)2e70/15
PSO Bounds el-abd noisy 1.1 (0.5)1.4e6 (2e6)2e60/15
PSO el-abd noisy 1.1 (0.2)2.9e5 (3e5)2e60/15
RANDOMSEARCH auger noisy 1 (0)5.9e5 (7e5)2e70/15
SNOBFIT huyer noisy 1.1 (0)1629 (1351)50660/15
VNS garcia-martinez noisy 1 (0)4.2e4 (494)4e70/15
iAMALGAM bosman noisy 1.1 (0.2)681 (288)2e70/15

Δ fopt
f126, 20-D
1e1
1
1e0
1
1e-1
1
1e-2
1e-3
1e-5
1e-7
#succ
0/15
ALPS hornby noisy 1 (0)2474 (1380)    0/15
AMALGAM bosman noisy 1 (0)1320 (536)    0/15
BAYEDA gallagher noisy 1 (0)3.3e4 (2e4)    0/15
BFGS ros noisy 23 (84)    0/15
BIPOP-CMA-ES hansen noisy 1 (0)5781 (4909)    0/15
CMA-ESPLUSSEL auger noisy 1 (0)1.4e6 (1e6)    0/15
DASA korosec noisy 81 (292)7.7e7 (5e7)    0/15
DE-PSO garcia-nieto noisy 1.1 (0)    0/15
EDA-PSO el-abd noisy 1.2 (0.5)2.3e6 (2e6)    0/15
FULLNEWUOA ros noisy 311 (69)    0/15
GLOBAL pal noisy 1.1 (0)    0/15
IPOP-SEP-CMA-ES ros noisy 1 (0)1.8e5 (1e5)    0/15
MA-LS-CHAIN molina noisy 1.1 (0.2)2511 (1621)    0/15
MCS huyer noisy 1 (0)1 (0)★41 (0)★4    0/15
ONEFIFTH auger noisy 1 (0)3.1e6 (4e6)    0/15
PSO Bounds el-abd noisy 1 (0)    0/15
PSO el-abd noisy 1.1 (0.2)3.1e6 (4e6)    0/15
RANDOMSEARCH auger noisy 1.1 (0)3.2e5 (4e5)    0/15
SNOBFIT huyer noisy 1 (0)1422 (3085)    0/15
VNS garcia-martinez noisy 1 (0)1.3e6 (1e6)    0/15
iAMALGAM bosman noisy 1.1 (0.2)5691 (1600)    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
ALPS hornby noisy 1.3 (0.5)1427 (477)5e60/15
AMALGAM bosman noisy 1.1 (0.2)756 (168)1.5e6 (2e6)13 (12)2e70/15
BAYEDA gallagher noisy 1.1 (0.5)1607 (661)4e40/15
BFGS ros noisy 140 (173)5e40/15
BIPOP-CMA-ES hansen noisy 1 (0)176 (41)9.0e5 (1e6)1.00 (0.8)1.00 (0.8)1.0 (0.5)1.0 (0.7)15/15
CMA-ESPLUSSEL auger noisy 1 (0)3.0e4 (4e4)2e50/15
DASA korosec noisy 1 (0)7.5e7 (5e7)5e60/15
DE-PSO garcia-nieto noisy 1.1 (0.5)946 (603)4e40/15
EDA-PSO el-abd noisy 1.1 (0)9.7e5 (7e5)2e60/15
FULLNEWUOA ros noisy 1 (0)1360 (2150)2e50/15
GLOBAL pal noisy 1.1 (0.2)59980/15
IPOP-SEP-CMA-ES ros noisy 1 (0)181 (143)1.7e5 (2e5)2e50/15
MA-LS-CHAIN molina noisy 1.1 (0)416 (287)2e60/15
MCS huyer noisy 1 (0)1 (0)★41 (0)★48e40/15
ONEFIFTH auger noisy 1.3 (1)2.8e4 (5265)2e70/15
PSO Bounds el-abd noisy 1.1 (0.5)2.3e6 (3e6)2e60/15
PSO el-abd noisy 1 (0)1.2e6 (1e6)2e60/15
RANDOMSEARCH auger noisy 1.3 (0.5)5.2e5 (5e5)2e70/15
SNOBFIT huyer noisy 1.1 (0.5)1704 (844)50660/15
VNS garcia-martinez noisy 1 (0)346 (122)1.1e6 (6e5)3e70/15
iAMALGAM bosman noisy 1 (0)560 (208)3.3e6 (3e6)19 (29)67 (77)41 (38)40 (53)1/15

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
ALPS hornby noisy 239 (232)5.3 (12)4.3 (9)5e60/15
AMALGAM bosman noisy 16 (13)1.2 (1)1.1 (2)1.1 (1)1.1 (0.7)1.1 (0.8)1.1 (1)10/15
BAYEDA gallagher noisy 4e40/15
BFGS ros noisy 3e40/15
BIPOP-CMA-ES hansen noisy 1.0 (2)1.00 (2)1.00 (2)1.0 (0.6)1.00 (2)1.0 (3)1.00 (1)9/15
CMA-ESPLUSSEL auger noisy 2e50/15
DASA korosec noisy 5e60/15
DE-PSO garcia-nieto noisy 4e40/15
EDA-PSO el-abd noisy 2e60/15
FULLNEWUOA ros noisy 2e50/15
GLOBAL pal noisy 75350/15
IPOP-SEP-CMA-ES ros noisy 21 (11)2e50/15
MA-LS-CHAIN molina noisy 213 (249)2e60/15
MCS huyer noisy 8e40/15
ONEFIFTH auger noisy 2e70/15
PSO Bounds el-abd noisy 2e60/15
PSO el-abd noisy 2e60/15
RANDOMSEARCH auger noisy 2e70/15
SNOBFIT huyer noisy 50660/15
VNS garcia-martinez noisy 1996 (3614)2e70/15
iAMALGAM bosman noisy 62 (91)4.9 (7)17 (11)17 (30)17 (12)17 (34)17 (10)1/15

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
ALPS hornby noisy 5e60/15
AMALGAM bosman noisy 18 (21)7.1 (9)2e70/15
BAYEDA gallagher noisy 4e40/15
BFGS ros noisy 2e40/15
BIPOP-CMA-ES hansen noisy 1.0 (1)1 (1)1.0 (0.9)1.00 (1)1.0 (1)1.00 (0.8)1.00 (0.6)5/15
CMA-ESPLUSSEL auger noisy 2e50/15
DASA korosec noisy 5e60/15
DE-PSO garcia-nieto noisy 4e40/15
EDA-PSO el-abd noisy 2e60/15
FULLNEWUOA ros noisy 2e50/15
GLOBAL pal noisy 61710/15
IPOP-SEP-CMA-ES ros noisy 2e50/15
MA-LS-CHAIN molina noisy 2e60/15
MCS huyer noisy 8e40/15
ONEFIFTH auger noisy 2e70/15
PSO Bounds el-abd noisy 2e60/15
PSO el-abd noisy 2e60/15
RANDOMSEARCH auger noisy 2e70/15
SNOBFIT huyer noisy 50660/15
VNS garcia-martinez noisy 1e70/15
iAMALGAM bosman noisy 2e70/15

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
ALPS hornby noisy 17 (16)757 (376)5e60/15
AMALGAM bosman noisy 7.1 (19)217 (399)81 (99)83 (136)83 (80)83 (45)85 (133)8/15
BAYEDA gallagher noisy 10 (9)4e40/15
BFGS ros noisy 137 (135)5e40/15
BIPOP-CMA-ES hansen noisy 1.9 (4)33 (70)14 (32)14 (14)14 (29)14 (14)14 (20)15/15
CMA-ESPLUSSEL auger noisy 2.5 (3)2e50/15
DASA korosec noisy 7522 (8741)5e60/15
DE-PSO garcia-nieto noisy 6.3 (8)6.3 (5)4e40/15
EDA-PSO el-abd noisy 5715 (7341)2e60/15
FULLNEWUOA ros noisy 19 (27)2e50/15
GLOBAL pal noisy 1.0 (0.4)1 (1)68550/15
IPOP-SEP-CMA-ES ros noisy 2.0 (3)1.7 (0.8)1.00 (1)1.00 (2)1 (2)1.0 (1.0)1.0 (1)7/15
MA-LS-CHAIN molina noisy 24 (0.5)87 (156)32 (42)38 (39)118 (179)2e60/15
MCS huyer noisy 37 (34)8e40/15
ONEFIFTH auger noisy 4.2 (5)198 (370)2e70/15
PSO Bounds el-abd noisy 5711 (6117)2e60/15
PSO el-abd noisy 1632 (2345)2e60/15
RANDOMSEARCH auger noisy 2e70/15
SNOBFIT huyer noisy 50660/15
VNS garcia-martinez noisy 69 (110)78 (200)48 (34)48 (38)48 (119)48 (57)47 (41)10/15
iAMALGAM bosman noisy 5.6 (3)74 (132)38 (56)42 (97)67 (84)126 (127)322 (336)3/15

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
ALPS hornby noisy 29 (5)37 (3)41 (3)45 (3)48 (3)55 (3)68 (4)15/15
AMALGAM bosman noisy 37 (16)40 (13)39 (10)38 (11)36 (5)37 (10)35 (3)15/15
BAYEDA gallagher noisy 40 (3)39 (2)38 (3)38 (3)41 (1)8e40/15
BFGS ros noisy 1e50/15
BIPOP-CMA-ES hansen noisy 1.5 (0.2)1.5 (0.1)1.5 (0.1)1.5 (0.1)1.5 (0.0)1.5 (0.0)1.5 (0.0)15/15
CMA-ESPLUSSEL auger noisy 1.00 (0.1)1.00 (0.1)1.0 (0.1)★21.00 (0.1)★21.00 (0.1)★41.0 (0.1)★41.0 (0.1)★415/15
DASA korosec noisy 5.0 (0.8)5.7 (0.5)6.4 (0.4)7.2 (0.4)7.7 (0.5)8.2 (0.3)8.5 (0.3)15/15
DE-PSO garcia-nieto noisy 10 (2)31 (5)8e40/15
IPOP-SEP-CMA-ES ros noisy 1.4 (0.2)1.4 (0.1)1.4 (0.1)1.4 (0.1)1.4 (0.0)1.4 (0.0)1.4 (0.1)15/15
ONEFIFTH auger noisy 2.6 (3)2.3 (1.0)2.3 (2)2.8 (2)3.4 (3)4.7 (3)13 (16)15/15
RANDOMSEARCH auger noisy 4e70/15
iAMALGAM bosman noisy 11 (1)12 (0.5)13 (0.3)13 (0.5)13 (0.3)13 (0.2)13 (0.3)15/15

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
ALPS hornby noisy 23 (3)28 (2)32 (2)35 (1)38 (2)43 (2)59 (4)15/15
AMALGAM bosman noisy 30 (7)27 (6)27 (9)26 (6)27 (6)26 (6)26 (3)15/15
BAYEDA gallagher noisy 29 (3)28 (2)28 (2)28 (1)28 (0.6)8e40/15
BFGS ros noisy 7e40/15
BIPOP-CMA-ES hansen 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
CMA-ESPLUSSEL auger noisy 1.3 (1)1.1 (0.1)1.0 (0.5)1.5 (0.9)3.7 (5)31 (28)4e50/15
DASA korosec noisy 14 (15)16 (14)102 (86)1247 (1362)6.6e4 (1e5)1e70/15
DE-PSO garcia-nieto noisy 7.1 (2)23 (3)227 (184)8e40/15
IPOP-SEP-CMA-ES ros noisy 1.00 (0.2)1.00 (0.2)1.0 (0.1)1.0 (0.1)1.0 (0.1)1.00 (0.1)★21.0 (0.0)★415/15
ONEFIFTH auger noisy 3868 (7055)4.4e5 (7e5)4e70/15
RANDOMSEARCH auger noisy 4e70/15
iAMALGAM bosman noisy 8.0 (0.6)8.7 (0.5)9.1 (0.2)9.2 (0.1)10 (0.2)10 (0.2)10 (0.1)15/15

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
ALPS hornby noisy 34 (5)28 (1)121 (188)5e60/15
AMALGAM bosman noisy 47 (17)30 (4)26 (6)24 (6)22 (5)68 (50)128 (45)15/15
BAYEDA gallagher noisy 44 (4)29 (2)28 (2)31 (1)29 (15)8e40/15
BFGS ros noisy 48 (44)29 (40)21 (18)17 (20)13 (19)10 (5)8.0 (5)13/15
BIPOP-CMA-ES hansen noisy 1.7 (0.1)1.1 (0.1)1.1 (0.1)1.1 (0.1)1.1 (0.1)1.1 (0.0)1.1 (0.0)15/15
CMA-ESPLUSSEL auger noisy 1.1 (0.1)1.1 (1)5.3 (6)1286 (1211)4e50/15
DASA korosec noisy 6.1 (5)5.1 (5)258 (316)1e70/15
DE-PSO garcia-nieto noisy 12 (4)62 (30)8e40/15
IPOP-SEP-CMA-ES ros noisy 1.5 (0.1)1.0 (0.1)1.00 (0.0)1.00 (0.0)★31.0 (0.0)★31.00 (0.0)★41.0 (0.0)★315/15
ONEFIFTH auger noisy 1 (0.1)1.0 (0.3)6.5 (4)2.3e4 (1e4)4e70/15
RANDOMSEARCH auger noisy 4e70/15
iAMALGAM bosman noisy 13 (0.8)9.1 (0.5)12 (4)21 (13)49 (26)350 (355)562 (159)15/15

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
ALPS hornby noisy 1.0 (2)3.4 (5)9.5 (18)20 (34)5e60/15
AMALGAM bosman noisy 4.1 (3)3.7 (2)3.7 (2)3.7 (3)3.7 (3)3.7 (2)3.7 (2)15/15
BAYEDA gallagher noisy 8e40/15
BFGS ros noisy 4e40/15
BIPOP-CMA-ES hansen noisy 1.1 (1)1.00 (0.8)1.0 (0.9)1.00 (0.4)1 (0.8)1.00 (1)1.0 (0.9)15/15
CMA-ESPLUSSEL auger noisy 4e50/15
DASA korosec noisy 4.9 (8)31 (31)1e70/15
DE-PSO garcia-nieto noisy 8e40/15
IPOP-SEP-CMA-ES ros noisy 4e50/15
ONEFIFTH auger noisy 4e70/15
RANDOMSEARCH auger noisy 4e70/15
iAMALGAM bosman noisy 18 (15)20 (49)23 (13)28 (25)28 (30)27 (28)27 (37)5/15

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
ALPS hornby noisy 1.4 (2)3.6 (5)5e60/15
AMALGAM bosman noisy 4e70/15
BAYEDA gallagher noisy 8e40/15
BFGS ros noisy 4e40/15
BIPOP-CMA-ES hansen noisy 1.0 (0.3)1.0 (0.3)1.00 (0.4)1.00 (0.4)1.00 (0.3)1 (0.2)1.00 (0.3)15/15
CMA-ESPLUSSEL auger noisy 4e50/15
DASA korosec noisy 1e70/15
DE-PSO garcia-nieto noisy 8e40/15
IPOP-SEP-CMA-ES ros noisy 4e50/15
ONEFIFTH auger noisy 4e70/15
RANDOMSEARCH auger noisy 4e70/15
iAMALGAM bosman noisy 4e70/15

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
ALPS hornby noisy 38 (63)162 (83)5e60/15
AMALGAM bosman noisy 4e70/15
BAYEDA gallagher noisy 8e40/15
BFGS ros noisy 2e50/15
BIPOP-CMA-ES hansen noisy 1.0 (0.2)1.2 (0.0)1.3 (0.1)1.3 (0.2)1.3 (0.7)1.3 (0.0)1.3 (0.2)15/15
CMA-ESPLUSSEL auger noisy 4e50/15
DASA korosec noisy 14 (28)200 (477)3e70/15
DE-PSO garcia-nieto noisy 8e40/15
IPOP-SEP-CMA-ES ros noisy 1.0 (0.1)1.00 (0.1)1.0 (0.3)1.00 (0.4)1.00 (0.0)1.00 (0.4)1.00 (0.1)15/15
ONEFIFTH auger noisy 8311 (1e4)4e70/15
RANDOMSEARCH auger noisy 4e70/15
iAMALGAM bosman noisy 4e70/15

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
ALPS hornby noisy 5e60/15
AMALGAM bosman noisy 15 (7)48 (20)50 (7)45 (6)41 (6)36 (6)32 (3)15/15
BAYEDA gallagher noisy 8e40/15
BFGS ros noisy 5e40/15
BIPOP-CMA-ES hansen noisy 1.0 (0.2)★31.0 (0.5)1.0 (0.5)1.0 (0.2)1.0 (0.1)1 (0.3)1.00 (0.1)15/15
CMA-ESPLUSSEL auger noisy 4e50/15
DASA korosec noisy 6e60/15
DE-PSO garcia-nieto noisy 8e40/15
IPOP-SEP-CMA-ES ros noisy 4e50/15
ONEFIFTH auger noisy 4e70/15
RANDOMSEARCH auger noisy 4e70/15
iAMALGAM bosman noisy 130 (57)114 (11)143 (66)166 (34)149 (7)130 (6)111 (7)15/15

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
ALPS hornby noisy 5e60/15
AMALGAM bosman noisy 134 (142)519 (392)634 (674)4e70/15
BAYEDA gallagher noisy 8e40/15
BFGS ros noisy 3e40/15
BIPOP-CMA-ES hansen noisy 1.0 (0.5)1.0 (0.7)1.0 (0.4)1.0 (0.9)1.00 (0.9)1.00 (0.5)1.0 (0.5)15/15
CMA-ESPLUSSEL auger noisy 4e50/15
DASA korosec noisy 6e60/15
DE-PSO garcia-nieto noisy 8e40/15
IPOP-SEP-CMA-ES ros noisy 4e50/15
ONEFIFTH auger noisy 4e70/15
RANDOMSEARCH auger noisy 4e70/15
iAMALGAM bosman noisy 272 (161)522 (605)4e70/15

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
ALPS hornby noisy 1.4e4 (2e4)5e60/15
AMALGAM bosman noisy 16 (3)16 (4)15 (5)46 (62)128 (65)152 (117)149 (107)15/15
BAYEDA gallagher noisy 28 (2)26 (3)23 (1)46 (55)8e40/15
BFGS ros noisy 8e40/15
BIPOP-CMA-ES hansen noisy 1.0 (0.2)1.1 (0.2)1.1 (0.1)1.1 (0.1)1.0 (0.1)1.0 (0.1)1.0 (0.1)15/15
CMA-ESPLUSSEL auger noisy 386 (630)4e50/15
DASA korosec noisy 7e60/15
DE-PSO garcia-nieto noisy 60 (55)8e40/15
IPOP-SEP-CMA-ES ros noisy 1.00 (0.1)1.00 (0.1)1.0 (0.1)1.00 (0.1)1.00 (0.1)1.00 (0.1)1.00 (0.1)15/15
ONEFIFTH auger noisy 1552 (1954)4e70/15
RANDOMSEARCH auger noisy 4e70/15
iAMALGAM bosman noisy 10 (6)27 (32)87 (102)233 (237)493 (225)415 (62)352 (320)15/15

Δ fopt
f110, 40-D
1e1
1e0
1e-1
1e-2
1e-3
1e-5
1e-7
#succ
0/15
ALPS hornby noisy        0/15
AMALGAM bosman noisy        0/15
BAYEDA gallagher noisy        0/15
BFGS ros noisy        0/15
BIPOP-CMA-ES hansen noisy        0/15
CMA-ESPLUSSEL auger noisy        0/15
DASA korosec noisy        0/15
DE-PSO garcia-nieto noisy        0/15
IPOP-SEP-CMA-ES ros noisy        0/15
ONEFIFTH auger noisy        0/15
RANDOMSEARCH auger noisy        0/15
iAMALGAM bosman noisy        0/15

Δ fopt
f111, 40-D
1e1
1e0
1e-1
1e-2
1e-3
1e-5
1e-7
#succ
0/15
ALPS hornby noisy        0/15
AMALGAM bosman noisy        0/15
BAYEDA gallagher noisy        0/15
BFGS ros noisy        0/15
BIPOP-CMA-ES hansen noisy        0/15
CMA-ESPLUSSEL auger noisy        0/15
DASA korosec noisy        0/15
DE-PSO garcia-nieto noisy        0/15
IPOP-SEP-CMA-ES ros noisy        0/15
ONEFIFTH auger noisy        0/15
RANDOMSEARCH auger noisy        0/15
iAMALGAM bosman 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
ALPS hornby noisy 5e60/15
AMALGAM bosman noisy 4e70/15
BAYEDA gallagher noisy 8e40/15
BFGS ros noisy 8e40/15
BIPOP-CMA-ES hansen noisy 1.1 (0.1)1.5 (1.0)1.5 (0.9)1.5 (0.5)1.5 (0.9)1.5 (0.9)1.5 (0.9)15/15
CMA-ESPLUSSEL auger noisy 4e50/15
DASA korosec noisy 1e70/15
DE-PSO garcia-nieto noisy 8e40/15
IPOP-SEP-CMA-ES ros noisy 1.0 (0.1)1.0 (0.8)1.0 (0.1)1.0 (0.8)1.0 (0.1)1 (0.1)1.00 (0.4)14/15
ONEFIFTH auger noisy 4e70/15
RANDOMSEARCH auger noisy 4e70/15
iAMALGAM bosman noisy 4e70/15

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
ALPS hornby noisy 5e60/15
AMALGAM bosman noisy 3.2 (2)2.1 (1)2.1 (1)2.1 (1)2.1 (1)2.1 (1)2.1 (2)15/15
BAYEDA gallagher noisy 8e40/15
BFGS ros noisy 4e40/15
BIPOP-CMA-ES hansen noisy 1.0 (0.6)1.00 (0.3)1.0 (0.1)1.0 (0.1)1.0 (0.4)1.0 (0.4)1.00 (0.4)15/15
CMA-ESPLUSSEL auger noisy 4e50/15
DASA korosec noisy 6e60/15
DE-PSO garcia-nieto noisy 8e40/15
IPOP-SEP-CMA-ES ros noisy 4e50/15
ONEFIFTH auger noisy 4e70/15
RANDOMSEARCH auger noisy 4e70/15
iAMALGAM bosman noisy 15 (1.0)5.1 (2)5.3 (1.0)5.1 (0.3)5.1 (0.3)5.1 (0.4)5.1 (0.3)15/15

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
ALPS hornby noisy 5e60/15
AMALGAM bosman noisy 62 (30)4e70/15
BAYEDA gallagher noisy 8e40/15
BFGS ros noisy 3e40/15
BIPOP-CMA-ES hansen noisy 1.00 (0.6)1.00 (0.5)1.00 (0.6)1.0 (0.4)1.0 (0.2)1.0 (0.6)1.0 (0.6)15/15
CMA-ESPLUSSEL auger noisy 4e50/15
DASA korosec noisy 6e60/15
DE-PSO garcia-nieto noisy 8e40/15
IPOP-SEP-CMA-ES ros noisy 4e50/15
ONEFIFTH auger noisy 4e70/15
RANDOMSEARCH auger noisy 4e70/15
iAMALGAM bosman noisy 355 (262)4e70/15

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
ALPS hornby noisy 5e60/15
AMALGAM bosman noisy 1.1 (0.3)1 (0.9)1.00 (0.5)1.0 (0.0)1.0 (0.1)1.0 (0.0)1.00 (0.0)15/15
BAYEDA gallagher noisy 8e40/15
BFGS ros noisy 8e40/15
BIPOP-CMA-ES hansen noisy 1.8 (3)6.6 (3)4.1 (2)4.0 (2)4.0 (2)4.0 (2)4.0 (2)15/15
CMA-ESPLUSSEL auger noisy 4e50/15
DASA korosec noisy 8e60/15
DE-PSO garcia-nieto noisy 8e40/15
IPOP-SEP-CMA-ES ros noisy 1.1 (0.3)29 (65)15 (29)4e50/15
ONEFIFTH auger noisy 4e70/15
RANDOMSEARCH auger noisy 4e70/15
iAMALGAM bosman noisy 1.0 (0.5)3.4 (3)4.5 (0.7)6.0 (2)6.0 (3)6.0 (3)5.9 (3)15/15

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
ALPS hornby noisy 5e60/15
AMALGAM bosman noisy 1.0 (0.1)1.00 (0.1)1.00 (0.1)1.00 (0.1)1 (0.1)1.00 (0.1)1.00 (0.1)15/15
BAYEDA gallagher noisy 8e40/15
BFGS ros noisy 2e40/15
BIPOP-CMA-ES hansen noisy 1.0 (0.7)1.3 (1.0)1.3 (0.4)1.3 (0.8)1.3 (0.5)1.2 (0.6)1.2 (0.6)15/15
CMA-ESPLUSSEL auger noisy 4e50/15
DASA korosec noisy 6e60/15
DE-PSO garcia-nieto noisy 8e40/15
IPOP-SEP-CMA-ES ros noisy 4e50/15
ONEFIFTH auger noisy 4e70/15
RANDOMSEARCH auger noisy 4e70/15
iAMALGAM bosman noisy 3.6 (0.7)3.8 (0.2)3.7 (0.2)3.6 (0.2)3.5 (0.2)3.4 (0.2)3.3 (0.1)15/15

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
ALPS hornby noisy 5e60/15
AMALGAM bosman noisy 23 (19)4e70/15
BAYEDA gallagher noisy 8e40/15
BFGS ros noisy 2e40/15
BIPOP-CMA-ES hansen noisy 1.00 (0.6)1.00 (0.5)1.00 (0.3)1.00 (0.2)1.0 (0.5)1.00 (0.2)1.0 (0.3)15/15
CMA-ESPLUSSEL auger noisy 4e50/15
DASA korosec noisy 6e60/15
DE-PSO garcia-nieto noisy 8e40/15
IPOP-SEP-CMA-ES ros noisy 4e50/15
ONEFIFTH auger noisy 4e70/15
RANDOMSEARCH auger noisy 4e70/15
iAMALGAM bosman noisy 71 (66)4e70/15

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
ALPS hornby noisy 5e60/15
AMALGAM bosman noisy 1.00 (0.2)1.00 (0.1)★22.0 (0.9)3.2 (4)10 (14)16 (14)16 (15)15/15
BAYEDA gallagher noisy 8e40/15
BFGS ros noisy 8e40/15
BIPOP-CMA-ES hansen noisy 1.0 (0.1)1.4 (0.2)1.1 (0.1)1.1 (0.1)1.2 (0.1)1.3 (0.1)1.4 (0.1)15/15
CMA-ESPLUSSEL auger noisy 4e50/15
DASA korosec noisy 2e70/15
DE-PSO garcia-nieto noisy 8e40/15
IPOP-SEP-CMA-ES ros noisy 1.1 (0.4)1.4 (0.4)1 (0.2)1.00 (0.2)1.0 (0.1)1.0 (0.1)1.0 (0.1)15/15
ONEFIFTH auger noisy 4e70/15
RANDOMSEARCH auger noisy 4e70/15
iAMALGAM bosman noisy 1.8 (1)6.5 (6)7.3 (5)18 (11)23 (11)24 (4)23 (3)15/15

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
ALPS hornby noisy 50 (37)5e60/15
AMALGAM bosman noisy 4.8 (7)17 (15)24 (2)8.8 (6)3.9 (3)1.2 (0.5)1.3 (0.1)15/15
BAYEDA gallagher noisy 2.2 (2)8e40/15
BFGS ros noisy 5e40/15
BIPOP-CMA-ES hansen noisy 1.0 (0.8)1.00 (0.8)1.00 (0.6)1.0 (0.7)1.0 (0.6)1.00 (0.5)1.0 (0.3)15/15
CMA-ESPLUSSEL auger noisy 4e50/15
DASA korosec noisy 6e60/15
DE-PSO garcia-nieto noisy 8e40/15
IPOP-SEP-CMA-ES ros noisy 4e50/15
ONEFIFTH auger noisy 4e70/15
RANDOMSEARCH auger noisy 4e70/15
iAMALGAM bosman noisy 5.5 (6)57 (36)84 (15)27 (0.9)7.0 (0.4)1.5 (0.1)1.5 (0.1)15/15

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
ALPS hornby noisy 5e60/15
AMALGAM bosman noisy 17 (8)4e70/15
BAYEDA gallagher noisy 8e40/15
BFGS ros noisy 3e40/15
BIPOP-CMA-ES hansen noisy 1.00 (0.5)1.0 (0.8)1 (0.7)1.0 (0.2)1.0 (0.7)1.00 (0.9)1 (0.9)3/15
CMA-ESPLUSSEL auger noisy 4e50/15
DASA korosec noisy 6e60/15
DE-PSO garcia-nieto noisy 8e40/15
IPOP-SEP-CMA-ES ros noisy 4e50/15
ONEFIFTH auger noisy 4e70/15
RANDOMSEARCH auger noisy 4e70/15
iAMALGAM bosman noisy 64 (55)4e70/15

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
ALPS hornby noisy 1644 (3115)5e60/15
AMALGAM bosman noisy 14 (2)13 (3)37 (56)131 (227)72 (58)21 (13)11 (10)15/15
BAYEDA gallagher noisy 33 (3)35 (3)8e40/15
BFGS ros noisy 9e40/15
BIPOP-CMA-ES hansen noisy 1.1 (0.2)1.1 (0.2)1.1 (0.2)1.0 (0.1)1.00 (0.1)1.6 (0.1)2.0 (0.1)15/15
CMA-ESPLUSSEL auger noisy 2431 (3920)4e50/15
DASA korosec noisy 7e60/15
DE-PSO garcia-nieto noisy 28 (29)8e40/15
IPOP-SEP-CMA-ES ros noisy 1.00 (0.2)1.0 (0.3)1.00 (0.1)1.0 (0.1)1.0 (0.1)1.0 (0.2)1.0 (0.1)14/15
ONEFIFTH auger noisy 4.8e4 (4e4)4e70/15
RANDOMSEARCH auger noisy 4e70/15
iAMALGAM bosman noisy 8.3 (7)28 (9)100 (81)309 (26)128 (77)113 (107)65 (40)15/15

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
ALPS hornby noisy 7.9 (9)5e60/15
AMALGAM bosman noisy 1.6 (0.8)29 (15)25 (10)22 (20)13 (4)4e70/15
BAYEDA gallagher noisy 3.1 (1.0)8e40/15
BFGS ros noisy 6e40/15
BIPOP-CMA-ES hansen noisy 1.8 (2)1.00 (0.4)1.00 (0.7)1.0 (0.4)1.00 (0.7)1.00 (0.8)1.00 (0.7)11/15
CMA-ESPLUSSEL auger noisy 1155 (1074)4e50/15
DASA korosec noisy 6e60/15
DE-PSO garcia-nieto noisy 53 (46)8e40/15
IPOP-SEP-CMA-ES ros noisy 114 (157)4e50/15
ONEFIFTH auger noisy 1.5e4 (2e4)4e70/15
RANDOMSEARCH auger noisy 1196 (1885)4e70/15
iAMALGAM bosman noisy 1 (0.4)51 (24)60 (23)39 (1)15 (0.7)50 (94)4e70/15

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
ALPS hornby noisy 20 (40)5e60/15
AMALGAM bosman noisy 1.00 (0.5)★24e70/15
BAYEDA gallagher noisy 8e40/15
BFGS ros noisy 3e40/15
BIPOP-CMA-ES hansen noisy 3.3 (2)1.00 (0.5)1.00 (0.5)1.0 (0.6)1.0 (0.4)1.00 (1)1 (0.7)0/15
CMA-ESPLUSSEL auger noisy 434 (265)4e50/15
DASA korosec noisy 6e60/15
DE-PSO garcia-nieto noisy 8e40/15
IPOP-SEP-CMA-ES ros noisy 4e50/15
ONEFIFTH auger noisy 1.4e4 (2e4)4e70/15
RANDOMSEARCH auger noisy 473 (696)4e70/15
iAMALGAM bosman noisy 11 (11)4e70/15

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
ALPS hornby noisy 13 (1)5e60/15
AMALGAM bosman noisy 10 (3)1.4 (0.6)5.4 (3)4.6 (3)3.5 (0.9)1.3 (0.6)1.0 (0.5)15/15
BAYEDA gallagher noisy 20 (5)5.2 (5)8e40/15
BFGS ros noisy 9e40/15
BIPOP-CMA-ES hansen noisy 1.0 (0.3)1.0 (1)1.0 (0.2)1.0 (1)1.0 (0.4)1.00 (0.4)1.00 (0.3)15/15
CMA-ESPLUSSEL auger noisy 497 (257)4e50/15
DASA korosec noisy 1.6e5 (1e5)6e60/15
DE-PSO garcia-nieto noisy 8.2 (10)8e40/15
IPOP-SEP-CMA-ES ros noisy 1.0 (0.4)3.2 (3)1.4 (2)1.5 (0.9)2.5 (2)4e50/15
ONEFIFTH auger noisy 4639 (7866)4e70/15
RANDOMSEARCH auger noisy 1.2e4 (2e4)4e70/15
iAMALGAM bosman noisy 4.6 (0.5)3.5 (4)16 (9)27 (3)19 (2)6.4 (1)3.3 (0.4)15/15

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
ALPS hornby noisy 1.2 (0.8)1.8 (2)  0/15
AMALGAM bosman noisy 1 (0)1.4 (0.4)  0/15
BAYEDA gallagher noisy 1.1 (0.2)2.0 (0.4)  0/15
BFGS ros noisy 1 (0)  0/15
BIPOP-CMA-ES hansen noisy 1 (0)1.8 (1)1.00 (1)1 (0.6)1 (0.6)  0/15
CMA-ESPLUSSEL auger noisy 1 (0)  0/15
DASA korosec noisy 7.1 (0)  0/15
DE-PSO garcia-nieto noisy 1 (0)244 (447)  0/15
IPOP-SEP-CMA-ES ros noisy 1 (0)1279 (1388)  0/15
ONEFIFTH auger noisy 3.5 (10)  0/15
RANDOMSEARCH auger noisy 1 (0)  0/15
iAMALGAM bosman noisy 1 (0)1.0 (0.2)  0/15

Δ fopt
f126, 40-D
1e1
1
1e0
8740
1e-1
1e-2
1e-3
1e-5
1e-7
#succ
0/15
ALPS hornby noisy 1.1 (1)10 (6)     0/15
AMALGAM bosman noisy 1.1 (0.2)1.00 (0.2)     0/15
BAYEDA gallagher noisy 1.1 (0.5)     0/15
BFGS ros noisy 28 (102)     0/15
BIPOP-CMA-ES hansen noisy 1 (0)2.8 (2)     0/15
CMA-ESPLUSSEL auger noisy 1 (0)     0/15
DASA korosec noisy 1 (0)     0/15
DE-PSO garcia-nieto noisy 1.1 (0.2)     0/15
IPOP-SEP-CMA-ES ros noisy 1 (0)     0/15
ONEFIFTH auger noisy 1 (0)     0/15
RANDOMSEARCH auger noisy 1.1 (0)     0/15
iAMALGAM bosman noisy 1 (0)4.3 (4)     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
ALPS hornby noisy 1.1 (0.2)7.1 (4)5e60/15
AMALGAM bosman noisy 1 (0)7.0 (1)2.3 (0.2)56 (88)4e70/15
BAYEDA gallagher noisy 1.2 (0.2)13 (2)8e40/15
BFGS ros noisy 302 (482)9e40/15
BIPOP-CMA-ES hansen noisy 1 (0)1.0 (0.4)2.4 (3)1.00 (0.9)1.00 (0.6)1.00 (0.6)1.0 (0.5)15/15
CMA-ESPLUSSEL auger noisy 1 (0)4e50/15
DASA korosec noisy 1 (0)6e60/15
DE-PSO garcia-nieto noisy 1 (0)53 (91)8e40/15
IPOP-SEP-CMA-ES ros noisy 1 (0)1.1 (0.5)1 (0.4)4e50/15
ONEFIFTH auger noisy 1 (0)8.4e5 (8e5)4e70/15
RANDOMSEARCH auger noisy 1.1 (0)4e70/15
iAMALGAM bosman noisy 1.2 (0.5)4.0 (0.8)3.5 (5)8.7 (9)4e70/15

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
ALPS hornby noisy 5e60/15
AMALGAM bosman noisy 10 (16)3.4 (2)2.4 (3)2.4 (4)2.4 (4)2.4 (2)2.4 (1.0)2/15
BAYEDA gallagher noisy 8e40/15
BFGS ros noisy 5e40/15
BIPOP-CMA-ES hansen noisy 1.0 (2)1.00 (1)1.00 (2)1.0 (0.7)1 (1)1.00 (2)1 (0.8)4/15
CMA-ESPLUSSEL auger noisy 4e50/15
DASA korosec noisy 6e60/15
DE-PSO garcia-nieto noisy 8e40/15
IPOP-SEP-CMA-ES ros noisy 4e50/15
ONEFIFTH auger noisy 4e70/15
RANDOMSEARCH auger noisy 4e70/15
iAMALGAM bosman noisy 32 (19)4.8 (9)2.5 (2)2.5 (3)2.5 (2)2.5 (5)2.5 (2)2/15

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
ALPS hornby noisy 5e60/15
AMALGAM bosman noisy 4e70/15
BAYEDA gallagher noisy 8e40/15
BFGS ros noisy 3e40/15
BIPOP-CMA-ES hansen noisy 1.0 (0.7)1.0 (0.9)1 (0.8)1 (0.5)1.00 (0.9)1.0 (2)1 (1.0)2/15
CMA-ESPLUSSEL auger noisy 4e50/15
DASA korosec noisy 6e60/15
DE-PSO garcia-nieto noisy 8e40/15
IPOP-SEP-CMA-ES ros noisy 4e50/15
ONEFIFTH auger noisy 4e70/15
RANDOMSEARCH auger noisy 4e70/15
iAMALGAM bosman noisy 4e70/15

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
ALPS hornby noisy 5e60/15
AMALGAM bosman noisy 7.5 (0.3)101 (77)95 (113)95 (137)95 (71)95 (100)95 (106)3/15
BAYEDA gallagher noisy 3.8 (2)1.00 (1)8e40/15
BFGS ros noisy 8e40/15
BIPOP-CMA-ES hansen noisy 1.0 (2)24 (0.6)7.9 (8)7.9 (6)7.9 (14)7.9 (7)7.9 (11)13/15
CMA-ESPLUSSEL auger noisy 4e50/15
DASA korosec noisy 6e60/15
DE-PSO garcia-nieto noisy 12 (9)8e40/15
IPOP-SEP-CMA-ES ros noisy 1.00 (2)1.6 (2)1.00 (2)1.00 (0.9)1 (1)1 (0.9)1.00 (2)3/15
ONEFIFTH auger noisy 2.2e4 (2e4)4e70/15
RANDOMSEARCH auger noisy 4e70/15
iAMALGAM bosman noisy 3.4 (10)66 (113)40 (68)50 (54)68 (31)97 (119)97 (130)3/15

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