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Table showing the ERT in number of evaluations divided by the best ERT of the reference algorithm

Last dimension | Dimension = 2 | Next dimension

Δ fopt
f1, 2-D
1e1
2.0
1e0
6.0
1e-1
6.0
1e-2
6.0
1e-3
6.0
1e-5
6.0
1e-7
6.0
#succ
15/15
MATSUMOTO Brockhoff 1.5 (1)1.5 (0.9)2.4 (0.4)3.8 (0.8)4.7 (1)25 (22)286 (281)0/15
R-DE-10e2 Tanabe 2.1 (2)1.9 (2)8.0 (5)12 (6)18 (5)36 (20)165 (201)0/15
R-DE-10e5 Tanabe 1.5 (1)7.7 (8)28 (13)72 (162)76 (163)84 (162)101 (162)15/15
R-SHADE-10e2 Tanabe 1.9 (2)3.0 (3)10 (6)17 (6)23 (8)120 (109)2000/15
R-SHADE-10e5 Tanabe 1.4 (1)3.5 (3)8.2 (4)13 (7)19 (5)29 (7)40 (9)15/15
RL-SHADE-10e2 Tanabe 1.4 (1)2.6 (3)7.5 (4)12 (3)16 (5)26 (6)68 (42)2/15
RL-SHADE-10e5 Tanabe 1.7 (2)4.1 (4)18 (13)38 (20)72 (23)141 (15)197 (32)15/15
SOO Derbel 1 (0.8)1.4 (0.9)3.4 (2)7.3 (2)11 (3)23 (4)43 (2)15/15
BrentSTEPif Posik 1.3 (1)1.4 (0.8)1.7 (0.2)1.8 (0.2)1.8 (0.2)1.8 (0.2)1.8 (0.2)15/15
BrentSTEPifeg Posik 1.3 (1)1.4 (0.8)1.7 (0.2)1.8 (0.2)1.8 (0.2)1.8 (0.2)1.8 (0.2)15/15
BrentSTEPqi Posik 1.3 (1)1.4 (0.8)1.7 (0.2)1.8 (0.2)1.8 (0.2)1.8 (0.2)1.8 (0.2)15/15
BrentSTEPrr Posik 1.3 (1)1.4 (0.8)1.7 (0.2)1.8 (0.2)1.8 (0.2)1.8 (0.2)1.8 (0.2)15/15
CMA-CSA Atamna 2.4 (3)2.6 (3)8.7 (4)14 (5)18 (5)27 (7)38 (6)15/15
CMA-MSR Atamna 3.1 (3)3.2 (3)10 (7)18 (10)30 (8)45 (8)65 (9)15/15
CMA-TPA Atamna 2.7 (3)5.4 (5)9.4 (6)14 (10)20 (8)32 (9)39 (12)15/15
GP1-CMAES Bajer 2.0 (2)2.0 (1)6.0 (2)8.2 (2)11 (3)16 (3)22 (6)15/15
GP1-CMAES Bajer 2013instances 1.6 (2)2.6 (3)5.4 (2)7.2 (3)10 (2)14 (3)21 (4)15/15
GP5-CMAES Bajer 2.7 (2)1.8 (1)3.0 (2)4.0 (1)5.0 (1)6.5 (1)16 (7)15/15
GP5-CMAES Bajer 2013instances 2.5 (2)1.8 (0.6)2.6 (0.9)4.0 (0.8)4.3 (1)6.5 (2)13 (8)15/15
IPOPCMAv3p61 Bajer 2.6 (3)4.1 (3)9.3 (5)14 (5)19 (6)27 (5)39 (5)15/15
IPOPCMAv3p61 Bajer 2013instances 4.0 (4)3.8 (4)9.2 (7)14 (7)19 (6)29 (6)40 (4)15/15
LHD-10xDefault-MATSuMoTo Brockhoff 2.3 (2)4.1 (3)10 (0)10 (0.4)12 (0.4)46 (38)1000/15
LHD-2xDefault-MATSuMoTo Brockhoff 2.1 (2)2.1 (0.5)2.8 (0.8)3.8 (0.8)5.1 (1)34 (54)1000/15
RAND-2xDefault-MATSuMoTo Brockhoff 2.6 (3)2.1 (0.3)2.9 (0.8)4.2 (0.8)5.2 (0.4)43 (43)1000/15
RF1-CMAES Bajer 2.8 (3)3.0 (2)7.1 (5)11 (4)16 (10)37 (13)59 (53)12/15
RF1-CMAES Bajer 2013instances 2.9 (4)3.4 (4)6.2 (3)8.9 (3)16 (7)35 (24)64 (78)10/15
RF5-CMAES Bajer 23 (9)21 (32)49 (69)192 (255)1263 (1166)5060/15
RF5-CMAES Bajer 2013instances 2.8 (3)14 (29)39 (44)93 (97)120 (95)1207 (1300)1261 (1766)0/15
STEPif Posik 1.3 (1)1.5 (0.9)2.1 (0.2)3.2 (0.8)3.7 (0.8)5.0 (0.8)5.9 (0.2)15/15
STEPifeg Posik 1.3 (1)1.5 (0.9)2.1 (0.2)3.0 (0.4)3.5 (0.4)5.0 (0.8)5.9 (0.5)15/15
STEPrr Posik 1.3 (1)1.5 (0.9)2.1 (0.2)2.8 (0.2)3.3 (0.2)4.4 (0.2)5.5 (0.2)15/15

Δ fopt
f2, 2-D
1e1
16
1e0
19
1e-1
25
1e-2
25
1e-3
26
1e-5
28
1e-7
29
#succ
15/15
MATSUMOTO Brockhoff 12 (13)76 (75)1000/15
R-DE-10e2 Tanabe 5.7 (2)7.5 (3)8.7 (7)16 (11)28 (27)2000/15
R-DE-10e5 Tanabe 14 (3)13 (4)12 (4)13 (5)18 (36)21 (34)23 (33)15/15
R-SHADE-10e2 Tanabe 9.1 (3)11 (10)22 (17)118 (164)2000/15
R-SHADE-10e5 Tanabe 7.2 (2)8.6 (3)8.3 (2)9.4 (2)10 (1)12 (2)14 (2)15/15
RL-SHADE-10e2 Tanabe 6.1 (2)6.3 (2)5.9 (2)9.0 (5)15 (21)2000/15
RL-SHADE-10e5 Tanabe 22 (13)27 (10)30 (6)38 (7)45 (8)56 (5)68 (9)15/15
SOO Derbel 7.2 (1)9.5 (2)8.2 (2)12 (1)14 (1)18 (2)25 (4)15/15
BrentSTEPif Posik 1.3 (0.5)1.2 (0.4)1.0 (0.3)1.0 (0.3)1.0 (0.3)1.1 (0.2)1.2 (0.2)15/15
BrentSTEPifeg Posik 1.2 (0.3)1.2 (0.4)1.0 (0.3)1.1 (0.3)1.0 (0.3)1.1 (0.2)1.2 (0.3)15/15
BrentSTEPqi Posik 1.1 (0.2)0.98 (0.2)0.81 (0.1)↑00.83 (0.1)↑10.87 (0.2)0.92 (0.1)1.1 (0.2)15/15
BrentSTEPrr Posik 1.2 (0.3)1.2 (0.4)1.0 (0.3)1.1 (0.2)1.1 (0.2)1.1 (0.2)1.3 (0.3)15/15
CMA-CSA Atamna 12 (7)15 (6)13 (2)15 (3)15 (3)16 (2)18 (3)15/15
CMA-MSR Atamna 16 (8)17 (5)14 (4)16 (4)18 (4)20 (3)23 (4)15/15
CMA-TPA Atamna 10 (7)12 (6)11 (3)13 (3)14 (3)15 (2)17 (3)15/15
GP1-CMAES Bajer 10 (7)12 (6)10 (4)12 (4)12 (3)13 (2)14 (2)13/15
GP1-CMAES Bajer 2013instances 9.0 (7)13 (6)12 (3)12 (3)13 (2)15 (3)17 (10)12/15
GP5-CMAES Bajer 3.9 (3)6.2 (2)5.2 (1)6.0 (2)6.1 (2)6.5 (2)7.4 (3)14/15
GP5-CMAES Bajer 2013instances 4.3 (3)5.3 (2)4.5 (1)5.0 (1)5.3 (1)5.3 (1)6.9 (3)14/15
IPOPCMAv3p61 Bajer 9.5 (7)17 (7)18 (2)26 (11)35 (25)134 (181)5060/15
IPOPCMAv3p61 Bajer 2013instances 12 (11)18 (10)20 (11)25 (12)31 (20)67 (50)5060/15
LHD-10xDefault-MATSuMoTo Brockhoff 30 (34)1000/15
LHD-2xDefault-MATSuMoTo Brockhoff 15 (22)1000/15
RAND-2xDefault-MATSuMoTo Brockhoff 16 (17)1000/15
RF1-CMAES Bajer 35 (33)378 (539)5060/15
RF1-CMAES Bajer 2013instances 30 (32)180 (339)291 (192)292 (177)5060/15
RF5-CMAES Bajer 72 (78)395 (404)5020/15
RF5-CMAES Bajer 2013instances 36 (40)114 (81)5020/15
STEPif Posik 1.6 (0.4)1.5 (0.4)1.3 (0.3)1.4 (0.3)1.4 (0.2)1.6 (0.3)1.7 (0.3)15/15
STEPifeg Posik 1.6 (0.4)1.5 (0.4)1.3 (0.2)1.4 (0.2)1.4 (0.2)1.6 (0.3)1.7 (0.3)15/15
STEPrr Posik 1.5 (0.2)1.4 (0.3)1.3 (0.1)1.4 (0.1)1.4 (0.2)1.6 (0.2)1.8 (0.3)15/15

Δ fopt
f3, 2-D
1e1
15
1e0
271
1e-1
445
1e-2
446
1e-3
450
1e-5
454
1e-7
464
#succ
15/15
MATSUMOTO Brockhoff 3.0 (2)6.1 (3)3.7 (3)1000/15
R-DE-10e2 Tanabe 2.7 (2)0.97 (0.8)1.5 (0.9)2000/15
R-DE-10e5 Tanabe 2.7 (2)1.6 (3)3.2 (4)4.0 (8)4.0 (7)4.7 (7)7.3 (9)15/15
R-SHADE-10e2 Tanabe 2.4 (2)0.75 (0.8)1.0 (0.8)6.7 (7)2000/15
R-SHADE-10e5 Tanabe 3.6 (2)1.3 (2)2.0 (2)2.1 (2)2.2 (2)2.4 (2)2.5 (2)15/15
RL-SHADE-10e2 Tanabe 2.1 (1)0.70 (0.4)0.66 (0.5)1.3 (1)6.6 (9)2000/15
RL-SHADE-10e5 Tanabe 5.5 (4)2.3 (0.7)2.0 (0.6)3.0 (0.6)3.5 (0.5)4.3 (0.4)5.1 (0.5)15/15
SOO Derbel 2.4 (2)0.92 (0.6)0.73 (0.4)0.82 (0.4)0.92 (0.4)1.2 (0.5)1.5 (0.4)15/15
BrentSTEPif Posik 0.96 (0.3)0.19 (0.1)↑00.21 (0.2)↑00.21 (0.2)↑00.21 (0.1)↑00.22 (0.1)↑00.21 (0.1)↑015/15
BrentSTEPifeg Posik 0.99 (0.3)0.19 (0.1)↑00.21 (0.2)↑00.21 (0.2)↑00.22 (0.2)↑00.22 (0.2)↑00.22 (0.1)↑015/15
BrentSTEPqi Posik 0.94 (0.3)0.19 (0.1)↑00.20 (0.1)↑00.20 (0.1)↑00.20 (0.1)↑00.20 (0.1)↑00.20 (0.1)↑015/15
BrentSTEPrr Posik 0.98 (0.4)0.18 (0.1)↑00.19 (0.1)↑00.20 (0.1)↑00.20 (0.1)↑00.21 (0.1)↑00.21 (0.1)↑015/15
CMA-CSA Atamna 2.5 (2)2.7 (2)4.4 (5)4.9 (5)5.0 (5)5.2 (5)5.4 (5)15/15
CMA-MSR Atamna 3.6 (3)3.8 (4)4.4 (7)6.0 (7)6.3 (8)6.7 (8)7.1 (8)15/15
CMA-TPA Atamna 7.0 (5)4.7 (4)10 (8)10 (9)10 (9)11 (9)11 (9)15/15
GP1-CMAES Bajer 3.1 (3)1.6 (2)5.0 (5)5.1 (7)5.1 (7)5.1 (5)5.1 (5)3/15
GP1-CMAES Bajer 2013instances 2.4 (2)2.9 (3)5.3 (7)5.4 (8)5.4 (4)8.2 (9)16 (27)1/15
GP5-CMAES Bajer 4.3 (6)3.0 (4)5.0 (7)7.5 (7)7.5 (9)7.4 (6)7.5 (6)1/15
GP5-CMAES Bajer 2013instances 5.0 (9)2.3 (3)5080/15
IPOPCMAv3p61 Bajer 3.5 (3)2.2 (2)16 (15)16 (22)16 (19)16 (20)16 (13)1/15
IPOPCMAv3p61 Bajer 2013instances 2.9 (2)1.9 (2)3.5 (2)3.6 (4)3.6 (4)3.7 (4)3.8 (4)4/15
LHD-10xDefault-MATSuMoTo Brockhoff 3.7 (3)5.4 (5)3.4 (3)1000/15
LHD-2xDefault-MATSuMoTo Brockhoff 1.5 (0.9)0.73 (0.8)1.6 (2)1000/15
RAND-2xDefault-MATSuMoTo Brockhoff 2.3 (2)1.6 (1)1.6 (2)3.3 (4)1000/15
RF1-CMAES Bajer 5.6 (4)2.6 (3)2.6 (2)2.9 (3)3.8 (3)8.0 (11)8.1 (9)2/15
RF1-CMAES Bajer 2013instances 11 (18)13 (15)5060/15
RF5-CMAES Bajer 25 (30)26 (31)5080/15
RF5-CMAES Bajer 2013instances 17 (17)13 (16)5060/15
STEPif Posik 1.3 (0.8)0.24 (0.1)↑00.21 (0.1)↑00.22 (0.0)↑00.24 (0.0)↑00.25 (0.0)↑00.25 (0.0)↑015/15
STEPifeg Posik 1.3 (0.8)0.23 (0.1)↑00.20 (0.1)↑00.21 (0.1)↑00.24 (0.1)↑00.25 (0.0)↑00.26 (0.0)↑015/15
STEPrr Posik 1.3 (0.8)0.19 (0.1)↑00.18 (0.1)↑00.19 (0.1)↑00.22 (0.1)↑00.24 (0.1)↑00.26 (0.1)↑015/15

Δ fopt
f4, 2-D
1e1
22
1e0
344
1e-1
459
1e-2
496
1e-3
523
1e-5
544
1e-7
566
#succ
15/15
MATSUMOTO Brockhoff 1.9 (1)1000/15
R-DE-10e2 Tanabe 1.9 (1)2.0 (3)2000/15
R-DE-10e5 Tanabe 5.1 (11)1.4 (2)4.1 (4)4.3 (3)6.7 (5)7.9 (5)8.1 (5)15/15
R-SHADE-10e2 Tanabe 2.0 (1)2.0 (2)3.3 (4)2000/15
R-SHADE-10e5 Tanabe 2.4 (2)1.4 (1)2.0 (2)2.0 (2)2.0 (1)2.1 (1)2.3 (1)15/15
RL-SHADE-10e2 Tanabe 1.8 (1)0.52 (0.3)0.94 (1.0)1.1 (1)1.9 (2)2000/15
RL-SHADE-10e5 Tanabe 5.1 (3)2.2 (0.8)2.5 (0.6)2.9 (0.7)3.1 (0.6)4.2 (0.5)4.6 (0.6)15/15
SOO Derbel 1.5 (0.7)0.86 (0.7)7.6 (14)12 (21)11 (20)12 (19)12 (18)15/15
BrentSTEPif Posik 0.91 (0.4)0.17 (0.1)↑00.22 (0.1)↑00.21 (0.1)↑00.21 (0.1)↑00.22 (0.1)↑00.27 (0.1)↑015/15
BrentSTEPifeg Posik 0.91 (0.4)0.17 (0.1)↑00.21 (0.1)↑00.20 (0.1)↑00.20 (0.1)↑00.22 (0.1)↑00.28 (0.1)↑015/15
BrentSTEPqi Posik 0.98 (0.5)0.17 (0.1)↑00.22 (0.1)↑00.21 (0.1)↑00.20 (0.1)↑00.22 (0.1)↑00.27 (0.1)↑015/15
BrentSTEPrr Posik 0.93 (0.5)0.18 (0.1)↑00.21 (0.1)↑00.21 (0.1)↑00.21 (0.1)↑00.24 (0.1)↑00.31 (0.1)↑015/15
CMA-CSA Atamna 2.3 (2)5.6 (6)21 (12)66 (52)75 (58)77 (61)76 (61)14/15
CMA-MSR Atamna 6.1 (3)9.3 (11)242 (304)533 (647)1633 (2059)2407 (2498)2314 (2663)2/15
CMA-TPA Atamna 2.8 (2)6.2 (10)34 (59)110 (203)109 (194)134 (230)131 (184)12/15
GP1-CMAES Bajer 3.7 (1)5.0 (5)5060/15
GP1-CMAES Bajer 2013instances 2.2 (1)3.5 (5)3.6 (3)3.4 (4)6.8 (9)14 (17)5060/15
GP5-CMAES Bajer 2.8 (6)3.4 (4)5020/15
GP5-CMAES Bajer 2013instances 6.4 (12)2.6 (3)5080/15
IPOPCMAv3p61 Bajer 2.0 (1)5060/15
IPOPCMAv3p61 Bajer 2013instances 2.8 (2)4.8 (6)16 (24)15 (14)14 (19)14 (13)5060/15
LHD-10xDefault-MATSuMoTo Brockhoff 2.7 (2)4.3 (4)3.2 (3)1000/15
LHD-2xDefault-MATSuMoTo Brockhoff 1.8 (1)4.3 (5)1000/15
RAND-2xDefault-MATSuMoTo Brockhoff 1.7 (1)1000/15
RF1-CMAES Bajer 2.9 (3)5060/15
RF1-CMAES Bajer 2013instances 3.3 (2)5060/15
RF5-CMAES Bajer 19 (22)21 (28)5020/15
RF5-CMAES Bajer 2013instances 16 (17)21 (30)5040/15
STEPif Posik 0.94 (0.3)0.28 (0.1)↑00.39 (0.2)↑00.45 (0.1)↑00.55 (0.1)↑00.61 (0.1)↑00.71 (0.2)↑015/15
STEPifeg Posik 0.95 (0.4)0.27 (0.1)↑00.38 (0.2)↑00.45 (0.1)↑00.55 (0.1)↑00.63 (0.1)↑00.73 (0.2)↑015/15
STEPrr Posik 0.95 (0.4)0.24 (0.1)↑00.36 (0.2)↑00.44 (0.2)↑00.56 (0.2)↑00.68 (0.2)↑00.82 (0.3)15/15

Δ fopt
f5, 2-D
1e1
4.0
1e0
4.0
1e-1
4.0
1e-2
4.0
1e-3
4.0
1e-5
4.0
1e-7
4.0
#succ
15/15
MATSUMOTO Brockhoff 1.4 (0.8)2.1 (0.6)2.7 (1)2.7 (1)2.7 (1)2.7 (1)2.7 (1)15/15
R-DE-10e2 Tanabe 4.5 (4)14 (6)24 (7)34 (9)49 (30)748 (788)2000/15
R-DE-10e5 Tanabe 3.1 (3)13 (5)30 (18)89 (62)122 (163)227 (279)333 (301)15/15
R-SHADE-10e2 Tanabe 4.3 (4)14 (4)25 (4)36 (6)50 (28)2000/15
R-SHADE-10e5 Tanabe 4.3 (4)25 (13)50 (15)69 (25)83 (23)109 (23)133 (21)15/15
RL-SHADE-10e2 Tanabe 5.1 (4)13 (5)20 (7)28 (8)37 (11)67 (32)234 (250)2/15
RL-SHADE-10e5 Tanabe 3.7 (4)46 (16)94 (23)134 (18)183 (28)266 (30)348 (20)15/15
SOO Derbel 2.1 (0.1)10 (0.1)25 (0.1)46 (0.1)83 (0.1)182 (0.1)301 (0.1)15/15
BrentSTEPif Posik 1.6 (0.2)1.6 (0.2)1.6 (0.2)1.6 (0.2)1.6 (0.2)1.6 (0.2)1.6 (0.2)15/15
BrentSTEPifeg Posik 1.6 (0.2)1.6 (0.2)1.6 (0.2)1.6 (0.2)1.6 (0.2)1.6 (0.2)1.6 (0.2)15/15
BrentSTEPqi Posik 1.6 (0.2)1.6 (0.2)1.6 (0.2)1.6 (0.2)1.6 (0.2)1.6 (0.2)1.6 (0.2)15/15
BrentSTEPrr Posik 1.6 (0.2)1.6 (0.2)1.6 (0.2)1.6 (0.2)1.6 (0.2)1.6 (0.2)1.6 (0.2)15/15
CMA-CSA Atamna 2.7 (2)5.0 (3)5.2 (3)5.2 (3)5.2 (3)5.2 (3)5.2 (3)15/15
CMA-MSR Atamna 2.9 (2)6.3 (4)6.7 (4)6.8 (4)6.8 (4)6.8 (4)6.8 (4)15/15
CMA-TPA Atamna 1.9 (2)3.9 (2)4.4 (2)4.4 (2)4.4 (2)4.4 (2)4.4 (2)15/15
GP1-CMAES Bajer 2.0 (1)24 (64)37 (66)51 (127)51 (96)51 (97)51 (97)11/15
GP1-CMAES Bajer 2013instances 2.2 (2)7.6 (3)10 (12)10 (12)10 (12)10 (12)10 (12)15/15
GP5-CMAES Bajer 1.5 (0.9)3.5 (2)3.8 (3)3.8 (3)3.8 (3)3.8 (3)3.8 (3)15/15
GP5-CMAES Bajer 2013instances 1.8 (0.8)4.1 (3)4.6 (3)4.8 (3)4.8 (3)4.8 (3)4.8 (3)15/15
IPOPCMAv3p61 Bajer 2.7 (2)7.8 (9)9.2 (10)10 (10)10 (10)10 (10)10 (10)15/15
IPOPCMAv3p61 Bajer 2013instances 4.1 (3)14 (13)14 (14)14 (14)14 (14)14 (14)14 (14)15/15
LHD-10xDefault-MATSuMoTo Brockhoff 3.1 (3)16 (0.6)16 (0.6)16 (0.6)16 (0.6)16 (0.6)16 (0.6)15/15
LHD-2xDefault-MATSuMoTo Brockhoff 2.3 (1)3.5 (0.6)3.6 (0.6)3.6 (0.6)3.6 (0.6)3.6 (0.6)3.6 (0.6)15/15
RAND-2xDefault-MATSuMoTo Brockhoff 2.2 (1)3.4 (0.6)3.9 (0.6)4.0 (0.6)4.0 (0.6)4.0 (0.6)4.0 (0.6)15/15
RF1-CMAES Bajer 2.1 (2)23 (25)24 (25)25 (24)25 (24)25 (24)25 (24)14/15
RF1-CMAES Bajer 2013instances 1.6 (2)22 (26)24 (29)24 (29)24 (29)24 (29)24 (29)15/15
RF5-CMAES Bajer 4.3 (2)105 (156)106 (164)106 (116)106 (117)106 (191)106 (94)10/15
RF5-CMAES Bajer 2013instances 2.8 (3)64 (71)66 (76)67 (79)67 (83)67 (83)67 (78)12/15
STEPif Posik 1.6 (0.2)1.6 (0.2)1.6 (0.2)1.6 (0.2)1.6 (0.2)1.6 (0.2)1.6 (0.2)15/15
STEPifeg Posik 1.6 (0.2)1.6 (0.2)1.6 (0.2)1.6 (0.2)1.6 (0.2)1.6 (0.2)1.6 (0.2)15/15
STEPrr Posik 1.6 (0.2)1.6 (0.2)1.6 (0.2)1.6 (0.2)1.6 (0.2)1.6 (0.2)1.6 (0.2)15/15

Δ fopt
f6, 2-D
1e1
13
1e0
23
1e-1
41
1e-2
54
1e-3
67
1e-5
95
1e-7
124
#succ
15/15
MATSUMOTO Brockhoff 1.4 (1.0)14 (21)1000/15
R-DE-10e2 Tanabe 1.7 (1)2.3 (2)3.0 (2)5.2 (3)8.4 (8)2000/15
R-DE-10e5 Tanabe 10 (6)20 (35)19 (22)20 (32)21 (26)19 (25)20 (21)15/15
R-SHADE-10e2 Tanabe 1.5 (0.9)4.2 (3)9.1 (8)13 (12)2000/15
R-SHADE-10e5 Tanabe 1.8 (2)3.2 (2)5.5 (4)5.6 (5)5.3 (4)4.8 (3)4.7 (2)15/15
RL-SHADE-10e2 Tanabe 2.0 (2)4.2 (2)3.6 (1)6.8 (10)8.7 (5)2000/15
RL-SHADE-10e5 Tanabe 3.4 (3)7.1 (5)8.6 (4)12 (3)13 (4)16 (2)17 (3)15/15
SOO Derbel 1.2 (1)7.6 (14)94 (126)401 (438)1663 (1846)5266 (3748)2.4e4 (2e4)1/15
BrentSTEPif Posik 296 (476)438 (444)761 (770)1181 (1215)2e40/15
BrentSTEPifeg Posik 369 (696)412 (802)318 (478)536 (872)871 (823)1390 (1281)2219 (3870)1/15
BrentSTEPqi Posik 299 (511)341 (402)397 (434)398 (639)515 (464)1408 (1431)2248 (2422)1/15
BrentSTEPrr Posik 361 (679)400 (412)319 (444)434 (500)686 (645)1400 (1045)2208 (2184)1/15
CMA-CSA Atamna 3.6 (2)4.2 (3)3.9 (1)4.2 (1)4.1 (1)4.2 (0.8)4.1 (0.6)15/15
CMA-MSR Atamna 3.0 (2)5.2 (3)4.8 (2)5.0 (2)5.3 (1)5.3 (1)5.3 (0.9)15/15
CMA-TPA Atamna 1.6 (2)3.6 (3)3.8 (2)3.8 (2)3.8 (2)3.8 (1)3.9 (0.8)15/15
GP1-CMAES Bajer 3.1 (2)6.5 (10)10 (13)18 (22)35 (36)80 (96)5060/15
GP1-CMAES Bajer 2013instances 3.4 (2)4.9 (3)7.7 (7)19 (18)112 (117)5060/15
GP5-CMAES Bajer 4.6 (2)6.2 (11)7.8 (7)23 (23)5060/15
GP5-CMAES Bajer 2013instances 2.6 (4)9.1 (11)17 (16)44 (56)5060/15
IPOPCMAv3p61 Bajer 2.5 (2)4.4 (3)4.2 (2)4.0 (2)4.3 (1)4.8 (3)5.7 (4)2/15
IPOPCMAv3p61 Bajer 2013instances 3.1 (5)4.6 (3)3.8 (2)4.1 (1)4.2 (1)4.8 (3)12 (11)2/15
LHD-10xDefault-MATSuMoTo Brockhoff 1.5 (1)8.9 (12)1000/15
LHD-2xDefault-MATSuMoTo Brockhoff 2.0 (2)12 (7)1000/15
RAND-2xDefault-MATSuMoTo Brockhoff 1.9 (2)6.3 (7)1000/15
RF1-CMAES Bajer 8.7 (20)14 (19)182 (166)5060/15
RF1-CMAES Bajer 2013instances 11 (21)66 (105)5060/15
RF5-CMAES Bajer 16 (20)55 (77)108 (103)165 (202)5160/15
RF5-CMAES Bajer 2013instances 9.2 (13)40 (57)5080/15
STEPif Posik 345 (676)315 (433)395 (632)549 (555)1261 (1268)2856 (2518)2e40/15
STEPifeg Posik 267 (551)269 (377)245 (346)315 (339)890 (1011)2843 (2826)2212 (1768)1/15
STEPrr Posik 261 (624)240 (360)246 (352)300 (276)506 (707)1333 (1237)2159 (2933)1/15

Δ fopt
f7, 2-D
1e1
3.0
1e0
21
1e-1
60
1e-2
193
1e-3
217
1e-5
217
1e-7
241
#succ
15/15
MATSUMOTO Brockhoff 3.0 (2)1.4 (1)0.97 (0.9)0.84 (0.7)2.2 (3)2.2 (2)1000/15
R-DE-10e2 Tanabe 3.3 (4)2.8 (3)2.0 (2)1.2 (1)2.0 (1)2.0 (2)2.9 (4)1/15
R-DE-10e5 Tanabe 2.4 (3)3.6 (4)3.8 (3)1.9 (1)1.7 (1)1.7 (1)1.8 (0.9)15/15
R-SHADE-10e2 Tanabe 3.1 (3)2.7 (3)4.1 (4)5.0 (6)2000/15
R-SHADE-10e5 Tanabe 2.8 (3)1.8 (1)1.7 (2)0.85 (0.7)0.93 (0.6)0.93 (0.6)0.97 (0.5)15/15
RL-SHADE-10e2 Tanabe 6.3 (7)3.0 (2)5.1 (3)2.9 (2)6.8 (6)6.8 (8)2000/15
RL-SHADE-10e5 Tanabe 5.2 (5)3.5 (3)4.6 (3)2.7 (1)3.0 (1)3.0 (1)3.5 (1.0)15/15
SOO Derbel 1.9 (2)1.4 (0.7)1.5 (0.8)0.83 (0.5)1.1 (0.7)1.1 (0.7)1.3 (0.8)15/15
BrentSTEPif Posik 1.9 (2)479 (717)456 (402)713 (702)1295 (1572)1295 (1457)1166 (1582)1/15
BrentSTEPifeg Posik 1.9 (2)487 (550)1428 (1923)681 (749)1295 (1202)1295 (1318)1166 (1270)1/15
BrentSTEPqi Posik 1.9 (2)258 (502)550 (602)712 (658)1295 (1804)1295 (1295)1166 (1541)1/15
BrentSTEPrr Posik 1.9 (2)566 (645)574 (377)702 (754)1295 (1341)1295 (1272)1166 (1291)1/15
CMA-CSA Atamna 4.2 (4)5.8 (10)3.0 (3)1.2 (1)1.3 (1)1.3 (1)1.5 (2)15/15
CMA-MSR Atamna 4.7 (4)1.9 (2)2.4 (1)1.1 (0.3)1.2 (0.3)1.2 (0.3)1.3 (0.4)15/15
CMA-TPA Atamna 4.0 (3)1.9 (2)1.9 (1)0.91 (0.4)0.88 (0.4)0.88 (0.4)1.0 (0.8)15/15
GP1-CMAES Bajer 4.1 (3)1.8 (2)2.3 (2)0.97 (0.6)1.0 (0.5)1.0 (0.5)1.4 (0.8)11/15
GP1-CMAES Bajer 2013instances 4.5 (4)2.3 (2)1.8 (1)1.1 (1)1.1 (1.0)1.1 (1.0)1.4 (2)8/15
GP5-CMAES Bajer 2.6 (2)1.3 (1)1.8 (2)0.97 (1)1.2 (1)1.2 (1)1.8 (2)5/15
GP5-CMAES Bajer 2013instances 3.6 (2)2.2 (2)2.6 (2)1.1 (1)1.1 (0.8)1.1 (0.8)1.7 (2)8/15
IPOPCMAv3p61 Bajer 3.4 (5)2.1 (2)2.6 (2)1.6 (1)1.9 (2)1.9 (2)1.9 (1)9/15
IPOPCMAv3p61 Bajer 2013instances 4.2 (4)4.6 (4)3.2 (2)1.8 (2)1.7 (2)1.7 (2)2.1 (2)9/15
LHD-10xDefault-MATSuMoTo Brockhoff 8.2 (8)2.7 (1)4.8 (6)1000/15
LHD-2xDefault-MATSuMoTo Brockhoff 3.2 (3)1.2 (0.6)1.6 (2)1.7 (2)2.1 (4)2.1 (2)2.9 (2)0/15
RAND-2xDefault-MATSuMoTo Brockhoff 4.0 (2)1.5 (1)1.1 (0.8)1.3 (2)6.7 (7)6.7 (7)6.0 (4)0/15
RF1-CMAES Bajer 2.3 (3)1.9 (2)2.8 (2)2.3 (2)2.9 (3)2.9 (3)4.4 (5)3/15
RF1-CMAES Bajer 2013instances 4.3 (4)4.2 (4)4.7 (5)2.2 (2)2.7 (3)2.7 (2)3.8 (3)4/15
RF5-CMAES Bajer 7.6 (12)7.9 (14)12 (12)13 (15)13 (11)13 (15)35 (27)0/15
RF5-CMAES Bajer 2013instances 4.1 (4)3.5 (2)12 (14)42 (39)5500/15
STEPif Posik 2.0 (2)325 (478)704 (569)719 (536)2e40/15
STEPifeg Posik 2.0 (2)367 (526)970 (1012)692 (777)1369 (1318)1369 (1526)1233 (1582)1/15
STEPrr Posik 2.0 (2)384 (526)570 (794)723 (1063)2e40/15

Δ fopt
f8, 2-D
1e1
5.0
1e0
12
1e-1
37
1e-2
46
1e-3
86
1e-5
94
1e-7
112
#succ
15/15
MATSUMOTO Brockhoff 2.9 (2)3.9 (3)6.6 (5)1000/15
R-DE-10e2 Tanabe 5.1 (3)8.8 (8)26 (28)2000/15
R-DE-10e5 Tanabe 2.8 (2)11 (18)13 (16)16 (11)10 (6)12 (6)12 (6)15/15
R-SHADE-10e2 Tanabe 7.5 (5)11 (9)11 (9)63 (77)2000/15
R-SHADE-10e5 Tanabe 4.2 (3)4.4 (3)3.9 (4)6.1 (6)4.2 (3)5.3 (5)5.1 (4)15/15
RL-SHADE-10e2 Tanabe 4.5 (5)7.6 (4)6.8 (5)63 (64)2000/15
RL-SHADE-10e5 Tanabe 8.2 (6)13 (12)13 (9)18 (11)17 (9)23 (6)23 (3)15/15
SOO Derbel 2.1 (2)2.8 (2)3.8 (2)7.5 (4)7.0 (3)18 (12)26 (15)15/15
BrentSTEPif Posik 2.3 (0.6)275 (528)2237 (2215)5997 (4802)3208 (2305)2e40/15
BrentSTEPifeg Posik 2.3 (0.6)309 (747)2210 (2169)2e40/15
BrentSTEPqi Posik 2.3 (0.6)408 (734)1522 (2913)5837 (6670)2e40/15
BrentSTEPrr Posik 2.3 (0.6)308 (926)3314 (3222)5737 (6899)2e40/15
CMA-CSA Atamna 8.2 (8)17 (21)9.0 (9)10 (6)5.8 (4)6.1 (3)5.5 (3)15/15
CMA-MSR Atamna 4.0 (4)15 (14)8.6 (6)9.0 (5)5.2 (3)5.6 (3)5.6 (2)15/15
CMA-TPA Atamna 5.6 (4)7.7 (7)5.3 (3)5.6 (2)3.6 (1)3.9 (1)4.0 (0.9)15/15
GP1-CMAES Bajer 4.0 (4)11 (16)12 (18)12 (20)7.1 (10)8.5 (7)9.0 (8)6/15
GP1-CMAES Bajer 2013instances 5.1 (8)8.5 (10)7.0 (10)13 (11)10 (12)10 (6)16 (10)2/15
GP5-CMAES Bajer 3.9 (4)12 (23)7.7 (7)10 (9)7.4 (9)12 (13)14 (10)3/15
GP5-CMAES Bajer 2013instances 3.6 (2)11 (17)8.9 (11)10 (9)5.7 (5)6.7 (5)6.0 (7)9/15
IPOPCMAv3p61 Bajer 10 (7)10 (10)8.8 (8)11 (7)7.2 (5)12 (10)13 (11)4/15
IPOPCMAv3p61 Bajer 2013instances 5.9 (5)10 (9)6.7 (7)8.1 (7)5.6 (3)9.0 (11)11 (7)3/15
LHD-10xDefault-MATSuMoTo Brockhoff 6.5 (6)10 (9)20 (22)1000/15
LHD-2xDefault-MATSuMoTo Brockhoff 3.7 (2)4.0 (2)4.4 (4)15 (16)17 (18)1000/15
RAND-2xDefault-MATSuMoTo Brockhoff 4.1 (2)3.9 (2)19 (23)1000/15
RF1-CMAES Bajer 5.8 (7)29 (46)44 (42)164 (159)5060/15
RF1-CMAES Bajer 2013instances 12 (4)13 (23)15 (16)48 (49)44 (48)5060/15
RF5-CMAES Bajer 42 (51)90 (99)94 (85)5020/15
RF5-CMAES Bajer 2013instances 27 (52)74 (74)91 (107)5060/15
STEPif Posik 2.7 (0.6)337 (684)1370 (1524)1757 (1484)2932 (2348)2e40/15
STEPifeg Posik 2.6 (0.6)355 (691)1067 (1529)1763 (2297)2e40/15
STEPrr Posik 2.7 (0.7)266 (628)1800 (3143)5122 (5889)2e40/15

Δ fopt
f9, 2-D
1e1
1
1e0
18
1e-1
30
1e-2
44
1e-3
68
1e-5
81
1e-7
92
#succ
15/15
MATSUMOTO Brockhoff 16 (18)2.7 (3)4.7 (4)1000/15
R-DE-10e2 Tanabe 19 (18)5.9 (5)15 (11)33 (26)2000/15
R-DE-10e5 Tanabe 33 (23)7.7 (11)23 (27)25 (28)20 (17)20 (14)20 (13)15/15
R-SHADE-10e2 Tanabe 32 (21)10 (8)17 (29)67 (57)2000/15
R-SHADE-10e5 Tanabe 23 (18)3.4 (4)7.4 (8)11 (10)8.0 (6)7.7 (5)7.8 (5)15/15
RL-SHADE-10e2 Tanabe 34 (36)6.9 (7)13 (13)33 (34)44 (38)2000/15
RL-SHADE-10e5 Tanabe 39 (46)10 (7)14 (12)18 (7)18 (4)23 (4)26 (4)15/15
SOO Derbel 1 (0)★22.0 (0.8)3.1 (2)5.8 (4)6.8 (4)14 (12)19 (11)15/15
BrentSTEPif Posik 50 (70)129 (277)445 (584)1439 (1608)1953 (1963)2e40/15
BrentSTEPifeg Posik 76 (48)153 (214)311 (303)679 (554)1935 (3130)2e40/15
BrentSTEPqi Posik 73 (79)104 (188)483 (429)2764 (2865)3852 (3928)3234 (3502)2e40/15
BrentSTEPrr Posik 62 (38)140 (224)502 (867)1830 (1243)3916 (3866)2e40/15
CMA-CSA Atamna 30 (16)5.7 (6)8.4 (6)8.0 (4)5.9 (3)5.7 (2)5.8 (2)15/15
CMA-MSR Atamna 26 (18)7.1 (10)10 (7)8.8 (5)6.2 (3)6.4 (2)6.5 (2)15/15
CMA-TPA Atamna 26 (26)6.7 (10)8.2 (8)7.1 (5)5.6 (4)5.4 (4)5.7 (3)15/15
GP1-CMAES Bajer 23 (20)6.6 (9)17 (18)19 (23)24 (21)28 (42)26 (28)3/15
GP1-CMAES Bajer 2013instances 29 (19)7.7 (12)14 (16)17 (14)19 (20)21 (21)26 (25)3/15
GP5-CMAES Bajer 23 (9)3.4 (3)10 (14)11 (14)9.0 (9)9.3 (11)11 (8)5/15
GP5-CMAES Bajer 2013instances 19 (10)3.4 (2)5.3 (4)5.9 (8)4.4 (4)5.1 (6)4.8 (3)10/15
IPOPCMAv3p61 Bajer 26 (24)3.5 (2)4.9 (4)6.9 (5)5.7 (5)8.9 (7)11 (11)6/15
IPOPCMAv3p61 Bajer 2013instances 23 (17)3.4 (2)6.6 (6)8.1 (5)5.9 (3)6.5 (6)11 (10)7/15
LHD-10xDefault-MATSuMoTo Brockhoff 25 (26)3.9 (4)49 (54)1000/15
LHD-2xDefault-MATSuMoTo Brockhoff 15 (13)2.5 (1)5.1 (4)11 (7)1000/15
RAND-2xDefault-MATSuMoTo Brockhoff 16 (9)2.3 (1.0)12 (14)11 (10)1000/15
RF1-CMAES Bajer 25 (26)5.2 (4)29 (38)39 (31)111 (121)5060/15
RF1-CMAES Bajer 2013instances 20 (30)19 (28)30 (40)83 (86)110 (147)5060/15
RF5-CMAES Bajer 23 (20)21 (36)37 (29)162 (224)106 (82)5040/15
RF5-CMAES Bajer 2013instances 172 (414)34 (35)113 (97)164 (198)5040/15
STEPif Posik 16 (10)120 (336)442 (557)970 (875)3814 (4584)3228 (3472)2e40/15
STEPifeg Posik 22 (18)66 (163)373 (308)1286 (1481)1781 (1424)3222 (3098)2e40/15
STEPrr Posik 19 (14)79 (152)432 (482)5429 (4438)3513 (3964)2e40/15

Δ fopt
f10, 2-D
1e1
30
1e0
46
1e-1
54
1e-2
61
1e-3
68
1e-5
82
1e-7
98
#succ
15/15
MATSUMOTO Brockhoff 9.0 (10)1000/15
R-DE-10e2 Tanabe 7.2 (5)32 (32)55 (58)2000/15
R-DE-10e5 Tanabe 27 (36)61 (88)73 (105)68 (92)78 (111)70 (91)74 (93)15/15
R-SHADE-10e2 Tanabe 13 (18)63 (71)2000/15
R-SHADE-10e5 Tanabe 3.2 (1)3.2 (1)3.6 (0.9)3.9 (2)4.1 (2)4.4 (1)4.3 (1)15/15
RL-SHADE-10e2 Tanabe 17 (21)31 (27)53 (36)49 (58)44 (51)2000/15
RL-SHADE-10e5 Tanabe 15 (8)17 (5)20 (3)23 (3)23 (3)25 (4)26 (3)15/15
SOO Derbel 3.2 (2)4.8 (5)10 (5)29 (39)103 (123)302 (307)451 (548)15/15
BrentSTEPif Posik 71 (131)196 (163)1079 (1149)2032 (1747)1822 (2082)84440/15
BrentSTEPifeg Posik 38 (69)197 (143)1906 (2342)58830/15
BrentSTEPqi Posik 135 (285)464 (319)1528 (1268)1e40/15
BrentSTEPrr Posik 46 (70)238 (234)540 (491)1618 (1399)66810/15
CMA-CSA Atamna 7.5 (4)6.5 (2)6.2 (1)6.0 (1)5.8 (1)5.6 (0.9)5.3 (1)15/15
CMA-MSR Atamna 7.4 (4)6.1 (2)5.8 (2)6.3 (1)6.3 (1)6.5 (1)6.6 (1)15/15
CMA-TPA Atamna 6.3 (3)5.6 (2)5.9 (2)6.0 (1)5.9 (1)5.5 (1.0)5.3 (1)15/15
GP1-CMAES Bajer 4.8 (3)5.0 (2)5.3 (1.0)5.1 (1.0)4.9 (1)4.6 (0.8)5.4 (3)11/15
GP1-CMAES Bajer 2013instances 4.5 (3)4.6 (2)4.7 (2)4.5 (2)4.5 (1)4.7 (1)4.8 (3)12/15
GP5-CMAES Bajer 2.3 (1)2.4 (1)2.2 (1.0)2.2 (1)2.2 (1)2.0 (1.0)2.4 (1.0)10/15
GP5-CMAES Bajer 2013instances 1.6 (0.9)1.8 (0.8)2.0 (0.5)2.0 (0.4)1.9 (0.4)1.8 (0.2)1.9 (0.5)12/15
IPOPCMAv3p61 Bajer 7.0 (7)7.6 (6)8.9 (5)10 (5)11 (6)30 (40)77 (80)1/15
IPOPCMAv3p61 Bajer 2013instances 8.3 (6)8.6 (4)11 (6)17 (17)18 (8)23 (25)5060/15
LHD-10xDefault-MATSuMoTo Brockhoff 16 (9)33 (29)1000/15
LHD-2xDefault-MATSuMoTo Brockhoff 6.9 (7)1000/15
RAND-2xDefault-MATSuMoTo Brockhoff 10 (14)1000/15
RF1-CMAES Bajer 8.1 (10)15 (15)40 (48)5060/15
RF1-CMAES Bajer 2013instances 19 (18)34 (33)5060/15
RF5-CMAES Bajer 22 (21)163 (138)5080/15
RF5-CMAES Bajer 2013instances 14 (13)77 (85)140 (126)5020/15
STEPif Posik 12 (20)94 (85)321 (427)612 (591)549 (417)21780/15
STEPifeg Posik 8.5 (13)80 (80)110 (110)309 (351)278 (214)21590/15
STEPrr Posik 7.8 (10)70 (60)223 (201)642 (1016)21930/15

Δ fopt
f11, 2-D
1e1
35
1e0
45
1e-1
50
1e-2
62
1e-3
67
1e-5
81
1e-7
97
#succ
15/15
MATSUMOTO Brockhoff 8.0 (7)1000/15
R-DE-10e2 Tanabe 5.1 (4)22 (18)60 (69)2000/15
R-DE-10e5 Tanabe 18 (23)23 (20)25 (19)31 (35)39 (45)48 (47)56 (58)15/15
R-SHADE-10e2 Tanabe 11 (10)21 (15)58 (75)2000/15
R-SHADE-10e5 Tanabe 4.8 (5)4.9 (4)5.4 (4)4.7 (3)4.8 (4)4.9 (3)4.9 (3)15/15
RL-SHADE-10e2 Tanabe 12 (13)33 (20)2000/15
RL-SHADE-10e5 Tanabe 14 (9)18 (6)22 (3)22 (4)24 (3)25 (4)25 (3)15/15
SOO Derbel 3.0 (1)5.2 (5)14 (17)46 (42)97 (94)251 (177)488 (378)15/15
BrentSTEPif Posik 45 (83)240 (337)1904 (1597)1536 (1532)1421 (1975)54300/15
BrentSTEPifeg Posik 58 (111)209 (337)435 (427)1492 (1746)1381 (1605)69260/15
BrentSTEPqi Posik 60 (94)196 (354)270 (235)546 (643)1606 (1512)59980/15
BrentSTEPrr Posik 59 (115)302 (509)636 (873)1619 (2954)1498 (1865)60000/15
CMA-CSA Atamna 5.0 (3)6.4 (3)6.7 (1)5.9 (0.9)6.0 (1.0)5.6 (0.6)5.3 (0.8)15/15
CMA-MSR Atamna 5.1 (2)5.7 (2)6.4 (1)5.6 (2)6.1 (1.0)6.5 (1)6.7 (1.0)15/15
CMA-TPA Atamna 5.4 (3)6.0 (1)6.2 (1)5.7 (0.9)5.7 (0.8)5.6 (0.7)5.2 (0.7)15/15
GP1-CMAES Bajer 4.6 (3)5.1 (3)5.7 (1)5.0 (1)5.0 (0.9)4.9 (0.8)4.6 (0.9)14/15
GP1-CMAES Bajer 2013instances 4.4 (4)4.9 (3)5.8 (2)5.0 (1)4.9 (1)4.6 (1)4.7 (0.8)11/15
GP5-CMAES Bajer 2.0 (1)2.5 (0.4)2.4 (0.5)2.1 (0.3)2.1 (0.3)1.9 (0.2)2.1 (0.4)12/15
GP5-CMAES Bajer 2013instances 1.5 (1)2.2 (0.6)2.5 (0.4)2.1 (0.4)2.2 (0.4)2.0 (0.4)2.1 (0.4)13/15
IPOPCMAv3p61 Bajer 6.1 (4)11 (9)13 (8)16 (15)18 (11)46 (47)5060/15
IPOPCMAv3p61 Bajer 2013instances 7.3 (6)10 (7)12 (9)11 (7)14 (8)47 (39)5060/15
LHD-10xDefault-MATSuMoTo Brockhoff 42 (39)1000/15
LHD-2xDefault-MATSuMoTo Brockhoff 21 (19)16 (17)1000/15
RAND-2xDefault-MATSuMoTo Brockhoff 7.2 (8)10 (11)1000/15
RF1-CMAES Bajer 13 (22)79 (88)144 (207)5060/15
RF1-CMAES Bajer 2013instances 14 (18)36 (34)73 (88)5060/15
RF5-CMAES Bajer 17 (19)50 (62)5040/15
RF5-CMAES Bajer 2013instances 8.8 (9)79 (87)5080/15
STEPif Posik 13 (24)40 (73)98 (198)184 (272)544 (414)24050/15
STEPifeg Posik 22 (38)65 (83)225 (412)182 (173)265 (273)465 (482)23910/15
STEPrr Posik 22 (36)89 (149)168 (161)585 (674)542 (393)23570/15

Δ fopt
f12, 2-D
1e1
35
1e0
46
1e-1
75
1e-2
94
1e-3
105
1e-5
153
1e-7
195
#succ
15/15
MATSUMOTO Brockhoff 9.2 (9)32 (40)1000/15
R-DE-10e2 Tanabe 6.5 (6)12 (9)19 (17)16 (18)2000/15
R-DE-10e5 Tanabe 15 (37)29 (46)33 (48)34 (51)37 (47)40 (33)44 (52)15/15
R-SHADE-10e2 Tanabe 7.1 (4)32 (27)2000/15
R-SHADE-10e5 Tanabe 4.5 (2)12 (14)13 (23)14 (23)15 (21)13 (17)11 (16)15/15
RL-SHADE-10e2 Tanabe 4.2 (3)7.0 (7)19 (15)31 (40)28 (38)2000/15
RL-SHADE-10e5 Tanabe 11 (4)17 (6)15 (6)19 (6)26 (12)26 (15)24 (12)15/15
SOO Derbel 3.9 (2)5.2 (3)10 (8)17 (17)46 (54)65 (71)132 (131)15/15
BrentSTEPif Posik 78 (113)132 (200)192 (224)232 (331)352 (301)242 (271)190 (161)4/15
BrentSTEPifeg Posik 94 (262)156 (207)218 (248)294 (384)283 (310)254 (295)199 (213)4/15
BrentSTEPqi Posik 92 (204)132 (203)163 (223)248 (229)306 (275)305 (300)240 (268)3/15
BrentSTEPrr Posik 62 (98)148 (223)161 (100)204 (208)313 (337)295 (242)231 (242)3/15
CMA-CSA Atamna 8.0 (7)11 (19)9.0 (17)8.6 (14)8.4 (13)7.3 (13)6.2 (10)15/15
CMA-MSR Atamna 8.9 (5)12 (10)8.7 (8)9.0 (8)9.0 (7)7.4 (5)6.7 (4)15/15
CMA-TPA Atamna 5.2 (4)7.0 (3)6.9 (7)6.9 (9)6.8 (9)5.7 (7)5.4 (7)15/15
GP1-CMAES Bajer 5.6 (5)6.5 (6)5.2 (5)5.1 (3)8.0 (6)16 (18)5060/15
GP1-CMAES Bajer 2013instances 6.3 (7)7.0 (11)6.5 (4)7.3 (4)11 (7)49 (39)39 (60)0/15
GP5-CMAES Bajer 7.0 (14)5.8 (6)5.9 (7)6.9 (10)9.2 (7)8.2 (7)6.9 (6)4/15
GP5-CMAES Bajer 2013instances 3.0 (2)7.5 (6)4.9 (4)6.5 (10)7.6 (9)11 (10)18 (15)2/15
IPOPCMAv3p61 Bajer 10 (10)10 (8)11 (8)8.9 (10)18 (16)49 (60)5060/15
IPOPCMAv3p61 Bajer 2013instances 4.5 (5)7.4 (6)6.5 (5)7.9 (6)17 (12)25 (28)5060/15
LHD-10xDefault-MATSuMoTo Brockhoff 1000/15
LHD-2xDefault-MATSuMoTo Brockhoff 7.2 (12)31 (38)1000/15
RAND-2xDefault-MATSuMoTo Brockhoff 7.0 (6)1000/15
RF1-CMAES Bajer 7.2 (15)21 (22)96 (126)5060/15
RF1-CMAES Bajer 2013instances 11 (8)20 (24)97 (140)78 (94)5060/15
RF5-CMAES Bajer 27 (30)5020/15
RF5-CMAES Bajer 2013instances 12 (15)80 (127)100 (114)5040/15
STEPif Posik 29 (51)66 (72)49 (60)71 (110)79 (77)90 (166)71 (112)4/15
STEPifeg Posik 17 (29)45 (108)39 (59)66 (104)73 (109)81 (79)64 (54)4/15
STEPrr Posik 11 (16)44 (77)45 (57)85 (96)119 (169)83 (97)65 (103)4/15

Δ fopt
f13, 2-D
1e1
23
1e0
35
1e-1
46
1e-2
60
1e-3
71
1e-5
95
1e-7
122
#succ
15/15
MATSUMOTO Brockhoff 1.5 (1)3.7 (4)18 (18)1000/15
R-DE-10e2 Tanabe 3.9 (2)6.0 (4)32 (36)2000/15
R-DE-10e5 Tanabe 4.5 (4)6.1 (7)9.4 (6)16 (17)33 (26)75 (90)341 (212)14/15
R-SHADE-10e2 Tanabe 5.7 (5)28 (27)2000/15
R-SHADE-10e5 Tanabe 2.5 (1)3.8 (2)5.6 (3)5.1 (2)5.2 (2)4.9 (2)5.0 (1)15/15
RL-SHADE-10e2 Tanabe 3.9 (4)8.8 (7)32 (37)2000/15
RL-SHADE-10e5 Tanabe 4.6 (4)15 (3)20 (5)22 (5)24 (2)25 (2)25 (1)15/15
SOO Derbel 2.7 (2)4.9 (3)15 (8)24 (14)38 (54)113 (139)261 (430)15/15
BrentSTEPif Posik 776 (890)1796 (1677)5996 (5295)2e40/15
BrentSTEPifeg Posik 532 (853)805 (1056)1360 (1223)4694 (6816)2e40/15
BrentSTEPqi Posik 423 (490)1046 (1131)2849 (2943)4857 (4733)2e40/15
BrentSTEPrr Posik 483 (793)1255 (1696)2962 (2982)4875 (6008)4120 (4939)2e40/15
CMA-CSA Atamna 2.9 (2)4.2 (1)4.7 (2)4.6 (1.0)4.6 (0.4)4.9 (0.7)4.8 (0.4)15/15
CMA-MSR Atamna 3.7 (3)4.7 (2)5.7 (1)5.6 (0.8)5.7 (0.7)6.3 (0.7)6.3 (0.8)15/15
CMA-TPA Atamna 4.4 (3)4.9 (2)5.1 (2)4.9 (2)5.5 (1)5.2 (0.8)5.4 (0.7)15/15
GP1-CMAES Bajer 4.3 (2)4.0 (2)6.6 (7)7.4 (5)7.0 (4)40 (51)5060/15
GP1-CMAES Bajer 2013instances 2.7 (2)3.7 (3)5.3 (4)7.7 (9)11 (11)19 (15)5060/15
GP5-CMAES Bajer 2.1 (2)3.4 (3)3.0 (2)2.7 (2)3.0 (2)9.2 (5)5060/15
GP5-CMAES Bajer 2013instances 3.8 (3)4.6 (3)4.4 (3)4.4 (2)4.3 (2)8.5 (8)5060/15
IPOPCMAv3p61 Bajer 3.2 (3)8.7 (5)8.3 (8)8.9 (6)10 (11)5060/15
IPOPCMAv3p61 Bajer 2013instances 3.8 (5)5.6 (4)6.1 (3)7.3 (4)12 (8)5060/15
LHD-10xDefault-MATSuMoTo Brockhoff 2.8 (1)21 (21)1000/15
LHD-2xDefault-MATSuMoTo Brockhoff 1.4 (0.7)4.2 (4)33 (37)1000/15
RAND-2xDefault-MATSuMoTo Brockhoff 1.4 (0.7)4.0 (2)31 (35)1000/15
RF1-CMAES Bajer 7.2 (11)43 (61)5060/15
RF1-CMAES Bajer 2013instances 7.8 (11)17 (19)21 (25)22 (20)52 (46)5060/15
RF5-CMAES Bajer 20 (23)64 (79)5080/15
RF5-CMAES Bajer 2013instances 11 (12)63 (56)161 (161)5080/15
STEPif Posik 403 (436)763 (1048)1739 (2462)4333 (5969)2e40/15
STEPifeg Posik 553 (850)1466 (1841)2e40/15
STEPrr Posik 420 (585)1063 (1995)2586 (2706)4077 (4405)3451 (4044)2e40/15

Δ fopt
f14, 2-D
1e1
1
1e0
7.0
1e-1
16
1e-2
24
1e-3
38
1e-5
67
1e-7
90
#succ
15/15
MATSUMOTO Brockhoff 1.7 (1)1.6 (1)1.5 (0.5)3.2 (3)20 (24)1000/15
R-DE-10e2 Tanabe 2.3 (2)3.2 (3)3.8 (2)4.7 (2)7.6 (5)2000/15
R-DE-10e5 Tanabe 1.7 (2)2.0 (3)3.6 (1)11 (20)11 (17)14 (10)38 (50)15/15
R-SHADE-10e2 Tanabe 2.1 (1)3.5 (3)5.6 (5)11 (7)19 (21)2000/15
R-SHADE-10e5 Tanabe 2.1 (2)4.0 (3)4.0 (0.9)4.5 (1)4.2 (0.8)3.9 (0.5)4.0 (0.5)15/15
RL-SHADE-10e2 Tanabe 2.2 (2)2.8 (3)3.8 (2)4.3 (2)6.4 (3)2000/15
RL-SHADE-10e5 Tanabe 1.8 (1)4.5 (5)8.9 (7)17 (9)17 (7)22 (3)24 (4)15/15
SOO Derbel 1.1 (0)1.9 (2)2.6 (1)3.8 (2)5.9 (2)12 (11)23 (17)15/15
BrentSTEPif Posik 3.6 (4)9.2 (12)5.5 (10)15 (11)1122 (1207)4181 (4853)2e40/15
BrentSTEPifeg Posik 3.6 (4)9.0 (14)5.5 (10)15 (28)691 (1076)4181 (6271)2e40/15
BrentSTEPqi Posik 3.6 (4)6.0 (9)3.8 (4)8.0 (11)1166 (1574)2e40/15
BrentSTEPrr Posik 3.6 (4)8.8 (16)5.3 (8)8.0 (10)574 (529)4181 (3957)3113 (2445)0/15
CMA-CSA Atamna 1.9 (1)2.0 (2)3.6 (2)4.1 (2)4.2 (2)5.1 (1)5.4 (0.7)15/15
CMA-MSR Atamna 3.8 (4)3.0 (2)4.5 (2)6.3 (2)5.7 (1)5.7 (0.9)6.2 (0.5)15/15
CMA-TPA Atamna 3.9 (5)3.7 (3)4.9 (3)5.4 (2)4.8 (2)5.0 (0.7)5.5 (1)15/15
GP1-CMAES Bajer 4.1 (4)2.1 (2)2.5 (1)2.9 (1)3.4 (2)8.0 (6)41 (39)1/15
GP1-CMAES Bajer 2013instances 2.3 (2)2.0 (2)2.1 (0.8)3.0 (2)4.8 (3)9.3 (10)84 (136)0/15
GP5-CMAES Bajer 1.8 (1)2.3 (2)2.0 (1)2.2 (1)2.3 (1)5.5 (4)82 (91)0/15
GP5-CMAES Bajer 2013instances 3.2 (4)2.4 (2)1.8 (0.8)1.9 (0.7)2.3 (1)4.2 (3)41 (35)0/15
IPOPCMAv3p61 Bajer 3.7 (2)2.6 (3)3.8 (2)4.9 (2)5.1 (2)7.2 (5)42 (48)0/15
IPOPCMAv3p61 Bajer 2013instances 2.9 (4)3.2 (3)3.4 (2)4.7 (1)5.5 (2)6.6 (1)27 (23)0/15
LHD-10xDefault-MATSuMoTo Brockhoff 2.3 (2)3.3 (4)4.5 (0.6)12 (12)39 (41)1000/15
LHD-2xDefault-MATSuMoTo Brockhoff 2.3 (2)1.4 (1)1.6 (0.6)3.5 (3)1000/15
RAND-2xDefault-MATSuMoTo Brockhoff 1.7 (1)2.0 (1)1.7 (0.6)4.8 (6)12 (15)1000/15
RF1-CMAES Bajer 2.7 (2)5.2 (6)6.2 (7)15 (12)19 (17)109 (94)83 (112)1/15
RF1-CMAES Bajer 2013instances 2.6 (4)6.7 (7)6.4 (7)10 (9)37 (26)5060/15
RF5-CMAES Bajer 5.2 (4)23 (38)36 (32)68 (54)58 (63)5060/15
RF5-CMAES Bajer 2013instances 1.8 (1)51 (48)56 (73)148 (189)5060/15
STEPif Posik 3.6 (4)2.5 (2)2.3 (2)10 (15)2244 (2360)4182 (4927)2e40/15
STEPifeg Posik 3.6 (4)2.4 (1)2.2 (2)7.2 (5)1246 (1850)4182 (4106)2e40/15
STEPrr Posik 3.6 (4)2.2 (1)1.9 (1)3.9 (4)640 (790)4182 (6196)2e40/15

Δ fopt
f15, 2-D
1e1
37
1e0
291
1e-1
1033
1e-2
1066
1e-3
1113
1e-5
1231
1e-7
1412
#succ
15/15
MATSUMOTO Brockhoff 0.86 (0.5)5.1 (4)1.4 (1.0)1.4 (0.8)1000/15
R-DE-10e2 Tanabe 1.2 (0.5)4.8 (5)2000/15
R-DE-10e5 Tanabe 0.95 (0.5)3.3 (3)4.7 (6)5.4 (7)5.6 (6)5.4 (6)4.7 (5)15/15
R-SHADE-10e2 Tanabe 1.8 (2)5.0 (5)2000/15
R-SHADE-10e5 Tanabe 1.0 (0.8)1.1 (1)0.87 (2)0.91 (2)0.91 (1)0.89 (1)0.83 (1)15/15
RL-SHADE-10e2 Tanabe 1.8 (2)2.3 (3)1.4 (2)1.4 (1)2.7 (3)2000/15
RL-SHADE-10e5 Tanabe 1.5 (2)2.7 (2)1.4 (0.5)1.8 (0.6)2.0 (0.5)2.2 (0.3)2.2 (0.3)15/15
SOO Derbel 0.75 (0.4)0.82 (0.7)0.80 (0.4)↑10.89 (0.7)0.91 (0.7)1.1 (0.9)1.1 (0.8)15/15
BrentSTEPif Posik 22 (8)77 (80)80 (91)81 (88)79 (96)112 (83)2e40/15
BrentSTEPifeg Posik 28 (11)116 (91)56 (53)55 (51)54 (69)71 (67)2e40/15
BrentSTEPqi Posik 3.3 (6)49 (63)45 (57)44 (42)42 (78)50 (57)64 (71)2/15
BrentSTEPrr Posik 4.2 (10)47 (45)44 (49)55 (45)54 (45)107 (103)192 (312)1/15
CMA-CSA Atamna 1.1 (0.9)1.4 (2)1.5 (2)1.6 (2)1.6 (2)1.5 (2)1.4 (1)15/15
CMA-MSR Atamna 0.87 (0.6)2.3 (3)2.6 (2)2.7 (2)2.7 (2)2.6 (1)2.4 (1)15/15
CMA-TPA Atamna 1.5 (1)3.8 (2)2.3 (2)2.5 (2)2.4 (2)2.3 (2)2.2 (2)15/15
GP1-CMAES Bajer 0.58 (0.3)↑11.3 (1)1.5 (2)2.1 (2)2.0 (2)1.9 (3)1.6 (2)3/15
GP1-CMAES Bajer 2013instances 1.3 (0.9)2.8 (3)1.6 (2)1.6 (2)1.6 (3)1.5 (2)1.7 (2)3/15
GP5-CMAES Bajer 0.50 (0.4)↑01.6 (2)3.4 (4)7.0 (9)6.7 (9)6.1 (8)5.3 (7)1/15
GP5-CMAES Bajer 2013instances 0.75 (0.4)1.6 (1)0.81 (1)0.93 (1)0.90 (0.6)0.83 (0.7)0.90 (1)3/15
IPOPCMAv3p61 Bajer 2.4 (1)2.3 (2)7.2 (6)7.0 (9)6.7 (8)6.1 (5)5060/15
IPOPCMAv3p61 Bajer 2013instances 1.3 (1)2.3 (2)2.2 (3)2.2 (2)2.1 (3)1.9 (3)1.7 (1)2/15
LHD-10xDefault-MATSuMoTo Brockhoff 2.2 (2)1000/15
LHD-2xDefault-MATSuMoTo Brockhoff 0.90 (0.7)1000/15
RAND-2xDefault-MATSuMoTo Brockhoff 1.4 (1)2.4 (2)1.4 (1)1000/15
RF1-CMAES Bajer 0.95 (0.6)4.1 (6)3.4 (7)3.4 (3)3.3 (4)6.1 (8)5.3 (5)1/15
RF1-CMAES Bajer 2013instances 1.9 (0.8)5.5 (8)7.0 (8)6.8 (8)5060/15
RF5-CMAES Bajer 8.2 (17)24 (35)7.1 (10)6.9 (9)6.6 (5)5020/15
RF5-CMAES Bajer 2013instances 6.1 (10)24 (32)5060/15
STEPif Posik 1.7 (0.8)35 (36)27 (28)26 (25)26 (28)37 (48)89 (127)0/15
STEPifeg Posik 1.7 (0.8)31 (46)37 (44)36 (54)35 (26)32 (46)30 (40)5/15
STEPrr Posik 1.6 (0.6)29 (39)39 (36)38 (43)37 (57)44 (39)86 (113)2/15

Δ fopt
f16, 2-D
1e1
9.0
1e0
50
1e-1
174
1e-2
326
1e-3
358
1e-5
409
1e-7
538
#succ
15/15
MATSUMOTO Brockhoff 2.0 (2)1.2 (1)1.2 (1)2.2 (3)1000/15
R-DE-10e2 Tanabe 3.3 (2)2.8 (4)8.3 (11)4.5 (5)2000/15
R-DE-10e5 Tanabe 4.7 (7)3.8 (4)2.9 (3)4.3 (5)4.1 (4)4.8 (6)4.2 (4)15/15
R-SHADE-10e2 Tanabe 3.2 (3)3.0 (2)3.9 (5)2000/15
R-SHADE-10e5 Tanabe 2.6 (2)2.4 (2)2.2 (3)1.8 (2)1.8 (1)2.2 (2)1.8 (1)15/15
RL-SHADE-10e2 Tanabe 3.0 (3)3.9 (4)5.1 (6)4.3 (5)8.3 (8)2000/15
RL-SHADE-10e5 Tanabe 4.4 (5)4.1 (5)5.8 (5)6.6 (3)8.9 (4)10 (5)9.2 (4)15/15
SOO Derbel 2.2 (2)1.5 (1)1.8 (3)1.4 (2)1.6 (2)2.0 (1)2.1 (2)15/15
BrentSTEPif Posik 3.1 (4)8.6 (1)29 (41)37 (40)45 (49)151 (143)249 (385)2/15
BrentSTEPifeg Posik 3.3 (4)18 (50)32 (52)46 (46)57 (89)149 (133)256 (336)2/15
BrentSTEPqi Posik 2.9 (3)5.9 (4)28 (37)42 (64)72 (89)142 (195)251 (376)2/15
BrentSTEPrr Posik 3.9 (5)6.9 (3)20 (27)36 (53)55 (55)146 (138)161 (190)2/15
CMA-CSA Atamna 10 (7)5.9 (9)3.0 (3)2.0 (2)2.3 (2)2.4 (1)2.0 (1)15/15
CMA-MSR Atamna 13 (4)11 (12)10 (13)5.4 (7)5.2 (7)4.9 (6)4.0 (5)15/15
CMA-TPA Atamna 2.9 (3)4.2 (4)3.9 (4)2.5 (3)2.7 (2)2.8 (2)2.3 (2)15/15
GP1-CMAES Bajer 1.7 (1)6.9 (6)6.5 (6)3.7 (4)6.2 (7)9.0 (8)14 (14)1/15
GP1-CMAES Bajer 2013instances 3.4 (3)6.4 (6)8.5 (11)6.8 (8)6.5 (11)5.9 (6)5060/15
GP5-CMAES Bajer 1.6 (2)4.2 (5)5.3 (10)4.8 (7)6.0 (6)5.7 (4)5060/15
GP5-CMAES Bajer 2013instances 8.3 (18)14 (12)4.8 (4)5.4 (3)6.6 (11)5060/15
IPOPCMAv3p61 Bajer 4.1 (6)5.5 (6)2.2 (2)1.4 (1)1.6 (2)1.9 (2)1.5 (1)8/15
IPOPCMAv3p61 Bajer 2013instances 2.5 (3)3.9 (5)2.8 (2)2.1 (2)2.9 (4)3.2 (5)2.6 (3)5/15
LHD-10xDefault-MATSuMoTo Brockhoff 3.1 (3)3.1 (3)8.5 (9)1000/15
LHD-2xDefault-MATSuMoTo Brockhoff 2.2 (1)2.1 (2)2.6 (3)1000/15
RAND-2xDefault-MATSuMoTo Brockhoff 2.6 (5)1.2 (1)1.9 (2)1000/15
RF1-CMAES Bajer 6.8 (3)6.9 (10)12 (18)11 (9)10 (11)5060/15
RF1-CMAES Bajer 2013instances 2.1 (3)8.1 (10)12 (11)11 (16)20 (24)18 (14)14 (16)1/15
RF5-CMAES Bajer 1.8 (1)13 (13)7.3 (9)11 (12)20 (29)5020/15
RF5-CMAES Bajer 2013instances 4.3 (2)10 (15)12 (13)5020/15
STEPif Posik 2.3 (2)27 (27)29 (56)34 (39)35 (55)89 (119)242 (320)2/15
STEPifeg Posik 2.4 (2)14 (1)21 (28)31 (31)33 (35)69 (57)89 (104)4/15
STEPrr Posik 2.4 (2)17 (34)21 (30)19 (31)37 (56)102 (112)152 (238)2/15

Δ fopt
f17, 2-D
1e1
3.0
1e0
61
1e-1
133
1e-2
275
1e-3
396
1e-5
1086
1e-7
1657
#succ
15/15
MATSUMOTO Brockhoff 1.4 (1)0.88 (1.0)2.5 (2)1000/15
R-DE-10e2 Tanabe 2.9 (2)1.1 (0.8)1.9 (2)2000/15
R-DE-10e5 Tanabe 1.6 (1)0.90 (0.9)1.8 (0.9)2.2 (2)2.6 (2)3.5 (3)3.2 (2)15/15
R-SHADE-10e2 Tanabe 2.4 (3)1.5 (1)11 (12)2000/15
R-SHADE-10e5 Tanabe 2.1 (2)1.0 (0.5)1.2 (0.5)0.96 (0.2)0.93 (0.3)0.97 (0.5)0.75 (0.3)15/15
RL-SHADE-10e2 Tanabe 2.1 (3)1.3 (1)1.8 (2)2000/15
RL-SHADE-10e5 Tanabe 1.7 (2)2.1 (1)4.7 (1)4.4 (0.9)4.7 (0.7)3.0 (0.3)2.6 (0.2)15/15
SOO Derbel 1.6 (1)0.57 (0.3)0.97 (0.5)1.0 (0.6)1.3 (0.8)1.7 (1.0)1.6 (0.7)15/15
BrentSTEPif Posik 2.0 (2)35 (84)37 (53)73 (96)160 (155)2e40/15
BrentSTEPifeg Posik 2.0 (2)6.2 (18)48 (84)59 (63)130 (100)2e40/15
BrentSTEPqi Posik 2.0 (2)27 (50)33 (41)41 (59)64 (73)2e40/15
BrentSTEPrr Posik 2.0 (2)32 (37)78 (84)88 (150)102 (109)2e40/15
CMA-CSA Atamna 2.7 (2)2.0 (5)2.0 (3)1.5 (2)1.6 (1)1.8 (2)1.4 (1)15/15
CMA-MSR Atamna 18 (5)4.5 (5)3.3 (3)2.6 (2)2.2 (1)1.9 (0.7)1.5 (0.5)15/15
CMA-TPA Atamna 3.2 (4)1.1 (0.9)2.1 (3)2.0 (2)2.0 (1)1.8 (0.9)1.4 (0.7)15/15
GP1-CMAES Bajer 14 (4)2.8 (4)4.1 (4)2.7 (3)4.4 (4)5060/15
GP1-CMAES Bajer 2013instances 3.4 (5)4.1 (7)5.1 (7)5.8 (5)18 (15)5060/15
GP5-CMAES Bajer 14 (34)6.5 (8)6.3 (8)28 (38)5080/15
GP5-CMAES Bajer 2013instances 6.8 (11)5.6 (5)5.1 (8)5.8 (7)9.0 (17)5080/15
IPOPCMAv3p61 Bajer 2.9 (4)1.4 (1)2.0 (2)1.8 (2)1.7 (1)3.4 (3)5060/15
IPOPCMAv3p61 Bajer 2013instances 2.2 (2)3.0 (4)3.1 (2)2.6 (2)2.8 (2)5060/15
LHD-10xDefault-MATSuMoTo Brockhoff 1.6 (1)1.3 (1)11 (13)1000/15
LHD-2xDefault-MATSuMoTo Brockhoff 1.3 (2)1.1 (0.9)5.3 (6)1000/15
RAND-2xDefault-MATSuMoTo Brockhoff 1.7 (2)0.69 (0.5)3.5 (3)1000/15
RF1-CMAES Bajer 2.7 (2)2.7 (4)2.8 (2)4.3 (6)9.3 (13)5060/15
RF1-CMAES Bajer 2013instances 2.3 (2)3.8 (4)6.5 (8)8.5 (9)9.2 (8)5060/15
RF5-CMAES Bajer 12 (4)12 (12)25 (28)27 (30)5020/15
RF5-CMAES Bajer 2013instances 44 (85)16 (17)55 (74)5020/15
STEPif Posik 2.0 (2)4.1 (6)7.9 (14)10 (13)45 (49)264 (286)2e40/15
STEPifeg Posik 2.0 (2)1.8 (3)6.6 (9)18 (17)34 (34)2e40/15
STEPrr Posik 2.0 (2)1.8 (3)3.8 (4)22 (37)31 (31)2e40/15

Δ fopt
f18, 2-D
1e1
19
1e0
134
1e-1
666
1e-2
1249
1e-3
1708
1e-5
2438
1e-7
2858
#succ
15/15
MATSUMOTO Brockhoff 0.87 (0.9)1.7 (2)1000/15
R-DE-10e2 Tanabe 1.7 (0.9)1.2 (0.9)1.4 (1)2000/15
R-DE-10e5 Tanabe 4.9 (1)3.0 (4)1.4 (2)1.9 (3)1.9 (2)15 (19)14 (16)15/15
R-SHADE-10e2 Tanabe 1.2 (1)2.7 (2)2000/15
R-SHADE-10e5 Tanabe 1.2 (1)2.3 (5)0.66 (1)0.44 (0.5)0.54 (0.4)0.81 (0.6)0.77 (0.5)15/15
RL-SHADE-10e2 Tanabe 1.4 (0.8)1.5 (2)2000/15
RL-SHADE-10e5 Tanabe 2.1 (3)2.7 (1)1.6 (0.5)1.6 (0.2)1.5 (0.2)1.6 (0.1)1.8 (0.2)15/15
SOO Derbel 0.95 (0.5)0.90 (0.5)0.65 (0.6)0.91 (0.6)2.0 (3)4.3 (4)9.0 (9)15/15
BrentSTEPif Posik 0.78 (0.3)149 (225)210 (190)2e40/15
BrentSTEPifeg Posik 0.77 (0.2)120 (146)138 (183)2e40/15
BrentSTEPqi Posik 0.77 (0.3)123 (133)74 (106)2e40/15
BrentSTEPrr Posik 0.76 (0.2)113 (117)135 (159)2e40/15
CMA-CSA Atamna 1.5 (1)3.9 (3)1.3 (1)0.94 (0.9)0.78 (0.7)1.1 (0.5)1.1 (0.5)15/15
CMA-MSR Atamna 5.0 (2)5.8 (7)1.7 (1)1.2 (0.8)1.0 (0.4)1.1 (0.5)1.3 (0.8)15/15
CMA-TPA Atamna 1.7 (2)3.8 (3)1.3 (0.7)0.91 (0.4)0.78 (0.3)1.0 (0.7)1.1 (0.6)15/15
GP1-CMAES Bajer 1.5 (0.6)3.4 (4)1.9 (1)2.9 (2)5060/15
GP1-CMAES Bajer 2013instances 2.7 (2)5.4 (7)2.5 (2)6.0 (7)4.4 (5)5060/15
GP5-CMAES Bajer 6.3 (13)7.5 (5)5.3 (8)6.1 (8)4.4 (4)5020/15
GP5-CMAES Bajer 2013instances 13 (31)7.1 (12)5020/15
IPOPCMAv3p61 Bajer 0.97 (0.8)4.1 (8)5.2 (8)2.8 (3)2.2 (3)5060/15
IPOPCMAv3p61 Bajer 2013instances 1.3 (1)3.4 (4)1.8 (2)1.4 (1)2.2 (2)5060/15
LHD-10xDefault-MATSuMoTo Brockhoff 1.9 (2)2.7 (3)1000/15
LHD-2xDefault-MATSuMoTo Brockhoff 1.3 (0.7)1.3 (1)2.2 (2)1000/15
RAND-2xDefault-MATSuMoTo Brockhoff 1.1 (0.5)2.0 (2)1000/15
RF1-CMAES Bajer 1.6 (2)8.5 (9)11 (16)5060/15
RF1-CMAES Bajer 2013instances 1.4 (1)8.4 (7)5060/15
RF5-CMAES Bajer 2.1 (0.7)15 (18)5080/15
RF5-CMAES Bajer 2013instances 7.1 (14)12 (16)5020/15
STEPif Posik 0.86 (0.4)140 (158)85 (92)2e40/15
STEPifeg Posik 0.88 (0.6)90 (102)94 (71)2e40/15
STEPrr Posik 0.88 (0.4)147 (178)125 (113)233 (221)2e40/15

Δ fopt
f19, 2-D
1e1
1
1e0
1
1e-1
26
1e-2
216
1e-3
227
1e-5
252
1e-7
276
#succ
15/15
MATSUMOTO Brockhoff 5.8 (6)40 (40)9.5 (13)6.6 (9)1000/15
R-DE-10e2 Tanabe 4.2 (4)40 (37)4.2 (3)6.7 (5)13 (11)2000/15
R-DE-10e5 Tanabe 5.1 (4)28 (22)5.7 (6)11 (11)12 (11)22 (31)23 (28)15/15
R-SHADE-10e2 Tanabe 5.3 (6)42 (54)8.5 (9)2000/15
R-SHADE-10e5 Tanabe 4.7 (4)29 (13)3.3 (4)5.2 (7)6.0 (7)5.8 (6)5.6 (5)15/15
RL-SHADE-10e2 Tanabe 5.4 (4)41 (45)7.2 (6)6.5 (6)13 (10)2000/15
RL-SHADE-10e5 Tanabe 7.0 (4)54 (56)7.7 (9)9.1 (7)10 (7)14 (7)17 (7)15/15
SOO Derbel 1 (0)1 (0)★25.0 (3)17 (17)30 (27)98 (105)167 (174)15/15
BrentSTEPif Posik 4.7 (4)22 (22)4.3 (4)33 (49)117 (225)235 (308)1040 (1251)1/15
BrentSTEPifeg Posik 4.7 (4)23 (24)4.0 (3)15 (22)70 (91)533 (732)2e40/15
BrentSTEPqi Posik 4.7 (4)23 (24)3.8 (3)35 (37)66 (71)245 (217)1025 (1125)0/15
BrentSTEPrr Posik 4.7 (4)21 (22)3.7 (3)28 (46)124 (171)352 (290)2e40/15
CMA-CSA Atamna 5.5 (4)29 (39)21 (43)13 (18)13 (17)17 (15)15 (14)15/15
CMA-MSR Atamna 4.5 (4)31 (18)12 (16)13 (14)18 (15)33 (15)125 (365)13/15
CMA-TPA Atamna 3.3 (4)38 (24)6.3 (6)6.2 (7)7.1 (8)7.9 (6)7.6 (6)15/15
GP1-CMAES Bajer 4.3 (5)51 (44)3.7 (3)10 (20)31 (48)5060/15
GP1-CMAES Bajer 2013instances 5.6 (5)34 (32)11 (13)16 (27)16 (14)5060/15
GP5-CMAES Bajer 4.6 (4)42 (34)7.6 (9)10 (11)16 (13)15 (16)5080/15
GP5-CMAES Bajer 2013instances 4.0 (4)164 (190)18 (25)16 (13)16 (21)29 (29)5040/15
IPOPCMAv3p61 Bajer 4.1 (5)57 (42)12 (11)5.5 (5)10 (10)10 (9)13 (19)2/15
IPOPCMAv3p61 Bajer 2013instances 5.2 (4)29 (32)14 (17)34 (44)5060/15
LHD-10xDefault-MATSuMoTo Brockhoff 4.1 (4)35 (44)18 (13)6.9 (7)1000/15
LHD-2xDefault-MATSuMoTo Brockhoff 3.9 (4)41 (39)8.4 (9)1000/15
RAND-2xDefault-MATSuMoTo Brockhoff 3.7 (3)42 (53)16 (19)6.6 (8)1000/15
RF1-CMAES Bajer 6.3 (6)178 (249)15 (17)5060/15
RF1-CMAES Bajer 2013instances 8.6 (8)46 (32)20 (30)10 (14)15 (11)5060/15
RF5-CMAES Bajer 6.9 (6)93 (132)16 (24)34 (56)32 (26)5080/15
RF5-CMAES Bajer 2013instances 6.6 (9)51 (64)12 (12)5040/15
STEPif Posik 5.8 (6)20 (28)6.3 (5)25 (32)116 (118)339 (360)2e40/15
STEPifeg Posik 5.9 (6)20 (30)6.9 (7)31 (44)61 (64)245 (237)539 (615)1/15
STEPrr Posik 5.8 (6)19 (20)5.2 (4)28 (32)110 (98)231 (257)2e40/15

Δ fopt
f20, 2-D
1e1
4.0
1e0
61
1e-1
365
1e-2
366
1e-3
366
1e-5
370
1e-7
375
#succ
15/15
MATSUMOTO Brockhoff 1.7 (1)5.5 (5)1000/15
R-DE-10e2 Tanabe 2.0 (2)2.8 (2)1.4 (2)1.9 (1)8.2 (6)2000/15
R-DE-10e5 Tanabe 2.7 (3)3.1 (5)5.1 (6)6.0 (6)6.6 (7)8.2 (8)8.6 (8)15/15
R-SHADE-10e2 Tanabe 3.4 (5)4.4 (7)3.9 (5)2000/15
R-SHADE-10e5 Tanabe 2.8 (3)4.1 (5)3.2 (3)3.5 (3)3.7 (3)3.9 (3)4.1 (3)15/15
RL-SHADE-10e2 Tanabe 2.9 (4)4.1 (3)3.9 (5)8.0 (11)8.2 (5)2000/15
RL-SHADE-10e5 Tanabe 3.4 (4)5.0 (3)17 (54)18 (54)19 (54)20 (54)21 (54)15/15
SOO Derbel 3.6 (0.1)1.8 (8e-3)5.1 (5e-3)5.5 (1e-2)5.6 (8e-3)5.8 (9e-3)6.3 (8e-3)15/15
BrentSTEPif Posik 15 (19)140 (165)30 (31)32 (29)40 (51)56 (43)80 (77)6/15
BrentSTEPifeg Posik 14 (15)62 (102)19 (23)20 (23)21 (24)23 (22)36 (39)12/15
BrentSTEPqi Posik 12 (10)33 (71)13 (22)14 (22)15 (25)18 (29)28 (31)11/15
BrentSTEPrr Posik 14 (12)40 (77)26 (48)26 (33)27 (28)29 (29)34 (35)10/15
CMA-CSA Atamna 2.6 (2)5.4 (7)8.2 (10)9.2 (10)10 (10)10 (11)10 (11)15/15
CMA-MSR Atamna 2.0 (2)12 (16)28 (31)45 (49)70 (48)98 (238)102 (245)15/15
CMA-TPA Atamna 4.0 (6)18 (27)13 (9)15 (16)16 (17)17 (18)17 (18)15/15
GP1-CMAES Bajer 2.2 (2)7.0 (5)5.8 (6)9.3 (9)9.5 (9)9.5 (10)9.5 (14)2/15
GP1-CMAES Bajer 2013instances 1.9 (2)8.2 (13)4.2 (6)4.3 (3)6.2 (5)6.3 (6)9.5 (8)2/15
GP5-CMAES Bajer 2.1 (2)7.4 (8)4.3 (7)6.0 (10)6.0 (8)9.1 (11)9.0 (14)2/15
GP5-CMAES Bajer 2013instances 2.0 (2)12 (12)9.3 (9)9.4 (8)9.4 (14)9.4 (9)9.4 (14)2/15
IPOPCMAv3p61 Bajer 3.0 (4)25 (27)20 (24)5060/15
IPOPCMAv3p61 Bajer 2013instances 2.2 (2)25 (23)20 (29)20 (28)20 (22)20 (22)20 (24)1/15
LHD-10xDefault-MATSuMoTo Brockhoff 3.2 (2)12 (12)1000/15
LHD-2xDefault-MATSuMoTo Brockhoff 2.2 (1)25 (19)1000/15
RAND-2xDefault-MATSuMoTo Brockhoff 2.3 (2)7.7 (9)1000/15
RF1-CMAES Bajer 1.4 (1)9.0 (10)10 (13)5060/15
RF1-CMAES Bajer 2013instances 2.2 (2)19 (36)5060/15
RF5-CMAES Bajer 15 (44)35 (53)21 (16)5080/15
RF5-CMAES Bajer 2013instances 33 (65)39 (43)20 (22)5040/15
STEPif Posik 4.7 (7)44 (96)18 (21)19 (21)20 (21)25 (22)35 (25)11/15
STEPifeg Posik 4.5 (6)36 (62)11 (14)12 (14)13 (14)20 (21)32 (36)12/15
STEPrr Posik 3.8 (4)35 (53)16 (27)16 (27)17 (27)22 (26)37 (37)11/15

Δ fopt
f21, 2-D
1e1
2.0
1e0
51
1e-1
174
1e-2
276
1e-3
290
1e-5
324
1e-7
330
#succ
15/15
MATSUMOTO Brockhoff 0.93 (0.5)0.82 (0.7)0.51 (0.5)0.78 (0.7)1.6 (2)1000/15
R-DE-10e2 Tanabe 1.4 (1)1.9 (4)1.7 (2)1.4 (2)2.2 (2)2.9 (3)4.4 (6)0/15
R-DE-10e5 Tanabe 1.1 (0.8)7.1 (13)3.4 (4)2.6 (3)2.9 (3)3.0 (2)3.3 (2)15/15
R-SHADE-10e2 Tanabe 1.2 (0.8)1.1 (1)0.80 (0.8)1.1 (0.9)4.7 (6)2000/15
R-SHADE-10e5 Tanabe 1.1 (1)1.3 (1)2.1 (2)1.5 (1)1.5 (2)1.6 (1)1.7 (1)15/15
RL-SHADE-10e2 Tanabe 0.93 (1)0.89 (0.8)0.76 (0.9)1.1 (0.8)1.5 (2)4.5 (5)9.1 (14)1/15
RL-SHADE-10e5 Tanabe 1.3 (0.8)1.2 (1)0.98 (0.8)1.1 (1)1.7 (1)3.0 (0.8)3.7 (0.9)15/15
SOO Derbel 0.73 (0.5)0.68 (0.5)0.44 (0.4)0.38 (0.4)0.57 (0.8)0.74 (0.9)1.0 (0.9)15/15
BrentSTEPif Posik 1.8 (2)90 (196)38 (63)28 (37)30 (55)40 (65)48 (73)8/15
BrentSTEPifeg Posik 1.8 (2)24 (68)26 (58)17 (37)17 (37)19 (31)34 (48)11/15
BrentSTEPqi Posik 1.8 (2)19 (51)32 (58)21 (36)21 (36)23 (31)39 (55)9/15
BrentSTEPrr Posik 1.8 (2)41 (62)38 (74)25 (36)24 (35)24 (37)35 (43)11/15
CMA-CSA Atamna 1.3 (1)2.6 (6)3.3 (5)3.0 (6)3.4 (5)3.2 (5)3.3 (5)15/15
CMA-MSR Atamna 1.6 (1)11 (18)120 (170)82 (109)229 (448)315 (315)310 (312)10/15
CMA-TPA Atamna 1.2 (0.8)59 (30)49 (83)32 (52)62 (50)131 (312)136 (307)13/15
GP1-CMAES Bajer 1.1 (1)4.4 (10)2.3 (4)1.6 (2)1.6 (2)1.5 (2)1.7 (1)8/15
GP1-CMAES Bajer 2013instances 1.5 (2)10 (10)3.8 (7)3.1 (3)3.1 (5)2.9 (4)4.6 (8)4/15
GP5-CMAES Bajer 1.3 (1)9.0 (15)4.2 (5)4.1 (5)3.9 (4)3.7 (5)6.4 (11)2/15
GP5-CMAES Bajer 2013instances 1.3 (1)8.4 (10)5.4 (6)4.3 (5)5.2 (6)4.8 (6)6.8 (7)2/15
IPOPCMAv3p61 Bajer 0.80 (0.5)3.3 (6)2.8 (3)2.3 (3)2.3 (3)2.7 (3)2.8 (2)6/15
IPOPCMAv3p61 Bajer 2013instances 1.3 (1)3.5 (6)4.7 (6)5.4 (8)5.2 (6)4.8 (4)4.8 (6)4/15
LHD-10xDefault-MATSuMoTo Brockhoff 1.1 (0.8)0.99 (0.7)0.68 (0.5)0.68 (0.6)1.2 (0.8)1000/15
LHD-2xDefault-MATSuMoTo Brockhoff 1.1 (1)0.58 (0.5)0.34 (0.2)↑10.38 (0.2)0.77 (0.4)2.3 (2)1000/15
RAND-2xDefault-MATSuMoTo Brockhoff 1.2 (0.8)0.71 (0.4)0.32 (0.2)↑10.41 (0.2)0.44 (0.4)1.1 (0.9)1000/15
RF1-CMAES Bajer 1.0 (0.8)12 (15)12 (14)7.7 (13)7.4 (9)6.7 (6)11 (10)1/15
RF1-CMAES Bajer 2013instances 1 (0.8)16 (20)19 (32)12 (12)11 (11)10 (12)10 (13)2/15
RF5-CMAES Bajer 1.5 (1)10 (9)5.7 (6)4.4 (5)5.7 (4)5060/15
RF5-CMAES Bajer 2013instances 1.4 (1)4.1 (6)6.9 (7)7.9 (11)7.6 (8)6.9 (5)11 (16)0/15
STEPif Posik 1.7 (2)90 (196)59 (77)38 (49)38 (80)36 (42)45 (47)10/15
STEPifeg Posik 1.7 (2)76 (140)55 (89)35 (37)35 (48)36 (62)42 (102)9/15
STEPrr Posik 1.7 (2)77 (89)65 (115)48 (73)46 (70)43 (55)62 (98)8/15

Δ fopt
f22, 2-D
1e1
5.0
1e0
27
1e-1
168
1e-2
218
1e-3
249
1e-5
289
1e-7
306
#succ
15/15
MATSUMOTO Brockhoff 1.7 (2)1.1 (0.8)0.90 (0.9)3.4 (3)6.2 (7)1000/15
R-DE-10e2 Tanabe 1.3 (1)2.1 (2)0.64 (0.7)1.1 (0.6)1.7 (2)5.1 (4)10 (11)1/15
R-DE-10e5 Tanabe 1.5 (1)11 (7)3.0 (3)2.6 (3)2.4 (2)2.3 (2)2.6 (2)15/15
R-SHADE-10e2 Tanabe 0.63 (0.5)2.9 (3)1.5 (1)1.6 (1)3.8 (4)2000/15
R-SHADE-10e5 Tanabe 0.93 (0.8)4.0 (3)1.9 (3)1.7 (2)1.7 (2)1.6 (2)1.7 (2)15/15
RL-SHADE-10e2 Tanabe 1.5 (2)2.2 (4)0.89 (1)2.3 (3)3.5 (4)4.9 (6)4.7 (6)1/15
RL-SHADE-10e5 Tanabe 0.44 (0.3)↑12.5 (3)17 (2)13 (2)13 (2)12 (2)13 (2)15/15
SOO Derbel 1.0 (1)0.90 (1)0.71 (0.9)0.82 (0.9)1.7 (1)4.1 (4)4.2 (4)15/15
BrentSTEPif Posik 2.1 (2)60 (38)80 (123)263 (229)230 (229)2e40/15
BrentSTEPifeg Posik 2.3 (2)23 (43)94 (152)150 (182)196 (197)2e40/15
BrentSTEPqi Posik 2.7 (2)24 (39)90 (124)154 (171)235 (294)2e40/15
BrentSTEPrr Posik 2.5 (2)50 (76)85 (93)151 (122)144 (163)971 (1073)2e40/15
CMA-CSA Atamna 2.3 (2)16 (24)14 (8)12 (9)10 (8)15 (36)15 (35)15/15
CMA-MSR Atamna 2.3 (4)21 (33)18 (16)75 (39)75 (61)115 (346)115 (328)13/15
CMA-TPA Atamna 1.2 (1)13 (15)7.6 (6)65 (5)63 (21)111 (338)105 (307)13/15
GP1-CMAES Bajer 1.1 (1)8.2 (10)3.8 (6)5.0 (6)6.1 (5)5.3 (8)5.4 (4)4/15
GP1-CMAES Bajer 2013instances 8.7 (3)6.0 (10)6.8 (9)5.3 (7)4.7 (7)5.6 (6)5.6 (6)3/15
GP5-CMAES Bajer 1.3 (2)4.8 (9)2.1 (3)2.0 (2)2.3 (2)2.1 (3)3.1 (4)4/15
GP5-CMAES Bajer 2013instances 1.4 (1)3.9 (5)2.1 (3)1.7 (2)1.6 (2)2.3 (3)4.1 (6)3/15
IPOPCMAv3p61 Bajer 1.7 (2)8.4 (10)3.4 (5)3.5 (5)3.3 (3)2.9 (3)2.9 (3)7/15
IPOPCMAv3p61 Bajer 2013instances 1.5 (2)4.6 (10)4.2 (5)4.2 (5)3.9 (4)3.6 (5)3.6 (3)6/15
LHD-10xDefault-MATSuMoTo Brockhoff 1.1 (0.9)1.8 (2)0.81 (0.9)1.7 (2)6.0 (5)1000/15
LHD-2xDefault-MATSuMoTo Brockhoff 1.7 (1)1.5 (1)1.9 (3)2.1 (3)6.0 (6)1000/15
RAND-2xDefault-MATSuMoTo Brockhoff 1.0 (0.7)1.6 (1)0.58 (0.4)1.0 (0.9)1.4 (2)5.1 (5)1000/15
RF1-CMAES Bajer 1.8 (2)6.7 (10)3.9 (5)6.5 (8)9.0 (6)8.3 (7)12 (7)2/15
RF1-CMAES Bajer 2013instances 1.1 (1)15 (24)12 (13)9.5 (8)8.5 (9)7.3 (6)24 (20)1/15
RF5-CMAES Bajer 2.0 (2)16 (19)44 (46)34 (38)5080/15
RF5-CMAES Bajer 2013instances 1.7 (2)19 (19)12 (17)16 (21)5020/15
STEPif Posik 2.3 (2)27 (71)103 (141)133 (142)360 (468)966 (1101)2e40/15
STEPifeg Posik 2.2 (2)16 (43)84 (120)144 (145)182 (200)969 (1021)2e40/15
STEPrr Posik 2.2 (2)28 (36)88 (112)158 (136)266 (312)969 (1090)2e40/15

Δ fopt
f23, 2-D
1e1
8.0
1e0
193
1e-1
234
1e-2
263
1e-3
299
1e-5
348
1e-7
379
#succ
15/15
MATSUMOTO Brockhoff 1.1 (1)1000/15
R-DE-10e2 Tanabe 1.8 (2)3.3 (4)2000/15
R-DE-10e5 Tanabe 1.6 (2)23 (31)282 (270)265 (240)287 (372)351 (510)476 (429)9/15
R-SHADE-10e2 Tanabe 2.4 (3)15 (21)2000/15
R-SHADE-10e5 Tanabe 2.3 (3)4.0 (3)16 (21)15 (18)13 (16)12 (14)11 (13)15/15
RL-SHADE-10e2 Tanabe 1.9 (2)2000/15
RL-SHADE-10e5 Tanabe 1.9 (3)6.6 (5)41 (90)146 (152)148 (134)129 (115)121 (105)15/15
SOO Derbel 2.6 (4)2.0 (1)2.7 (2)3.5 (2)4.4 (3)6.8 (3)9.4 (4)15/15
BrentSTEPif Posik 1.9 (2)1.7 (2)34 (35)253 (230)2e40/15
BrentSTEPifeg Posik 1.9 (2)1.5 (1)22 (20)1072 (1429)2e40/15
BrentSTEPqi Posik 1.8 (1)2.2 (2)36 (48)339 (253)2e40/15
BrentSTEPrr Posik 2.0 (2)2.1 (2)24 (21)504 (494)948 (905)815 (1583)748 (859)1/15
CMA-CSA Atamna 3.1 (3)4.5 (4)10 (16)9.3 (14)8.5 (12)7.8 (11)7.6 (10)15/15
CMA-MSR Atamna 2.2 (2)7.7 (9)9.3 (12)9.0 (11)10 (10)9.2 (9)9.3 (9)15/15
CMA-TPA Atamna 1.8 (2)8.8 (10)21 (40)19 (36)18 (32)17 (28)16 (26)15/15
GP1-CMAES Bajer 2.4 (3)12 (12)32 (30)28 (37)5060/15
GP1-CMAES Bajer 2013instances 2.1 (3)18 (14)32 (38)29 (36)5060/15
GP5-CMAES Bajer 1.3 (1)6.2 (8)10 (11)8.6 (13)12 (15)5080/15
GP5-CMAES Bajer 2013instances 1.9 (2)2.5 (3)3.0 (3)4.6 (3)4.2 (5)5020/15
IPOPCMAv3p61 Bajer 2.2 (2)6.9 (8)16 (16)29 (46)5060/15
IPOPCMAv3p61 Bajer 2013instances 0.97 (0.9)6.8 (8)16 (18)14 (21)5060/15
LHD-10xDefault-MATSuMoTo Brockhoff 1.5 (1)1000/15
LHD-2xDefault-MATSuMoTo Brockhoff 2.4 (2)1000/15
RAND-2xDefault-MATSuMoTo Brockhoff 2.0 (2)7.7 (7)1000/15
RF1-CMAES Bajer 2.3 (2)19 (22)5020/15
RF1-CMAES Bajer 2013instances 1.8 (2)8.7 (15)5020/15
RF5-CMAES Bajer 2.4 (2)8.1 (11)5040/15
RF5-CMAES Bajer 2013instances 1.5 (2)4.9 (5)31 (33)5040/15
STEPif Posik 1.8 (2)3.5 (2)93 (84)2e40/15
STEPifeg Posik 1.8 (2)3.3 (3)59 (76)1117 (981)2e40/15
STEPrr Posik 1.8 (2)3.4 (2)57 (57)1110 (780)2e40/15

Δ fopt
f24, 2-D
1e1
18
1e0
857
1e-1
8515
1e-2
23399
1e-3
24113
1e-5
24721
1e-7
24721
#succ
5/15
MATSUMOTO Brockhoff 1.6 (2)1000/15
R-DE-10e2 Tanabe 1.1 (1)2000/15
R-DE-10e5 Tanabe 1.1 (1)12 (11)10 (13)6.9 (9)8.6 (10)8.4 (12)8.4 (13)8/15
R-SHADE-10e2 Tanabe 1.7 (2)3.4 (4)2000/15
R-SHADE-10e5 Tanabe 1.0 (0.6)3.2 (5)1.3 (2)1.4 (1)1.5 (1)1.5 (1)1.5 (1)15/15
RL-SHADE-10e2 Tanabe 1.6 (1)2000/15
RL-SHADE-10e5 Tanabe 1.2 (1)49 (70)5.1 (7)2.0 (3)2.0 (2)1.9 (2)1.9 (2)15/15
SOO Derbel 1.5 (1)4.1 (2)5.9 (6)56 (79)54 (66)53 (44)53 (107)2/15
BrentSTEPif Posik 1.8 (1)32 (41)31 (35)2e40/15
BrentSTEPifeg Posik 1.7 (2)46 (53)2e40/15
BrentSTEPqi Posik 2.7 (6)25 (21)30 (34)11 (13)2e40/15
BrentSTEPrr Posik 1.9 (2)34 (43)30 (35)2e40/15
CMA-CSA Atamna 1.4 (1)161 (173)153 (176)2e50/15
CMA-MSR Atamna 4.6 (1)94 (117)37 (61)57 (73)55 (63)54 (39)54 (85)2/15
CMA-TPA Atamna 1.5 (1)94 (177)154 (294)57 (68)118 (150)115 (105)115 (176)1/15
GP1-CMAES Bajer 1.2 (2)8.4 (8)5060/15
GP1-CMAES Bajer 2013instances 3.2 (1)4.0 (4)0.88 (0.8)5060/15
GP5-CMAES Bajer 3.8 (7)8.6 (12)5080/15
GP5-CMAES Bajer 2013instances 4.4 (8)2.7 (2)0.84 (2)5060/15
IPOPCMAv3p61 Bajer 1.6 (0.8)4.1 (6)5060/15
IPOPCMAv3p61 Bajer 2013instances 1.1 (1.0)8.6 (6)5060/15
LHD-10xDefault-MATSuMoTo Brockhoff 1.7 (1)1000/15
LHD-2xDefault-MATSuMoTo Brockhoff 2.1 (2)1000/15
RAND-2xDefault-MATSuMoTo Brockhoff 1.4 (2)1000/15
RF1-CMAES Bajer 1.6 (2)4.1 (4)5060/15
RF1-CMAES Bajer 2013instances 0.89 (0.9)8.6 (6)5060/15
RF5-CMAES Bajer 3.0 (2)5060/15
RF5-CMAES Bajer 2013instances 3.2 (1.0)8.4 (11)5080/15
STEPif Posik 1.5 (2)35 (38)31 (36)2e40/15
STEPifeg Posik 1.5 (2)26 (26)2e40/15
STEPrr Posik 1.6 (2)31 (33)32 (27)2e40/15

Previous dimension | Dimension = 3 | Next dimension

Δ fopt
f1, 3-D
1e1
4.0
1e0
8.0
1e-1
8.0
1e-2
8.0
1e-3
8.0
1e-5
8.0
1e-7
8.0
#succ
15/15
MATSUMOTO Brockhoff 1.7 (2)2.2 (0.9)2.9 (0.6)4.4 (0.6)5.5 (2)71 (52)1500/15
R-DE-10e2 Tanabe 2.4 (2)4.7 (3)10 (3)16 (4)22 (3)41 (21)3000/15
R-DE-10e5 Tanabe 2.3 (2)5.5 (3)9.2 (4)15 (4)22 (8)36 (12)64 (54)15/15
R-SHADE-10e2 Tanabe 2.6 (3)5.4 (3)14 (6)22 (5)29 (6)280 (206)3000/15
R-SHADE-10e5 Tanabe 2.7 (3)7.3 (5)14 (4)21 (4)30 (5)48 (5)64 (9)15/15
RL-SHADE-10e2 Tanabe 1.4 (1)5.6 (4)12 (3)18 (5)22 (5)40 (21)276 (366)2/15
RL-SHADE-10e5 Tanabe 1.9 (2)15 (8)47 (17)79 (33)147 (22)251 (28)344 (35)15/15
SOO Derbel 1.0 (0.9)2.4 (1)6.4 (2)14 (1)20 (3)44 (7)79 (9)15/15
BrentSTEPif Posik 1.4 (1)1.8 (0.2)1.9 (0.4)2.0 (0.3)2.1 (0.3)2.1 (0.3)2.1 (0.3)15/15
BrentSTEPifeg Posik 1.4 (1)1.8 (0.2)1.9 (0.4)2.0 (0.3)2.1 (0.3)2.1 (0.3)2.1 (0.3)15/15
BrentSTEPqi Posik 1.4 (1)1.8 (0.2)1.9 (0.4)2.0 (0.3)2.1 (0.3)2.1 (0.3)2.1 (0.3)15/15
BrentSTEPrr Posik 1.4 (1)1.8 (0.2)1.9 (0.4)2.0 (0.3)2.1 (0.3)2.1 (0.3)2.1 (0.3)15/15
CMA-CSA Atamna 5.0 (5)6.1 (5)13 (4)18 (6)24 (5)36 (5)46 (3)15/15
CMA-MSR Atamna 2.2 (2)5.8 (4)16 (5)27 (6)38 (7)57 (9)74 (8)15/15
CMA-TPA Atamna 3.0 (3)7.9 (5)14 (6)19 (6)23 (6)37 (11)49 (14)15/15
GP1-CMAES Bajer 2.1 (2)4.3 (2)6.9 (2)10 (2)13 (3)21 (4)29 (5)15/15
GP1-CMAES Bajer 2013instances 2.9 (2)4.4 (3)7.3 (2)10 (3)13 (2)19 (3)27 (5)15/15
GP5-CMAES Bajer 2.4 (2)2.7 (0.9)3.7 (0.8)4.8 (0.9)5.6 (1)7.7 (1)23 (21)15/15
GP5-CMAES Bajer 2013instances 2.5 (2)2.7 (1)3.7 (0.9)4.6 (0.9)5.6 (0.9)7.7 (1)25 (22)15/15
IPOPCMAv3p61 Bajer 2.6 (2)6.3 (5)13 (6)19 (4)24 (5)35 (6)48 (4)15/15
IPOPCMAv3p61 Bajer 2013instances 2.5 (2)6.5 (4)12 (3)18 (5)23 (6)34 (4)46 (5)15/15
LHD-10xDefault-MATSuMoTo Brockhoff 3.2 (4)9.3 (1)10 (0.3)12 (1)13 (0.6)66 (52)1500/15
LHD-2xDefault-MATSuMoTo Brockhoff 2.0 (2)2.4 (0.3)3.2 (0.6)4.7 (0.6)6.3 (0.9)1500/15
RAND-2xDefault-MATSuMoTo Brockhoff 2.0 (2)2.5 (0.4)3.6 (0.9)5.0 (0.9)6.5 (2)276 (412)1500/15
RF1-CMAES Bajer 2.9 (2)5.3 (2)9.5 (4)20 (11)29 (16)77 (54)140 (121)7/15
RF1-CMAES Bajer 2013instances 2.0 (2)4.8 (2)8.4 (4)14 (6)21 (8)60 (57)102 (85)9/15
RF5-CMAES Bajer 19 (53)43 (49)208 (197)696 (851)1408 (1350)7600/15
RF5-CMAES Bajer 2013instances 10 (2)22 (39)94 (79)306 (320)1331 (1677)7530/15
STEPif Posik 1.4 (1)1.9 (0.2)2.4 (0.4)3.7 (1)4.7 (0.9)5.9 (0.8)6.8 (0.4)15/15
STEPifeg Posik 1.4 (1)1.9 (0.2)2.4 (0.4)3.5 (0.5)4.2 (0.7)5.8 (0.9)6.8 (0.5)15/15
STEPrr Posik 1.4 (1)1.9 (0.2)2.4 (0.4)3.1 (0.2)3.7 (0.2)5.0 (0.2)6.2 (0.3)15/15

Δ fopt
f2, 3-D
1e1
38
1e0
42
1e-1
43
1e-2
44
1e-3
45
1e-5
47
1e-7
48
#succ
15/15
MATSUMOTO Brockhoff 57 (75)1500/15
R-DE-10e2 Tanabe 4.1 (0.9)5.8 (4)7.3 (4)12 (9)25 (18)3000/15
R-DE-10e5 Tanabe 3.9 (2)4.9 (2)5.9 (3)18 (5)20 (5)21 (6)26 (11)15/15
R-SHADE-10e2 Tanabe 5.6 (1)7.0 (4)17 (17)102 (153)3000/15
R-SHADE-10e5 Tanabe 6.2 (2)7.7 (2)8.6 (2)10 (2)12 (2)14 (3)17 (3)15/15
RL-SHADE-10e2 Tanabe 4.1 (0.9)4.5 (0.8)6.4 (4)7.3 (4)10 (7)95 (115)3000/15
RL-SHADE-10e5 Tanabe 24 (8)30 (5)41 (6)49 (5)56 (4)70 (6)85 (9)15/15
SOO Derbel 7.2 (2)8.5 (2)13 (2)14 (3)17 (3)25 (4)35 (5)15/15
BrentSTEPif Posik 0.67 (0.2)↑10.72 (0.2)↑00.79 (0.2)0.85 (0.3)0.98 (0.1)1.0 (0.1)1.2 (0.1)15/15
BrentSTEPifeg Posik 0.65 (0.2)↑00.68 (0.2)↑10.76 (0.2)0.84 (0.2)0.97 (0.2)1.0 (0.1)1.2 (0.2)15/15
BrentSTEPqi Posik 0.60 (0.1)↑00.58 (0.1)↑00.61 (0.1)↑00.66 (0.1)↑00.74 (0.1)★2↑00.82 (0.1)★3↑00.96 (0.2)15/15
BrentSTEPrr Posik 0.66 (0.2)↑00.67 (0.2)↑00.72 (0.2)↑00.78 (0.1)↑00.91 (0.1)1.0 (0.2)1.2 (0.2)15/15
CMA-CSA Atamna 9.4 (3)12 (3)13 (3)14 (2)14 (2)16 (2)17 (2)15/15
CMA-MSR Atamna 10 (3)12 (3)13 (3)15 (3)16 (2)18 (3)21 (2)15/15
CMA-TPA Atamna 8.4 (5)12 (2)13 (2)14 (2)15 (2)17 (2)18 (2)15/15
GP1-CMAES Bajer 8.6 (4)11 (4)11 (3)12 (2)13 (2)15 (2)22 (16)5/15
GP1-CMAES Bajer 2013instances 8.0 (5)10 (4)12 (2)13 (2)14 (2)16 (9)28 (20)5/15
GP5-CMAES Bajer 3.4 (1)4.0 (0.9)4.3 (0.9)4.6 (0.7)5.0 (0.9)5.1 (0.9)10 (8)6/15
GP5-CMAES Bajer 2013instances 3.4 (1)4.1 (1)4.7 (1)5.0 (1)5.3 (0.9)5.6 (1)13 (13)8/15
IPOPCMAv3p61 Bajer 12 (6)17 (14)40 (56)83 (103)123 (175)7510/15
IPOPCMAv3p61 Bajer 2013instances 13 (10)24 (22)42 (27)64 (85)7510/15
LHD-10xDefault-MATSuMoTo Brockhoff 1500/15
LHD-2xDefault-MATSuMoTo Brockhoff 1500/15
RAND-2xDefault-MATSuMoTo Brockhoff 1500/15
RF1-CMAES Bajer 92 (92)268 (308)262 (262)7510/15
RF1-CMAES Bajer 2013instances 281 (296)258 (282)7510/15
RF5-CMAES Bajer 7530/15
RF5-CMAES Bajer 2013instances 7600/15
STEPif Posik 1.1 (0.3)1.1 (0.2)1.2 (0.2)1.2 (0.1)1.3 (0.2)1.4 (0.1)1.5 (0.1)15/15
STEPifeg Posik 1.1 (0.3)1.1 (0.2)1.2 (0.2)1.3 (0.2)1.3 (0.2)1.4 (0.2)1.6 (0.2)15/15
STEPrr Posik 1.0 (0.1)1.0 (0.1)1.1 (0.1)1.2 (0.0)1.3 (0.1)1.4 (0.2)1.6 (0.1)15/15

Δ fopt
f3, 3-D
1e1
38
1e0
822
1e-1
830
1e-2
835
1e-3
842
1e-5
847
1e-7
853
#succ
15/15
MATSUMOTO Brockhoff 1.8 (0.9)2.7 (3)1500/15
R-DE-10e2 Tanabe 4.6 (5)2.7 (2)3000/15
R-DE-10e5 Tanabe 3.0 (2)1.4 (1)7.7 (8)9.1 (9)9.2 (9)9.2 (9)11 (9)15/15
R-SHADE-10e2 Tanabe 2.6 (1)1.7 (2)5.3 (9)3000/15
R-SHADE-10e5 Tanabe 4.3 (2)1.2 (1.0)3.5 (3)3.6 (3)3.7 (3)3.9 (3)4.0 (3)15/15
RL-SHADE-10e2 Tanabe 2.4 (0.6)0.39 (0.2)0.83 (0.7)1.0 (0.9)5.3 (3)3000/15
RL-SHADE-10e5 Tanabe 8.7 (4)2.2 (0.8)3.3 (0.7)3.9 (0.5)4.6 (0.4)5.5 (0.5)6.4 (0.5)15/15
SOO Derbel 4.0 (3)2.6 (3)9.1 (11)9.2 (11)9.3 (11)10 (11)10 (11)15/15
BrentSTEPif Posik 0.83 (0.5)0.12 (0.0)↑00.18 (0.1)↑00.18 (0.1)↑00.18 (0.1)↑00.18 (0.1)↑00.18 (0.1)↑015/15
BrentSTEPifeg Posik 0.80 (0.5)0.12 (0.0)↑00.18 (0.1)↑00.18 (0.1)↑00.18 (0.1)↑00.18 (0.1)↑00.18 (0.1)↑015/15
BrentSTEPqi Posik 0.80 (0.5)0.12 (0.0)↑00.17 (0.1)↑00.17 (0.1)↑00.17 (0.1)↑00.17 (0.1)↑00.17 (0.1)↑015/15
BrentSTEPrr Posik 0.74 (0.5)0.12 (0.0)↑00.16 (0.0)↑00.17 (0.0)↑00.17 (0.0)↑00.17 (0.0)↑00.18 (0.0)↑015/15
CMA-CSA Atamna 8.1 (13)2.9 (2)8.7 (7)9.4 (8)10 (8)10 (8)10 (8)15/15
CMA-MSR Atamna 8.0 (17)3.5 (4)10 (10)11 (10)11 (10)12 (11)13 (11)15/15
CMA-TPA Atamna 3.5 (3)2.9 (3)13 (12)13 (13)13 (13)14 (13)14 (14)15/15
GP1-CMAES Bajer 4.1 (2)1.3 (1)4.1 (5)4.1 (3)4.1 (4)4.2 (3)4.3 (5)2/15
GP1-CMAES Bajer 2013instances 4.7 (2)1.6 (1)4.3 (6)6.4 (7)6.5 (6)6.5 (5)13 (10)1/15
GP5-CMAES Bajer 2.5 (1)3.1 (4)7600/15
GP5-CMAES Bajer 2013instances 2.4 (3)13 (13)7600/15
IPOPCMAv3p61 Bajer 5.5 (3)13 (14)7510/15
IPOPCMAv3p61 Bajer 2013instances 5.1 (2)4.1 (6)13 (23)13 (18)13 (22)13 (16)13 (12)1/15
LHD-10xDefault-MATSuMoTo Brockhoff 5.0 (5)2.7 (3)1500/15
LHD-2xDefault-MATSuMoTo Brockhoff 2.1 (0.8)1500/15
RAND-2xDefault-MATSuMoTo Brockhoff 3.0 (3)2.7 (3)2.7 (4)1500/15
RF1-CMAES Bajer 5.7 (10)7510/15
RF1-CMAES Bajer 2013instances 8.5 (11)7510/15
RF5-CMAES Bajer 28 (33)7600/15
RF5-CMAES Bajer 2013instances 26 (20)7600/15
STEPif Posik 0.98 (0.5)0.15 (0.1)↑00.18 (0.1)↑00.19 (0.0)↑00.21 (0.0)↑00.23 (0.0)↑00.23 (0.0)↑015/15
STEPifeg Posik 0.98 (0.5)0.14 (0.1)↑00.18 (0.1)↑00.19 (0.1)↑00.21 (0.1)↑00.23 (0.0)↑00.23 (0.0)↑015/15
STEPrr Posik 0.98 (0.6)0.12 (0.0)↑00.17 (0.1)↑00.18 (0.1)↑00.19 (0.0)↑00.22 (0.0)↑00.23 (0.0)↑015/15

Δ fopt
f4, 3-D
1e1
40
1e0
808
1e-1
866
1e-2
921
1e-3
952
1e-5
1015
1e-7
1044
#succ
15/15
MATSUMOTO Brockhoff 5.8 (5)1500/15
R-DE-10e2 Tanabe 3.0 (2)2.7 (3)3000/15
R-DE-10e5 Tanabe 3.5 (2)3.8 (5)14 (10)14 (10)15 (9)18 (31)17 (30)15/15
R-SHADE-10e2 Tanabe 3.1 (2)1.3 (1)5.2 (6)4.9 (6)3000/15
R-SHADE-10e5 Tanabe 7.4 (4)2.6 (2)8.8 (8)8.4 (7)8.2 (7)7.9 (7)7.8 (7)15/15
RL-SHADE-10e2 Tanabe 2.5 (1)1.1 (1)2.6 (3)4.9 (6)3000/15
RL-SHADE-10e5 Tanabe 12 (6)3.0 (0.6)3.7 (0.7)4.5 (0.5)4.8 (0.4)5.5 (0.4)6.2 (0.3)15/15
SOO Derbel 4.5 (1)14 (9)226 (321)350 (287)353 (438)464 (772)572 (565)6/15
BrentSTEPif Posik 1.5 (0.6)0.18 (0.1)↑00.29 (0.1)↑00.28 (0.1)↑00.28 (0.1)↑00.28 (0.1)↑00.31 (0.1)↑015/15
BrentSTEPifeg Posik 1.4 (0.6)0.18 (0.1)↑00.28 (0.2)↑00.27 (0.2)↑00.27 (0.1)↑00.27 (0.1)↑00.31 (0.1)↑015/15
BrentSTEPqi Posik 1.4 (0.8)0.20 (0.1)↑00.26 (0.1)↑00.25 (0.1)↑00.25 (0.1)↑00.25 (0.1)↑00.31 (0.1)↑015/15
BrentSTEPrr Posik 1.4 (0.8)0.18 (0.1)↑00.23 (0.1)↑00.22 (0.1)↑00.23 (0.1)↑00.26 (0.1)↑00.34 (0.1)↑015/15
CMA-CSA Atamna 5.8 (2)359 (680)4872 (5996)4581 (6539)4432 (4430)4157 (3929)4041 (5769)1/15
CMA-MSR Atamna 8.6 (17)632 (840)3e50/15
CMA-TPA Atamna 7.3 (4)269 (296)5064 (4707)3e50/15
GP1-CMAES Bajer 10 (12)7510/15
GP1-CMAES Bajer 2013instances 8.3 (11)7510/15
GP5-CMAES Bajer 9.2 (7)7600/15
GP5-CMAES Bajer 2013instances 8.4 (9)7550/15
IPOPCMAv3p61 Bajer 4.6 (3)14 (14)7510/15
IPOPCMAv3p61 Bajer 2013instances 11 (19)14 (17)7510/15
LHD-10xDefault-MATSuMoTo Brockhoff 11 (8)1500/15
LHD-2xDefault-MATSuMoTo Brockhoff 18 (21)1500/15
RAND-2xDefault-MATSuMoTo Brockhoff 7.7 (11)1500/15
RF1-CMAES Bajer 58 (57)7510/15
RF1-CMAES Bajer 2013instances 125 (84)7510/15
RF5-CMAES Bajer 279 (241)7600/15
RF5-CMAES Bajer 2013instances 270 (175)7530/15
STEPif Posik 1.2 (0.6)0.26 (0.1)↑00.47 (0.2)↑00.58 (0.2)↑00.72 (0.2)↑10.97 (0.2)1.0 (0.1)15/15
STEPifeg Posik 1.2 (0.6)0.26 (0.1)↑00.44 (0.2)↑00.55 (0.2)↑00.70 (0.3)↑00.98 (0.2)1.0 (0.1)15/15
STEPrr Posik 1.2 (0.5)0.26 (0.1)↑00.41 (0.2)↑00.52 (0.2)↑00.64 (0.1)↑00.96 (0.2)1.1 (0.1)15/15

Δ fopt
f5, 3-D
1e1
7.0
1e0
7.0
1e-1
7.0
1e-2
7.0
1e-3
7.0
1e-5
7.0
1e-7
7.0
#succ
15/15
MATSUMOTO Brockhoff 1.2 (0.1)1.7 (0.4)1.8 (0.4)1.8 (0.4)1.8 (0.4)1.8 (0.4)1.8 (0.4)15/15
R-DE-10e2 Tanabe 5.8 (5)15 (7)24 (7)32 (6)59 (25)3000/15
R-DE-10e5 Tanabe 5.8 (3)19 (11)44 (18)62 (76)92 (82)148 (133)177 (134)15/15
R-SHADE-10e2 Tanabe 5.9 (3)14 (3)23 (5)32 (4)46 (23)3000/15
R-SHADE-10e5 Tanabe 8.4 (6)30 (14)45 (14)57 (19)72 (14)101 (20)128 (19)15/15
RL-SHADE-10e2 Tanabe 5.0 (4)13 (3)19 (4)24 (5)29 (5)44 (25)211 (161)0/15
RL-SHADE-10e5 Tanabe 16 (13)73 (17)116 (11)162 (10)206 (10)289 (14)370 (20)15/15
SOO Derbel 2.9 (0.1)14 (0.1)38 (0.1)76 (0.1)127 (0.1)246 (0.1)405 (0.1)15/15
BrentSTEPif Posik 1.3 (0.1)1.3 (0.1)1.3 (0.1)1.3 (0.1)1.3 (0.1)1.3 (0.1)1.3 (0.1)15/15
BrentSTEPifeg Posik 1.3 (0.1)1.3 (0.1)1.3 (0.1)1.3 (0.1)1.3 (0.1)1.3 (0.1)1.3 (0.1)15/15
BrentSTEPqi Posik 1.3 (0.1)1.3 (0.1)1.3 (0.1)1.3 (0.1)1.3 (0.1)1.3 (0.1)1.3 (0.1)15/15
BrentSTEPrr Posik 1.3 (0.1)1.3 (0.1)1.3 (0.1)1.3 (0.1)1.3 (0.1)1.3 (0.1)1.3 (0.1)15/15
CMA-CSA Atamna 2.8 (3)4.8 (4)5.2 (3)5.2 (3)5.2 (3)5.2 (3)5.2 (3)15/15
CMA-MSR Atamna 2.6 (3)4.6 (3)4.6 (3)4.6 (3)4.6 (3)4.6 (3)4.6 (3)15/15
CMA-TPA Atamna 2.4 (2)3.5 (2)3.6 (2)3.6 (2)3.6 (2)3.6 (2)3.6 (2)15/15
GP1-CMAES Bajer 2.9 (2)11 (6)20 (41)20 (41)20 (41)20 (41)20 (41)14/15
GP1-CMAES Bajer 2013instances 2.2 (1)16 (13)23 (45)23 (45)23 (45)23 (45)23 (45)14/15
GP5-CMAES Bajer 2.1 (0.6)3.6 (2)4.5 (3)4.5 (3)4.5 (3)4.5 (3)4.5 (3)15/15
GP5-CMAES Bajer 2013instances 2.1 (0.7)3.6 (2)4.4 (3)4.4 (3)4.4 (3)4.4 (3)4.4 (3)15/15
IPOPCMAv3p61 Bajer 3.6 (4)14 (16)15 (17)15 (17)15 (17)15 (17)15 (17)15/15
IPOPCMAv3p61 Bajer 2013instances 3.8 (2)7.4 (4)9.5 (10)9.5 (10)9.5 (10)9.5 (10)9.5 (10)15/15
LHD-10xDefault-MATSuMoTo Brockhoff 9.0 (4)12 (0.4)12 (0.4)12 (0.4)12 (0.4)12 (0.4)12 (0.4)15/15
LHD-2xDefault-MATSuMoTo Brockhoff 2.4 (0)2.7 (0.4)2.9 (0.7)2.9 (0.7)2.9 (0.7)2.9 (0.7)2.9 (0.7)15/15
RAND-2xDefault-MATSuMoTo Brockhoff 2.4 (0)2.7 (0.4)2.9 (0.4)2.9 (0.4)2.9 (0.4)2.9 (0.4)2.9 (0.4)15/15
RF1-CMAES Bajer 3.6 (4)15 (14)23 (33)25 (33)25 (33)25 (33)25 (33)15/15
RF1-CMAES Bajer 2013instances 2.8 (2)17 (38)18 (38)18 (38)18 (38)18 (38)18 (38)15/15
RF5-CMAES Bajer 20 (25)47 (54)76 (79)90 (99)90 (114)90 (109)90 (129)10/15
RF5-CMAES Bajer 2013instances 15 (21)95 (198)141 (195)142 (143)142 (194)142 (227)142 (178)7/15
STEPif Posik 1.3 (0.1)1.3 (0.1)1.3 (0.1)1.3 (0.1)1.3 (0.1)1.3 (0.1)1.3 (0.1)15/15
STEPifeg Posik 1.3 (0.1)1.3 (0.1)1.3 (0.1)1.3 (0.1)1.3 (0.1)1.3 (0.1)1.3 (0.1)15/15
STEPrr Posik 1.3 (0.1)1.3 (0.1)1.3 (0.1)1.3 (0.1)1.3 (0.1)1.3 (0.1)1.3 (0.1)15/15

Δ fopt
f6, 3-D
1e1
34
1e0
56
1e-1
90
1e-2
117
1e-3
149
1e-5
215
1e-7
265
#succ
15/15
MATSUMOTO Brockhoff 6.2 (7)42 (31)1500/15
R-DE-10e2 Tanabe 1.9 (1)3.3 (3)3.5 (2)7.6 (7)3000/15
R-DE-10e5 Tanabe 2.2 (2)3.5 (2)3.9 (2)19 (29)27 (37)33 (36)31 (27)15/15
R-SHADE-10e2 Tanabe 2.6 (2)5.1 (6)24 (24)3000/15
R-SHADE-10e5 Tanabe 2.3 (3)3.2 (1)3.2 (0.7)3.4 (0.7)3.5 (0.8)3.6 (0.9)3.9 (0.7)15/15
RL-SHADE-10e2 Tanabe 2.7 (0.8)3.5 (3)6.1 (5)7.2 (5)15 (17)3000/15
RL-SHADE-10e5 Tanabe 4.8 (5)10 (5)14 (5)17 (3)16 (2)17 (2)18 (1)15/15
SOO Derbel 1.9 (2)97 (43)528 (626)3200 (3010)8854 (9063)3e50/15
BrentSTEPif Posik 207 (319)609 (603)769 (799)1724 (2237)3e40/15
BrentSTEPifeg Posik 145 (237)413 (790)563 (564)1053 (1202)1340 (1578)3e40/15
BrentSTEPqi Posik 228 (432)329 (746)343 (360)484 (639)672 (442)3e40/15
BrentSTEPrr Posik 113 (252)504 (533)576 (546)808 (1097)1388 (2412)3e40/15
CMA-CSA Atamna 1.5 (1)2.6 (0.8)2.3 (0.7)2.6 (0.8)2.7 (0.5)2.7 (0.4)2.9 (0.4)15/15
CMA-MSR Atamna 2.7 (1)3.8 (1)3.5 (0.8)3.7 (1)3.7 (0.8)3.7 (0.6)3.9 (0.3)15/15
CMA-TPA Atamna 3.1 (2)3.5 (1)3.1 (0.9)3.2 (0.7)3.1 (0.7)2.9 (0.6)3.0 (0.5)15/15
GP1-CMAES Bajer 3.0 (2)7.6 (7)14 (14)47 (46)7510/15
GP1-CMAES Bajer 2013instances 2.7 (2)4.9 (3)14 (14)96 (122)7510/15
GP5-CMAES Bajer 4.4 (7)33 (29)7530/15
GP5-CMAES Bajer 2013instances 2.5 (3)15 (18)125 (114)7600/15
IPOPCMAv3p61 Bajer 2.0 (1)3.1 (1)3.1 (0.9)3.1 (0.8)3.0 (0.6)3.7 (2)10 (9)0/15
IPOPCMAv3p61 Bajer 2013instances 2.8 (2)3.7 (1)3.4 (1)3.5 (0.9)3.3 (0.7)3.6 (2)7510/15
LHD-10xDefault-MATSuMoTo Brockhoff 4.2 (4)1500/15
LHD-2xDefault-MATSuMoTo Brockhoff 4.7 (5)1500/15
RAND-2xDefault-MATSuMoTo Brockhoff 3.0 (3)1500/15
RF1-CMAES Bajer 5.1 (6)60 (57)120 (217)7510/15
RF1-CMAES Bajer 2013instances 13 (21)58 (64)7510/15
RF5-CMAES Bajer 55 (68)7620/15
RF5-CMAES Bajer 2013instances 42 (59)7600/15
STEPif Posik 105 (186)325 (319)1008 (985)1682 (2175)3e40/15
STEPifeg Posik 80 (170)293 (365)457 (619)596 (592)848 (694)1976 (2050)3e40/15
STEPrr Posik 75 (130)188 (296)419 (548)526 (789)578 (667)1817 (1902)3e40/15

Δ fopt
f7, 3-D
1e1
11
1e0
65
1e-1
342
1e-2
464
1e-3
482
1e-5
482
1e-7
535
#succ
15/15
MATSUMOTO Brockhoff 2.4 (2)2.1 (2)3.6 (4)1500/15
R-DE-10e2 Tanabe 2.3 (2)1.8 (1)0.92 (0.7)1.3 (1)1.8 (2)1.8 (2)2.7 (2)2/15
R-DE-10e5 Tanabe 1.7 (2)2.3 (2)1.8 (2)2.3 (3)3.1 (3)3.1 (3)2.9 (3)15/15
R-SHADE-10e2 Tanabe 3.5 (3)2.7 (3)3.0 (3)10 (12)3000/15
R-SHADE-10e5 Tanabe 3.9 (6)2.0 (1)0.82 (0.7)0.77 (0.5)0.78 (0.5)0.78 (0.5)0.81 (0.4)15/15
RL-SHADE-10e2 Tanabe 3.7 (4)2.5 (1)0.86 (0.6)2.3 (2)3.1 (3)3.1 (2)8.3 (10)1/15
RL-SHADE-10e5 Tanabe 6.9 (8)4.7 (3)2.4 (0.7)3.1 (1)3.7 (0.8)3.7 (0.8)3.9 (0.8)15/15
SOO Derbel 2.3 (2)2.7 (2)2.1 (2)2.3 (3)3.3 (4)3.3 (4)3.5 (3)15/15
BrentSTEPif Posik 63 (92)314 (457)199 (270)425 (844)3e40/15
BrentSTEPifeg Posik 50 (92)301 (534)131 (114)201 (126)901 (829)901 (891)812 (789)0/15
BrentSTEPqi Posik 173 (184)279 (279)206 (245)285 (268)442 (379)442 (587)398 (599)2/15
BrentSTEPrr Posik 136 (184)316 (271)197 (268)442 (429)3e40/15
CMA-CSA Atamna 2.9 (2)1.8 (0.8)0.75 (0.8)0.75 (0.5)0.93 (0.6)0.93 (0.6)0.91 (0.5)15/15
CMA-MSR Atamna 3.6 (4)1.7 (0.9)1.2 (1)1.3 (1)1.3 (1)1.3 (1)1.4 (1)15/15
CMA-TPA Atamna 3.9 (5)3.0 (4)1.0 (0.8)0.87 (0.6)0.99 (0.6)0.99 (0.6)1.0 (0.6)15/15
GP1-CMAES Bajer 2.3 (2)1.6 (2)0.81 (0.6)0.96 (1.0)1.0 (1)1.0 (0.8)1.5 (1.0)5/15
GP1-CMAES Bajer 2013instances 2.1 (2)1.2 (1)0.89 (1)0.98 (1.0)1.4 (2)1.4 (1)1.7 (1)5/15
GP5-CMAES Bajer 2.5 (2)2.2 (2)0.85 (1)1.7 (2)2.8 (3)2.8 (3)3.2 (4)2/15
GP5-CMAES Bajer 2013instances 2.1 (2)0.95 (0.7)0.49 (0.6)0.69 (0.6)1.2 (1)1.2 (2)1.6 (2)3/15
IPOPCMAv3p61 Bajer 3.0 (3)2.1 (0.9)1.2 (1)1.2 (1)1.2 (1)1.2 (1)1.3 (1)10/15
IPOPCMAv3p61 Bajer 2013instances 5.1 (4)2.8 (2)1.2 (0.8)1.1 (0.8)1.1 (0.8)1.1 (0.8)1.2 (0.9)11/15
LHD-10xDefault-MATSuMoTo Brockhoff 3.8 (4)2.5 (1)3.2 (4)1500/15
LHD-2xDefault-MATSuMoTo Brockhoff 1.9 (2)1.7 (3)1.8 (2)1500/15
RAND-2xDefault-MATSuMoTo Brockhoff 2.5 (3)1.2 (0.8)3.2 (4)4.7 (4)4.5 (6)4.5 (6)1500/15
RF1-CMAES Bajer 5.0 (6)5.2 (7)3.7 (3)7.5 (12)11 (17)11 (14)7600/15
RF1-CMAES Bajer 2013instances 7.8 (8)4.2 (6)2.9 (2)7.5 (9)11 (15)11 (15)21 (25)1/15
RF5-CMAES Bajer 6.3 (8)22 (23)32 (36)7620/15
RF5-CMAES Bajer 2013instances 10 (11)26 (42)7550/15
STEPif Posik 63 (187)203 (240)115 (143)276 (308)419 (579)419 (655)378 (519)2/15
STEPifeg Posik 39 (94)165 (248)132 (160)205 (174)417 (313)417 (342)376 (394)2/15
STEPrr Posik 101 (189)249 (325)116 (165)286 (223)3e40/15

Δ fopt
f8, 3-D
1e1
27
1e0
45
1e-1
152
1e-2
179
1e-3
188
1e-5
198
1e-7
208
#succ
15/15
MATSUMOTO Brockhoff 3.2 (2)50 (57)15 (18)1500/15
R-DE-10e2 Tanabe 4.0 (1)6.2 (4)5.5 (7)3000/15
R-DE-10e5 Tanabe 3.7 (2)23 (32)14 (11)22 (25)24 (24)31 (22)36 (21)15/15
R-SHADE-10e2 Tanabe 4.8 (4)15 (13)3000/15
R-SHADE-10e5 Tanabe 3.0 (2)9.2 (7)4.6 (3)4.6 (3)4.9 (3)5.3 (2)6.1 (3)15/15
RL-SHADE-10e2 Tanabe 3.5 (2)9.2 (6)14 (14)25 (30)3000/15
RL-SHADE-10e5 Tanabe 10 (5)22 (10)14 (4)16 (3)18 (3)22 (3)25 (3)15/15
SOO Derbel 1.8 (1)4.1 (2)4.6 (4)8.9 (9)13 (15)32 (17)49 (28)15/15
BrentSTEPif Posik 5.8 (11)113 (196)266 (254)3e40/15
BrentSTEPifeg Posik 7.4 (16)99 (210)397 (273)1161 (1494)2255 (2607)3e40/15
BrentSTEPqi Posik 6.3 (12)177 (311)787 (1022)2193 (2443)3e40/15
BrentSTEPrr Posik 3.7 (8)209 (320)593 (686)715 (657)1046 (912)3e40/15
CMA-CSA Atamna 3.4 (1)6.2 (4)3.3 (2)3.5 (1)3.7 (1)4.0 (1)4.3 (1)15/15
CMA-MSR Atamna 3.2 (2)10 (10)4.5 (3)4.5 (2)4.7 (2)5.1 (2)5.5 (2)15/15
CMA-TPA Atamna 3.7 (2)8.2 (6)3.7 (2)3.9 (2)4.1 (2)4.5 (2)4.7 (2)15/15
GP1-CMAES Bajer 2.6 (1)15 (17)36 (42)7510/15
GP1-CMAES Bajer 2013instances 2.6 (1)13 (15)13 (9)19 (12)28 (21)28 (28)53 (47)1/15
GP5-CMAES Bajer 1.9 (0.8)9.3 (10)7.5 (9)18 (16)17 (14)17 (16)16 (19)3/15
GP5-CMAES Bajer 2013instances 2.3 (1)6.5 (9)4.4 (5)8.9 (8)18 (22)26 (22)25 (25)2/15
IPOPCMAv3p61 Bajer 3.0 (1)7.6 (4)4.6 (4)8.0 (8)11 (11)18 (19)18 (24)1/15
IPOPCMAv3p61 Bajer 2013instances 3.4 (2)7.9 (6)5.4 (5)6.1 (6)7.9 (11)18 (21)27 (23)0/15
LHD-10xDefault-MATSuMoTo Brockhoff 8.8 (10)50 (47)1500/15
LHD-2xDefault-MATSuMoTo Brockhoff 2.7 (2)12 (12)1500/15
RAND-2xDefault-MATSuMoTo Brockhoff 2.7 (2)8.9 (10)1500/15
RF1-CMAES Bajer 8.3 (14)49 (63)34 (41)7510/15
RF1-CMAES Bajer 2013instances 8.4 (15)112 (125)7510/15
RF5-CMAES Bajer 51 (60)248 (323)7530/15
RF5-CMAES Bajer 2013instances 31 (40)237 (403)7530/15
STEPif Posik 1.4 (0.9)155 (289)260 (278)2116 (2732)2015 (2930)3e40/15
STEPifeg Posik 1.3 (0.6)67 (89)123 (119)254 (277)3e40/15
STEPrr Posik 1.2 (0.5)123 (218)211 (259)653 (599)1956 (2586)3e40/15

Δ fopt
f9, 3-D
1e1
21
1e0
65
1e-1
127
1e-2
149
1e-3
159
1e-5
169
1e-7
178
#succ
15/15
MATSUMOTO Brockhoff 2.5 (1)6.0 (8)1500/15
R-DE-10e2 Tanabe 4.5 (3)5.7 (5)35 (30)3000/15
R-DE-10e5 Tanabe 8.0 (6)34 (67)34 (41)36 (40)37 (35)41 (34)45 (33)15/15
R-SHADE-10e2 Tanabe 6.1 (4)23 (27)3000/15
R-SHADE-10e5 Tanabe 3.6 (1)3.4 (2)3.6 (2)4.2 (3)4.7 (2)5.4 (2)6.0 (2)15/15
RL-SHADE-10e2 Tanabe 5.1 (3)7.2 (8)3000/15
RL-SHADE-10e5 Tanabe 14 (11)16 (9)16 (6)18 (4)21 (4)25 (4)29 (5)15/15
SOO Derbel 2.2 (0.8)2.4 (2)5.4 (4)9.4 (6)15 (8)27 (18)42 (24)15/15
BrentSTEPif Posik 12 (16)952 (857)3292 (2954)3e40/15
BrentSTEPifeg Posik 14 (28)153 (193)3e40/15
BrentSTEPqi Posik 8.4 (11)108 (151)1513 (1506)1291 (962)2527 (3503)3e40/15
BrentSTEPrr Posik 8.0 (15)110 (194)3049 (5399)3e40/15
CMA-CSA Atamna 3.7 (1)4.8 (4)4.0 (3)4.2 (3)4.5 (3)4.8 (2)5.1 (2)15/15
CMA-MSR Atamna 5.7 (3)8.6 (6)6.1 (4)6.0 (3)5.9 (3)6.3 (3)7.0 (2)15/15
CMA-TPA Atamna 4.3 (2)6.9 (5)5.4 (3)5.4 (2)5.5 (2)5.8 (3)6.1 (2)15/15
GP1-CMAES Bajer 3.6 (2)6.4 (7)12 (12)17 (22)22 (21)32 (33)63 (61)1/15
GP1-CMAES Bajer 2013instances 3.4 (1)15 (22)26 (25)36 (43)34 (34)64 (54)61 (58)1/15
GP5-CMAES Bajer 2.3 (2)7.9 (7)9.1 (14)23 (27)22 (21)21 (30)30 (41)2/15
GP5-CMAES Bajer 2013instances 2.4 (2)5.4 (12)8.8 (9)12 (13)21 (24)20 (16)19 (18)1/15
IPOPCMAv3p61 Bajer 4.8 (2)4.1 (3)4.9 (3)7.4 (4)9.4 (8)33 (34)63 (59)0/15
IPOPCMAv3p61 Bajer 2013instances 3.5 (2)4.7 (2)5.2 (3)8.3 (11)13 (13)16 (13)31 (38)1/15
LHD-10xDefault-MATSuMoTo Brockhoff 10 (8)1500/15
LHD-2xDefault-MATSuMoTo Brockhoff 2.4 (1)17 (12)18 (20)1500/15
RAND-2xDefault-MATSuMoTo Brockhoff 2.5 (1)11 (13)18 (32)1500/15
RF1-CMAES Bajer 4.9 (5)15 (20)7510/15
RF1-CMAES Bajer 2013instances 8.0 (7)35 (46)84 (99)7510/15
RF5-CMAES Bajer 44 (36)7600/15
RF5-CMAES Bajer 2013instances 36 (49)78 (104)7530/15
STEPif Posik 1.8 (2)153 (171)3111 (2648)3e40/15
STEPifeg Posik 1.9 (2)76 (127)1594 (2299)3e40/15
STEPrr Posik 1.5 (1)117 (219)906 (885)2e40/15

Δ fopt
f10, 3-D
1e1
114
1e0
152
1e-1
168
1e-2
180
1e-3
194
1e-5
218
1e-7
242
#succ
15/15
MATSUMOTO Brockhoff 1500/15
R-DE-10e2 Tanabe 38 (39)29 (24)3000/15
R-DE-10e5 Tanabe 33 (51)52 (59)135 (141)189 (218)237 (332)605 (903)1002 (895)8/15
R-SHADE-10e2 Tanabe 3000/15
R-SHADE-10e5 Tanabe 1.9 (0.6)2.2 (0.8)3.0 (2)3.2 (2)3.4 (2)3.8 (2)4.2 (2)15/15
RL-SHADE-10e2 Tanabe 3000/15
RL-SHADE-10e5 Tanabe 13 (3)14 (2)16 (2)17 (2)18 (2)20 (2)21 (2)15/15
SOO Derbel 18 (28)92 (141)524 (808)1030 (1434)1746 (2325)9423 (7715)3e50/15
BrentSTEPif Posik 783 (851)1254 (1340)1e40/15
BrentSTEPifeg Posik 805 (878)1212 (1662)1154 (991)1078 (1238)1e40/15
BrentSTEPqi Posik 442 (770)725 (933)2e40/15
BrentSTEPrr Posik 732 (1369)1157 (1750)1e40/15
CMA-CSA Atamna 3.3 (1)3.0 (0.9)3.0 (1.0)3.2 (0.7)3.3 (0.5)3.3 (0.3)3.4 (0.3)15/15
CMA-MSR Atamna 3.8 (2)3.4 (1)3.5 (0.8)3.7 (0.8)3.8 (0.8)4.0 (0.9)4.4 (0.8)15/15
CMA-TPA Atamna 3.3 (1)3.1 (1)3.4 (0.6)3.5 (0.4)3.5 (0.6)3.5 (0.5)3.5 (0.4)15/15
GP1-CMAES Bajer 2.6 (1)3.0 (1.0)3.0 (0.8)3.4 (0.7)3.7 (2)3.9 (2)5.0 (5)2/15
GP1-CMAES Bajer 2013instances 2.5 (1)2.8 (1)3.1 (0.7)3.1 (0.7)3.3 (0.6)3.8 (2)4.9 (3)4/15
GP5-CMAES Bajer 1.2 (0.3)1.2 (0.4)1.3 (0.4)1.3 (0.4)1.3 (0.4)1.3 (0.3)1.6 (0.3)5/15
GP5-CMAES Bajer 2013instances 1.2 (0.4)1.1 (0.4)1.2 (0.2)1.3 (0.2)1.2 (0.2)1.2 (0.2)1.9 (0.8)9/15
IPOPCMAv3p61 Bajer 4.2 (2)11 (11)22 (28)62 (67)7510/15
IPOPCMAv3p61 Bajer 2013instances 3.9 (2)4.4 (3)6.1 (3)10 (9)19 (15)7510/15
LHD-10xDefault-MATSuMoTo Brockhoff 1500/15
LHD-2xDefault-MATSuMoTo Brockhoff 1500/15
RAND-2xDefault-MATSuMoTo Brockhoff 1500/15
RF1-CMAES Bajer 21 (21)72 (56)7510/15
RF1-CMAES Bajer 2013instances 47 (62)7510/15
RF5-CMAES Bajer 99 (100)7600/15
RF5-CMAES Bajer 2013instances 7530/15
STEPif Posik 285 (300)482 (572)44820/15
STEPifeg Posik 286 (381)467 (454)44860/15
STEPrr Posik 161 (131)194 (191)413 (343)36480/15

Δ fopt
f11, 3-D
1e1
67
1e0
105
1e-1
227
1e-2
263
1e-3
277
1e-5
302
1e-7
327
#succ
15/15
MATSUMOTO Brockhoff 11 (8)1500/15
R-DE-10e2 Tanabe 11 (8)41 (44)3000/15
R-DE-10e5 Tanabe 18 (35)90 (184)205 (295)517 (497)589 (542)2685 (2514)6695 (8438)0/15
R-SHADE-10e2 Tanabe 12 (12)3000/15
R-SHADE-10e5 Tanabe 3.3 (2)4.7 (3)2.8 (1)3.0 (2)3.1 (2)3.4 (2)3.6 (1)15/15
RL-SHADE-10e2 Tanabe 12 (9)14 (12)3000/15
RL-SHADE-10e5 Tanabe 13 (9)15 (3)11 (2)11 (1)12 (1)14 (1)16 (1)15/15
SOO Derbel 4.6 (4)41 (55)300 (654)2112 (1774)3e50/15
BrentSTEPif Posik 164 (295)422 (595)879 (944)1e40/15
BrentSTEPifeg Posik 124 (161)401 (543)1e40/15
BrentSTEPqi Posik 218 (250)1152 (2079)2e40/15
BrentSTEPrr Posik 147 (285)539 (576)811 (1369)1e40/15
CMA-CSA Atamna 4.6 (2)4.5 (2)2.5 (0.5)2.3 (0.5)2.3 (0.4)2.5 (0.4)2.5 (0.4)15/15
CMA-MSR Atamna 5.8 (3)4.6 (0.9)2.5 (0.5)2.4 (0.4)2.5 (0.5)2.8 (0.4)3.2 (0.4)15/15
CMA-TPA Atamna 4.8 (3)4.5 (1)2.5 (0.5)2.4 (0.5)2.5 (0.3)2.6 (0.3)2.6 (0.3)15/15
GP1-CMAES Bajer 5.6 (4)5.8 (5)3.0 (2)3.2 (2)3.3 (2)5.9 (9)8.6 (6)2/15
GP1-CMAES Bajer 2013instances 4.8 (3)4.4 (1)2.3 (0.5)2.2 (0.3)2.4 (0.2)3.1 (1)5.5 (3)2/15
GP5-CMAES Bajer 1.9 (1.0)1.7 (0.5)0.95 (0.2)0.90 (0.2)0.95 (0.2)0.96 (0.2)1.3 (0.3)6/15
GP5-CMAES Bajer 2013instances 2.1 (0.9)1.8 (0.5)0.96 (0.2)0.90 (0.2)0.91 (0.2)0.92 (0.2)1.7 (1)5/15
IPOPCMAv3p61 Bajer 6.8 (6)19 (14)15 (13)21 (14)20 (20)7510/15
IPOPCMAv3p61 Bajer 2013instances 8.8 (6)12 (7)16 (13)42 (36)40 (37)7510/15
LHD-10xDefault-MATSuMoTo Brockhoff 33 (36)1500/15
LHD-2xDefault-MATSuMoTo Brockhoff 16 (26)1500/15
RAND-2xDefault-MATSuMoTo Brockhoff 11 (9)1500/15
RF1-CMAES Bajer 27 (30)101 (89)7510/15
RF1-CMAES Bajer 2013instances 46 (68)101 (123)47 (69)7510/15
RF5-CMAES Bajer 20 (17)7530/15
RF5-CMAES Bajer 2013instances 34 (40)7530/15
STEPif Posik 76 (140)365 (610)75790/15
STEPifeg Posik 51 (94)359 (295)75330/15
STEPrr Posik 68 (150)307 (274)227 (211)65630/15

Δ fopt
f12, 3-D
1e1
65
1e0
168
1e-1
338
1e-2
401
1e-3
445
1e-5
696
1e-7
790
#succ
15/15
MATSUMOTO Brockhoff 11 (11)14 (11)1500/15
R-DE-10e2 Tanabe 3000/15
R-DE-10e5 Tanabe 61 (112)76 (75)74 (74)86 (68)93 (64)96 (80)113 (87)13/15
R-SHADE-10e2 Tanabe 68 (62)3000/15
R-SHADE-10e5 Tanabe 11 (25)8.2 (20)6.2 (14)6.3 (13)6.5 (12)5.8 (9)6.1 (8)15/15
RL-SHADE-10e2 Tanabe 13 (10)3000/15
RL-SHADE-10e5 Tanabe 33 (9)20 (11)13 (6)13 (5)14 (6)11 (4)11 (3)15/15
SOO Derbel 5.3 (2)4.3 (2)4.1 (2)9.5 (10)22 (26)46 (45)189 (231)11/15
BrentSTEPif Posik 62 (132)80 (62)108 (171)380 (509)96900/15
BrentSTEPifeg Posik 59 (107)48 (97)75 (84)171 (171)332 (456)89870/15
BrentSTEPqi Posik 70 (171)71 (120)107 (89)488 (760)439 (413)1e40/15
BrentSTEPrr Posik 61 (84)46 (53)44 (36)152 (192)76340/15
CMA-CSA Atamna 6.7 (3)5.1 (4)3.8 (3)4.0 (3)4.0 (3)3.7 (2)3.8 (2)15/15
CMA-MSR Atamna 10 (8)6.7 (7)4.6 (4)4.6 (4)4.7 (3)3.9 (2)4.0 (2)15/15
CMA-TPA Atamna 7.6 (4)5.0 (6)3.2 (4)3.0 (4)3.0 (4)2.4 (3)2.7 (3)15/15
GP1-CMAES Bajer 8.4 (8)4.8 (4)3.7 (4)4.9 (6)25 (24)7510/15
GP1-CMAES Bajer 2013instances 5.8 (8)4.3 (5)3.4 (3)5.2 (7)8.2 (10)7510/15
GP5-CMAES Bajer 5.0 (6)3.4 (5)3.1 (6)3.5 (7)12 (14)7530/15
GP5-CMAES Bajer 2013instances 7.7 (9)4.9 (10)6.7 (8)8.1 (13)12 (17)7530/15
IPOPCMAv3p61 Bajer 6.8 (6)4.3 (4)4.8 (4)7510/15
IPOPCMAv3p61 Bajer 2013instances 7.7 (6)5.9 (5)15 (19)28 (30)7510/15
LHD-10xDefault-MATSuMoTo Brockhoff 1500/15
LHD-2xDefault-MATSuMoTo Brockhoff 11 (10)13 (9)1500/15
RAND-2xDefault-MATSuMoTo Brockhoff 11 (11)1500/15
RF1-CMAES Bajer 13 (16)11 (14)7510/15
RF1-CMAES Bajer 2013instances 14 (12)20 (23)33 (43)28 (23)25 (16)7510/15
RF5-CMAES Bajer 168 (212)7530/15
RF5-CMAES Bajer 2013instances 7530/15
STEPif Posik 10 (10)19 (21)26 (42)32480/15
STEPifeg Posik 8.3 (8)20 (28)36 (42)131 (131)34950/15
STEPrr Posik 14 (23)19 (27)35 (32)62 (72)112 (166)34190/15

Δ fopt
f13, 3-D
1e1
49
1e0
85
1e-1
108
1e-2
136
1e-3
215
1e-5
281
1e-7
365
#succ
15/15
MATSUMOTO Brockhoff 2.2 (2)8.1 (9)1500/15
R-DE-10e2 Tanabe 3.8 (2)25 (26)3000/15
R-DE-10e5 Tanabe 6.1 (4)13 (11)22 (14)41 (25)59 (46)690 (883)1443 (1184)2/15
R-SHADE-10e2 Tanabe 8.1 (8)3000/15
R-SHADE-10e5 Tanabe 3.9 (2)4.0 (2)4.4 (2)4.6 (1)3.5 (1)3.9 (1)3.8 (0.9)15/15
RL-SHADE-10e2 Tanabe 4.6 (4)26 (28)3000/15
RL-SHADE-10e5 Tanabe 16 (8)21 (3)25 (4)25 (3)19 (2)20 (2)19 (0.9)15/15
SOO Derbel 3.9 (1)7.0 (5)13 (8)19 (11)25 (24)81 (76)223 (225)13/15
BrentSTEPif Posik 302 (398)706 (855)1558 (1742)2701 (1618)3e40/15
BrentSTEPifeg Posik 293 (300)554 (839)1558 (2095)3e40/15
BrentSTEPqi Posik 185 (263)407 (405)1056 (1572)2768 (2217)3e40/15
BrentSTEPrr Posik 171 (263)662 (686)1575 (2168)1260 (1869)2e40/15
CMA-CSA Atamna 4.6 (3)4.5 (2)4.4 (1)4.2 (0.7)3.1 (0.7)3.4 (0.4)3.2 (0.3)15/15
CMA-MSR Atamna 4.0 (1)4.2 (1)4.7 (1)4.8 (0.9)3.6 (0.6)3.7 (0.4)3.6 (0.4)15/15
CMA-TPA Atamna 3.5 (2)3.6 (1)4.3 (2)4.6 (1)3.6 (0.5)3.5 (0.4)3.4 (0.6)15/15
GP1-CMAES Bajer 4.4 (6)6.2 (5)31 (32)40 (31)7510/15
GP1-CMAES Bajer 2013instances 5.1 (8)5.7 (6)11 (9)18 (15)51 (46)7510/15
GP5-CMAES Bajer 2.3 (2)2.8 (2)3.5 (4)3.9 (3)3.9 (4)7530/15
GP5-CMAES Bajer 2013instances 1.2 (0.5)2.6 (2)3.4 (3)3.4 (3)4.0 (5)7530/15
IPOPCMAv3p61 Bajer 5.9 (5)5.9 (3)10 (8)13 (10)26 (36)7510/15
IPOPCMAv3p61 Bajer 2013instances 7.3 (8)6.7 (6)8.7 (6)11 (11)13 (13)7510/15
LHD-10xDefault-MATSuMoTo Brockhoff 4.0 (3)1500/15
LHD-2xDefault-MATSuMoTo Brockhoff 2.7 (3)4.6 (7)1500/15
RAND-2xDefault-MATSuMoTo Brockhoff 2.8 (2)26 (23)1500/15
RF1-CMAES Bajer 12 (21)132 (126)7510/15
RF1-CMAES Bajer 2013instances 13 (12)60 (55)7510/15
RF5-CMAES Bajer 23 (39)7600/15
RF5-CMAES Bajer 2013instances 39 (61)126 (134)7600/15
STEPif Posik 141 (219)776 (1116)1357 (1069)2338 (3485)2e40/15
STEPifeg Posik 218 (348)479 (813)1451 (1412)2427 (3660)2e40/15
STEPrr Posik 131 (218)633 (538)928 (1113)1199 (1331)2e40/15

Δ fopt
f14, 3-D
1e1
2.0
1e0
17
1e-1
28
1e-2
43
1e-3
71
1e-5
110
1e-7
194
#succ
15/15
MATSUMOTO Brockhoff 1.7 (1)1.5 (0.6)2.1 (1)9.5 (10)31 (32)1500/15
R-DE-10e2 Tanabe 2.0 (2)2.2 (0.9)3.6 (2)4.4 (1)12 (12)3000/15
R-DE-10e5 Tanabe 3.0 (3)2.9 (1)5.1 (4)14 (31)19 (26)121 (98)530 (492)9/15
R-SHADE-10e2 Tanabe 3.8 (6)2.9 (1)4.9 (2)7.2 (4)3000/15
R-SHADE-10e5 Tanabe 3.0 (3)2.9 (2)4.1 (1)4.8 (0.8)4.2 (1)5.0 (2)4.0 (1)15/15
RL-SHADE-10e2 Tanabe 1.9 (2)2.6 (2)3.7 (2)3.9 (1)4.7 (3)3000/15
RL-SHADE-10e5 Tanabe 1.5 (2)4.2 (5)17 (3)23 (5)24 (5)28 (4)22 (2)15/15
SOO Derbel 1.4 (1)1.5 (0.8)3.0 (1.0)6.2 (2)12 (7)286 (315)675 (864)12/15
BrentSTEPif Posik 1.9 (2)5.4 (10)5.0 (7)188 (300)6285 (7397)3e40/15
BrentSTEPifeg Posik 1.9 (2)4.8 (9)4.4 (5)33 (24)1329 (2008)3e40/15
BrentSTEPqi Posik 1.9 (2)4.0 (6)3.3 (4)15 (15)1022 (1600)3e40/15
BrentSTEPrr Posik 1.9 (2)5.5 (10)4.6 (7)28 (42)779 (1012)3e40/15
CMA-CSA Atamna 4.2 (5)2.3 (2)3.7 (2)4.1 (2)4.4 (1)5.1 (0.9)4.2 (0.5)15/15
CMA-MSR Atamna 2.7 (2)3.2 (2)4.5 (2)5.8 (1)5.1 (0.9)5.6 (0.9)4.5 (0.8)15/15
CMA-TPA Atamna 4.8 (5)3.5 (1)4.5 (1)4.2 (0.9)3.9 (1)4.9 (1)4.1 (0.7)15/15
GP1-CMAES Bajer 3.6 (4)2.1 (1)2.6 (0.8)3.3 (1)4.1 (2)48 (45)7510/15
GP1-CMAES Bajer 2013instances 4.3 (5)2.5 (1)2.8 (0.9)3.5 (1)6.3 (5)23 (18)7510/15
GP5-CMAES Bajer 4.0 (4)1.8 (0.9)1.7 (0.6)1.9 (0.4)2.1 (0.7)32 (37)7600/15
GP5-CMAES Bajer 2013instances 3.7 (4)1.8 (0.9)1.8 (0.8)2.2 (1)3.6 (3)31 (38)7530/15
IPOPCMAv3p61 Bajer 4.0 (4)3.6 (3)4.3 (2)5.2 (2)5.4 (1)16 (16)7510/15
IPOPCMAv3p61 Bajer 2013instances 2.4 (2)3.1 (2)3.6 (1)4.0 (0.8)4.4 (1)8.9 (7)7510/15
LHD-10xDefault-MATSuMoTo Brockhoff 1.7 (2)4.1 (2)3.9 (0.4)8.3 (9)1500/15
LHD-2xDefault-MATSuMoTo Brockhoff 2.1 (1)1.4 (0.4)1.7 (0.6)24 (37)1500/15
RAND-2xDefault-MATSuMoTo Brockhoff 2.6 (2)1.4 (0.4)1.9 (1)12 (13)1500/15
RF1-CMAES Bajer 4.2 (4)3.2 (1)6.6 (3)10 (15)23 (22)7510/15
RF1-CMAES Bajer 2013instances 3.2 (4)7.7 (8)14 (19)24 (21)71 (98)7510/15
RF5-CMAES Bajer 3.3 (5)37 (51)59 (67)7530/15
RF5-CMAES Bajer 2013instances 2.1 (2)24 (23)41 (28)72 (83)151 (154)7530/15
STEPif Posik 1.9 (2)1.7 (1)2.4 (2)21 (42)2772 (2959)3e40/15
STEPifeg Posik 1.9 (2)1.6 (1.0)2.1 (2)12 (12)618 (652)3e40/15
STEPrr Posik 1.9 (2)1.4 (0.7)1.6 (1)12 (12)1294 (1469)3e40/15

Δ fopt
f15, 3-D
1e1
121
1e0
1372
1e-1
6285
1e-2
8282
1e-3
8429
1e-5
8787
1e-7
9041
#succ
15/15
MATSUMOTO Brockhoff 0.77 (0.8)1500/15
R-DE-10e2 Tanabe 0.93 (0.6)3000/15
R-DE-10e5 Tanabe 3.1 (3)7.1 (6)10 (8)9.2 (8)9.0 (7)11 (8)11 (8)15/15
R-SHADE-10e2 Tanabe 1.6 (0.7)3000/15
R-SHADE-10e5 Tanabe 1.7 (0.9)1.0 (0.8)0.84 (1)0.64 (0.8)0.64 (0.8)0.63 (0.8)0.63 (0.7)15/15
RL-SHADE-10e2 Tanabe 1.0 (0.5)3.2 (3)0.71 (0.8)0.54 (0.5)3000/15
RL-SHADE-10e5 Tanabe 2.7 (2)2.7 (1)2.1 (5)1.7 (4)1.8 (4)1.8 (4)1.8 (3)15/15
SOO Derbel 0.96 (0.3)1.5 (3)3.0 (6)2.3 (4)2.5 (4)2.5 (4)2.4 (4)15/15
BrentSTEPif Posik 62 (94)291 (367)3e40/15
BrentSTEPifeg Posik 50 (76)84 (93)30 (27)23 (26)23 (21)22 (29)46 (50)0/15
BrentSTEPqi Posik 84 (118)60 (77)63 (66)48 (46)47 (46)45 (47)45 (45)0/15
BrentSTEPrr Posik 80 (99)47 (62)31 (38)23 (19)23 (24)22 (28)22 (24)2/15
CMA-CSA Atamna 1.2 (0.6)1.3 (1)0.83 (0.8)0.64 (0.6)0.65 (0.6)0.65 (0.6)0.66 (0.6)15/15
CMA-MSR Atamna 2.7 (5)1.8 (1)0.72 (0.4)0.56 (0.3)↑10.57 (0.3)↑10.58 (0.3)↑10.60 (0.3)↑115/15
CMA-TPA Atamna 1.00 (0.5)1.6 (1)1.1 (0.7)0.91 (0.6)0.91 (0.5)0.91 (0.5)0.92 (0.5)15/15
GP1-CMAES Bajer 0.92 (0.4)0.87 (0.7)1.8 (2)7510/15
GP1-CMAES Bajer 2013instances 2.2 (3)1.7 (2)1.7 (2)1.3 (2)1.3 (2)1.3 (1)1.2 (0.6)0/15
GP5-CMAES Bajer 0.88 (0.7)7.8 (12)1.7 (3)1.3 (2)1.3 (2)1.2 (1)1.2 (1)1/15
GP5-CMAES Bajer 2013instances 0.74 (0.5)3.8 (4)7600/15
IPOPCMAv3p61 Bajer 1.1 (0.7)1.8 (2)7510/15
IPOPCMAv3p61 Bajer 2013instances 0.98 (0.4)1.4 (2)7510/15
LHD-10xDefault-MATSuMoTo Brockhoff 1.6 (2)1500/15
LHD-2xDefault-MATSuMoTo Brockhoff 1.1 (1)1500/15
RAND-2xDefault-MATSuMoTo Brockhoff 0.72 (0.3)↑11.6 (2)0.35 (0.4)1500/15
RF1-CMAES Bajer 2.0 (3)3.8 (4)1.7 (2)1.3 (1)1.3 (1)7510/15
RF1-CMAES Bajer 2013instances 1.0 (0.7)7510/15
RF5-CMAES Bajer 8.2 (16)7600/15
RF5-CMAES Bajer 2013instances 4.7 (6)7600/15
STEPif Posik 51 (101)88 (79)3e40/15
STEPifeg Posik 32 (57)41 (52)21 (24)16 (18)16 (16)24 (28)47 (32)1/15
STEPrr Posik 25 (45)33 (33)3e40/15

Δ fopt
f16, 3-D
1e1
41
1e0
319
1e-1
582
1e-2
789
1e-3
1864
1e-5
3204
1e-7
3361
#succ
15/15
MATSUMOTO Brockhoff 1.3 (1)1.6 (1)1500/15
R-DE-10e2 Tanabe 1.7 (2)3.2 (4)3000/15
R-DE-10e5 Tanabe 1.7 (1)4.0 (4)7.7 (9)9.3 (10)4.5 (4)3.8 (3)5.2 (4)15/15
R-SHADE-10e2 Tanabe 0.97 (1.0)14 (10)3000/15
R-SHADE-10e5 Tanabe 1.0 (1)1.7 (1)1.6 (0.6)1.5 (1)0.82 (0.7)0.54 (0.4)0.63 (0.5)15/15
RL-SHADE-10e2 Tanabe 1.3 (1)2.6 (3)3000/15
RL-SHADE-10e5 Tanabe 1.9 (1)4.4 (4)11 (4)11 (3)8.6 (10)5.9 (9)5.9 (9)15/15
SOO Derbel 0.90 (0.9)0.48 (0.3)↑00.84 (0.8)1.0 (1)0.64 (0.5)1.4 (2)2.2 (3)15/15
BrentSTEPif Posik 1.9 (2)24 (35)57 (62)168 (155)3e40/15
BrentSTEPifeg Posik 1.6 (2)20 (20)74 (76)163 (156)108 (80)3e40/15
BrentSTEPqi Posik 1.9 (2)26 (35)63 (44)164 (148)217 (245)3e40/15
BrentSTEPrr Posik 1.5 (2)19 (31)144 (103)161 (200)107 (89)3e40/15
CMA-CSA Atamna 1.7 (2)3.1 (3)3.5 (4)2.7 (3)1.2 (1)0.74 (0.8)0.75 (0.8)15/15
CMA-MSR Atamna 6.6 (17)7.1 (7)5.3 (4)4.4 (3)3.0 (3)1.9 (2)1.9 (2)15/15
CMA-TPA Atamna 3.2 (5)4.8 (7)3.6 (4)3.9 (7)1.7 (3)1.1 (2)1.1 (2)15/15
GP1-CMAES Bajer 1.4 (2)5.3 (5)5.8 (9)14 (16)7510/15
GP1-CMAES Bajer 2013instances 1.2 (1)3.1 (3)3.2 (4)6.6 (7)2.8 (5)1.7 (2)7510/15
GP5-CMAES Bajer 1.9 (0.9)2.7 (2)2.2 (2)2.5 (1)2.8 (3)7600/15
GP5-CMAES Bajer 2013instances 0.78 (0.7)3.6 (3)4.1 (6)4.4 (5)2.9 (5)3.4 (3)7600/15
IPOPCMAv3p61 Bajer 1.2 (1)1.9 (2)3.4 (4)4.4 (6)1.9 (2)1.1 (0.8)1.6 (1)2/15
IPOPCMAv3p61 Bajer 2013instances 1.6 (1)1.7 (2)1.8 (2)2.0 (2)1.1 (0.7)0.66 (0.5)1.1 (2)2/15
LHD-10xDefault-MATSuMoTo Brockhoff 0.98 (1)1.2 (1)3.8 (3)1500/15
LHD-2xDefault-MATSuMoTo Brockhoff 1.0 (0.9)1.00 (1)3.7 (4)1500/15
RAND-2xDefault-MATSuMoTo Brockhoff 1.3 (1)1.0 (0.7)1500/15
RF1-CMAES Bajer 1.3 (1)2.2 (2)5.7 (7)7510/15
RF1-CMAES Bajer 2013instances 1.0 (1)3.4 (4)4.0 (4)4.3 (5)7510/15
RF5-CMAES Bajer 3.0 (4)11 (15)19 (18)14 (17)6.0 (6)7530/15
RF5-CMAES Bajer 2013instances 2.7 (6)4.6 (5)9.1 (8)7600/15
STEPif Posik 1.0 (0.6)12 (32)36 (52)91 (83)111 (156)3e40/15
STEPifeg Posik 1.0 (0.6)10 (17)28 (35)265 (264)112 (139)3e40/15
STEPrr Posik 1.2 (0.8)19 (26)47 (52)257 (246)3e40/15

Δ fopt
f17, 3-D
1e1
4.0
1e0
78
1e-1
282
1e-2
491
1e-3
1134
1e-5
2347
1e-7
3469
#succ
15/15
MATSUMOTO Brockhoff 2.3 (2)1.2 (1)8.4 (9)1500/15
R-DE-10e2 Tanabe 2.0 (2)1.7 (0.8)2.5 (1)3000/15
R-DE-10e5 Tanabe 1.9 (1)1.5 (0.6)2.0 (0.9)6.6 (6)7.8 (10)9.2 (10)17 (22)14/15
R-SHADE-10e2 Tanabe 2.3 (4)2.5 (3)16 (12)3000/15
R-SHADE-10e5 Tanabe 1.6 (2)1.3 (0.8)1.1 (0.5)1.1 (0.3)0.66 (0.1)↑00.67 (0.4)0.84 (0.5)15/15
RL-SHADE-10e2 Tanabe 2.3 (2)2.3 (3)5.2 (7)3000/15
RL-SHADE-10e5 Tanabe 1.9 (3)4.7 (2)5.3 (1.0)5.9 (2)3.9 (0.4)3.1 (0.3)2.7 (0.2)15/15
SOO Derbel 1.1 (1)0.90 (0.5)0.98 (0.4)1.8 (1)1.3 (1.0)1.6 (0.9)2.0 (0.9)15/15
BrentSTEPif Posik 2.6 (2)54 (111)143 (222)267 (339)385 (587)3e40/15
BrentSTEPifeg Posik 3.3 (2)47 (91)304 (353)879 (1419)384 (462)3e40/15
BrentSTEPqi Posik 2.7 (2)70 (207)73 (97)180 (275)187 (258)3e40/15
BrentSTEPrr Posik 4.7 (2)53 (147)116 (119)248 (350)374 (600)3e40/15
CMA-CSA Atamna 2.0 (2)1.2 (0.5)0.93 (0.2)↑11.3 (2)0.78 (0.8)0.86 (0.5)0.81 (0.7)15/15
CMA-MSR Atamna 2.8 (2)3.3 (7)2.3 (2)1.9 (2)0.97 (0.7)1.1 (0.8)1.0 (0.4)15/15
CMA-TPA Atamna 4.0 (5)1.5 (0.8)0.85 (0.4)0.78 (0.2)0.77 (0.6)1.2 (1)1.2 (0.9)15/15
GP1-CMAES Bajer 3.0 (3)1.7 (0.7)1.7 (2)3.2 (3)10 (7)7510/15
GP1-CMAES Bajer 2013instances 2.1 (4)2.4 (5)1.5 (2)3.0 (4)3.2 (4)7510/15
GP5-CMAES Bajer 8.2 (7)2.6 (4)4.6 (7)11 (13)7600/15
GP5-CMAES Bajer 2013instances 2.9 (3)4.2 (5)3.5 (3)22 (33)7530/15
IPOPCMAv3p61 Bajer 3.4 (3)3.0 (5)1.6 (2)1.3 (1)0.80 (0.7)2.4 (2)7510/15
IPOPCMAv3p61 Bajer 2013instances 4.8 (6)1.6 (0.5)0.94 (0.3)0.92 (0.2)0.74 (0.7)4.8 (6)7510/15
LHD-10xDefault-MATSuMoTo Brockhoff 2.5 (3)1.7 (1)7.9 (9)1500/15
LHD-2xDefault-MATSuMoTo Brockhoff 2.1 (2)1.4 (1)1500/15
RAND-2xDefault-MATSuMoTo Brockhoff 2.4 (2)1.0 (0.5)2.6 (3)1500/15
RF1-CMAES Bajer 3.5 (4)5.9 (10)11 (14)22 (20)10 (8)7510/15
RF1-CMAES Bajer 2013instances 3.7 (4)6.2 (8)8.2 (7)22 (25)7510/15
RF5-CMAES Bajer 16 (3)13 (14)7600/15
RF5-CMAES Bajer 2013instances 19 (60)12 (14)40 (26)7600/15
STEPif Posik 4.2 (2)30 (42)69 (85)268 (263)3e40/15
STEPifeg Posik 3.5 (2)47 (71)48 (53)193 (167)3e40/15
STEPrr Posik 3.3 (2)15 (40)51 (81)184 (177)378 (278)3e40/15

Δ fopt
f18, 3-D
1e1
40
1e0
145
1e-1
1289
1e-2
3084
1e-3
3523
1e-5
4738
1e-7
5527
#succ
15/15
MATSUMOTO Brockhoff 1.1 (0.9)16 (15)1500/15
R-DE-10e2 Tanabe 1.3 (1)2.0 (2)3000/15
R-DE-10e5 Tanabe 1.3 (0.9)7.4 (7)5.3 (9)4.0 (5)12 (17)28 (29)46 (46)9/15
R-SHADE-10e2 Tanabe 2.4 (3)7.4 (7)3000/15
R-SHADE-10e5 Tanabe 1.2 (0.9)1.7 (0.7)0.64 (0.2)↑10.42 (0.4)0.61 (0.8)0.68 (0.6)0.90 (0.8)15/15
RL-SHADE-10e2 Tanabe 2.2 (2)7.3 (7)3000/15
RL-SHADE-10e5 Tanabe 2.9 (3)7.1 (3)2.0 (0.4)1.3 (0.2)1.5 (0.1)1.7 (0.1)1.9 (0.1)15/15
SOO Derbel 0.97 (0.8)1.4 (0.5)0.74 (0.5)1.0 (0.7)1.6 (1)3.7 (4)6.1 (5)15/15
BrentSTEPif Posik 1.3 (3)210 (335)149 (265)3e40/15
BrentSTEPifeg Posik 1.6 (3)132 (168)324 (410)3e40/15
BrentSTEPqi Posik 1.1 (1.0)127 (244)332 (297)3e40/15
BrentSTEPrr Posik 17 (2)72 (94)151 (179)3e40/15
CMA-CSA Atamna 1.4 (0.9)3.1 (4)1.2 (2)0.71 (0.8)0.81 (0.8)0.85 (0.5)0.95 (0.5)15/15
CMA-MSR Atamna 1.4 (0.9)5.1 (8)1.1 (2)0.73 (1)0.96 (1)0.96 (0.8)1.0 (0.7)15/15
CMA-TPA Atamna 1.7 (1)4.2 (7)1.0 (0.9)0.55 (0.4)↑10.75 (0.6)0.85 (0.5)0.93 (0.4)15/15
GP1-CMAES Bajer 1.1 (0.8)2.3 (3)1.4 (1)1.8 (2)7510/15
GP1-CMAES Bajer 2013instances 1.3 (0.7)3.7 (3)2.6 (3)3.6 (3)7510/15
GP5-CMAES Bajer 1.2 (1)3.3 (5)8.4 (11)7530/15
GP5-CMAES Bajer 2013instances 5.7 (9)3.3 (6)2.5 (3)3.5 (3)7600/15
IPOPCMAv3p61 Bajer 1.6 (0.9)2.6 (4)1.9 (2)1.7 (2)3.2 (5)7510/15
IPOPCMAv3p61 Bajer 2013instances 1.8 (1)4.2 (6)2.0 (2)1.2 (0.8)1.6 (1)7510/15
LHD-10xDefault-MATSuMoTo Brockhoff 2.1 (0.4)15 (13)1500/15
LHD-2xDefault-MATSuMoTo Brockhoff 0.93 (0.6)2.4 (2)1500/15
RAND-2xDefault-MATSuMoTo Brockhoff 0.97 (0.6)2.7 (2)1500/15
RF1-CMAES Bajer 1.6 (2)9.0 (15)1.8 (3)3.5 (3)7510/15
RF1-CMAES Bajer 2013instances 7.7 (10)12 (12)4.1 (5)7510/15
RF5-CMAES Bajer 11 (13)23 (16)7530/15
RF5-CMAES Bajer 2013instances 5.1 (7)16 (16)7600/15
STEPif Posik 3.8 (3)110 (136)142 (157)3e40/15
STEPifeg Posik 1.5 (3)74 (131)93 (149)3e40/15
STEPrr Posik 1.2 (2)90 (118)93 (130)3e40/15

Δ fopt
f19, 3-D
1e1
1
1e0
1
1e-1
109
1e-2
6764
1e-3
7367
1e-5
7399
1e-7
7441
#succ
15/15
MATSUMOTO Brockhoff 8.9 (8)286 (225)1500/15
R-DE-10e2 Tanabe 8.4 (9)177 (191)39 (46)3000/15
R-DE-10e5 Tanabe 6.9 (6)142 (106)31 (36)7.5 (10)11 (11)22 (27)22 (26)12/15
R-SHADE-10e2 Tanabe 9.0 (8)274 (240)39 (35)3000/15
R-SHADE-10e5 Tanabe 7.1 (5)178 (132)24 (40)1.9 (2)2.2 (4)2.2 (4)2.3 (4)15/15
RL-SHADE-10e2 Tanabe 15 (14)228 (376)41 (47)3000/15
RL-SHADE-10e5 Tanabe 7.7 (10)191 (184)25 (19)2.6 (5)4.1 (5)7.4 (12)8.3 (11)15/15
SOO Derbel 1 (0)1 (0)★32.9 (2)7.2 (11)23 (22)77 (92)134 (131)2/15
BrentSTEPif Posik 8.3 (7)242 (191)36 (51)30 (32)57 (43)3e40/15
BrentSTEPifeg Posik 8.3 (7)220 (346)17 (14)61 (80)3e40/15
BrentSTEPqi Posik 8.3 (7)253 (252)46 (36)10 (8)55 (64)3e40/15
BrentSTEPrr Posik 8.3 (7)237 (182)33 (34)66 (70)3e40/15
CMA-CSA Atamna 11 (10)352 (890)39 (37)2.1 (2)2.4 (2)2.5 (2)2.5 (2)15/15
CMA-MSR Atamna 8.8 (4)251 (600)96 (147)46 (47)94 (122)122 (135)122 (124)4/15
CMA-TPA Atamna 8.7 (10)172 (114)41 (61)2.3 (2)2.8 (3)2.9 (4)2.9 (4)15/15
GP1-CMAES Bajer 10 (8)160 (143)48 (52)7530/15
GP1-CMAES Bajer 2013instances 6.1 (8)154 (197)48 (74)7530/15
GP5-CMAES Bajer 7.3 (8)143 (170)21 (20)7620/15
GP5-CMAES Bajer 2013instances 10 (10)282 (414)104 (118)7620/15
IPOPCMAv3p61 Bajer 7.5 (8)126 (98)7510/15
IPOPCMAv3p61 Bajer 2013instances 9.4 (10)189 (116)7510/15
LHD-10xDefault-MATSuMoTo Brockhoff 8.9 (12)522 (488)1500/15
LHD-2xDefault-MATSuMoTo Brockhoff 8.1 (8)229 (241)1500/15
RAND-2xDefault-MATSuMoTo Brockhoff 8.3 (13)455 (487)1500/15
RF1-CMAES Bajer 11 (12)157 (168)98 (94)7510/15
RF1-CMAES Bajer 2013instances 10 (10)210 (195)24 (25)7510/15
RF5-CMAES Bajer 6.8 (9)425 (439)102 (112)7550/15
RF5-CMAES Bajer 2013instances 8.1 (7)456 (514)7550/15
STEPif Posik 8.7 (8)338 (338)36 (75)63 (45)3e40/15
STEPifeg Posik 8.7 (8)289 (285)19 (31)63 (46)59 (75)3e40/15
STEPrr Posik 8.7 (8)433 (312)21 (42)19 (22)3e40/15

Δ fopt
f20, 3-D
1e1
8.0
1e0
385
1e-1
2291
1e-2
2398
1e-3
2481
1e-5
2573
1e-7
2776
#succ
15/15
MATSUMOTO Brockhoff 1.6 (1)2.9 (4)1500/15
R-DE-10e2 Tanabe 3.6 (2)0.89 (1)1.9 (2)3000/15
R-DE-10e5 Tanabe 27 (3)2.7 (3)2.3 (4)2.7 (3)2.8 (3)5.9 (7)6.9 (10)15/15
R-SHADE-10e2 Tanabe 4.0 (4)1.3 (1)3000/15
R-SHADE-10e5 Tanabe 2.7 (2)1.8 (2)3.0 (3)2.9 (3)2.8 (3)2.8 (3)2.6 (2)15/15
RL-SHADE-10e2 Tanabe 2.6 (3)0.62 (0.4)3000/15
RL-SHADE-10e5 Tanabe 3.5 (4)2.7 (1)8.0 (13)8.2 (13)8.2 (12)8.3 (12)7.9 (11)15/15
SOO Derbel 3.5 (0.1)0.19 (1e-3)↑018 (2)18 (2)17 (2)17 (2)15 (2)15/15
BrentSTEPif Posik 3.9 (2)17 (26)87 (124)84 (117)81 (103)80 (73)76 (74)1/15
BrentSTEPifeg Posik 5.1 (2)13 (21)17 (15)16 (15)16 (22)16 (19)18 (17)7/15
BrentSTEPqi Posik 3.1 (2)11 (16)31 (35)30 (27)29 (34)37 (42)35 (48)4/15
BrentSTEPrr Posik 2.4 (1)14 (15)19 (12)19 (17)18 (13)24 (23)23 (20)6/15
CMA-CSA Atamna 2.4 (2)4.5 (4)3.6 (4)3.7 (4)3.6 (4)3.7 (4)3.5 (4)15/15
CMA-MSR Atamna 2.9 (2)13 (13)151 (179)269 (263)261 (349)253 (276)235 (220)5/15
CMA-TPA Atamna 3.9 (3)7.6 (8)10 (12)10 (13)10 (13)10 (13)10 (13)15/15
GP1-CMAES Bajer 2.0 (1)5.6 (5)2.2 (2)4.5 (5)4.4 (3)4.3 (4)4.0 (5)1/15
GP1-CMAES Bajer 2013instances 2.8 (2)3.7 (4)7510/15
GP5-CMAES Bajer 2.2 (1)4.8 (5)7600/15
GP5-CMAES Bajer 2013instances 1.8 (2)2.0 (2)7600/15
IPOPCMAv3p61 Bajer 3.5 (4)8.3 (8)4.7 (5)4.6 (4)4.4 (5)4.3 (5)4.0 (6)1/15
IPOPCMAv3p61 Bajer 2013instances 3.6 (4)4.5 (5)7510/15
LHD-10xDefault-MATSuMoTo Brockhoff 4.3 (5)1500/15
LHD-2xDefault-MATSuMoTo Brockhoff 2.1 (2)1500/15
RAND-2xDefault-MATSuMoTo Brockhoff 2.1 (1)1500/15
RF1-CMAES Bajer 3.3 (2)13 (14)7510/15
RF1-CMAES Bajer 2013instances 8.6 (19)5.9 (6)7510/15
RF5-CMAES Bajer 23 (41)7600/15
RF5-CMAES Bajer 2013instances 40 (50)7600/15
STEPif Posik 3.4 (3)10 (25)20 (24)20 (19)19 (30)22 (19)26 (45)4/15
STEPifeg Posik 3.0 (2)7.3 (17)19 (17)18 (15)17 (22)21 (17)25 (32)5/15
STEPrr Posik 2.7 (2)9.0 (16)17 (24)16 (21)16 (17)15 (19)20 (29)6/15

Δ fopt
f21, 3-D
1e1
6.0
1e0
184
1e-1
425
1e-2
439
1e-3
458
1e-5
469
1e-7
482
#succ
14/15
MATSUMOTO Brockhoff 1.5 (1)0.70 (0.9)1.5 (2)5.0 (5)1500/15
R-DE-10e2 Tanabe 1.3 (2)1.5 (2)1.5 (2)3.0 (2)3.1 (3)4.7 (4)3000/15
R-DE-10e5 Tanabe 1.8 (3)7.4 (14)6.0 (8)6.2 (8)6.1 (7)6.5 (7)7.1 (7)15/15
R-SHADE-10e2 Tanabe 2.6 (3)3.2 (4)2.5 (2)3.3 (3)3000/15
R-SHADE-10e5 Tanabe 1.4 (1)2.8 (6)2.4 (3)2.5 (3)2.5 (3)2.6 (3)2.7 (2)15/15
RL-SHADE-10e2 Tanabe 1.2 (1)2.1 (3)5.2 (6)10 (10)3000/15
RL-SHADE-10e5 Tanabe 1.3 (1)3.1 (4)20 (71)21 (69)21 (66)22 (65)23 (63)15/15
SOO Derbel 1.3 (1)0.56 (0.9)0.66 (0.7)1.4 (2)1.9 (3)2.1 (3)2.6 (3)15/15
BrentSTEPif Posik 1.5 (1)104 (164)114 (181)145 (290)143 (116)192 (262)265 (339)3/15
BrentSTEPifeg Posik 1.5 (1)105 (114)55 (75)55 (52)60 (97)75 (87)148 (161)4/15
BrentSTEPqi Posik 1.5 (1)167 (154)120 (209)118 (208)114 (115)142 (157)188 (344)4/15
BrentSTEPrr Posik 1.5 (1)141 (227)145 (291)142 (188)137 (149)141 (213)268 (358)3/15
CMA-CSA Atamna 1.3 (1)6.7 (11)5.9 (7)6.5 (8)6.8 (8)7.0 (8)7.1 (8)15/15
CMA-MSR Atamna 2.0 (2)17 (17)154 (343)251 (509)240 (489)235 (335)229 (323)11/15
CMA-TPA Atamna 1.6 (2)2.1 (2)17 (8)20 (25)20 (30)59 (63)58 (61)14/15
GP1-CMAES Bajer 1.9 (2)2.4 (4)2.8 (4)3.6 (3)3.5 (4)3.5 (4)4.0 (4)4/15
GP1-CMAES Bajer 2013instances 0.92 (0.8)17 (19)25 (40)24 (27)23 (27)23 (31)7510/15
GP5-CMAES Bajer 1.9 (2)4.4 (4)4.2 (4)4.2 (4)4.0 (5)5.5 (5)7530/15
GP5-CMAES Bajer 2013instances 1.4 (2)4.0 (6)5.6 (5)5.5 (9)5.3 (6)7.2 (12)22 (21)1/15
IPOPCMAv3p61 Bajer 1.3 (1)27 (28)25 (22)24 (36)23 (23)23 (29)22 (26)1/15
IPOPCMAv3p61 Bajer 2013instances 1.9 (2)4.3 (5)7.2 (9)11 (12)11 (9)11 (14)11 (10)2/15
LHD-10xDefault-MATSuMoTo Brockhoff 1.7 (2)0.75 (0.6)0.66 (0.8)1.2 (2)1.6 (2)4.8 (6)1500/15
LHD-2xDefault-MATSuMoTo Brockhoff 1.2 (1)1.2 (1)1.7 (1)2.5 (2)4.9 (5)1500/15
RAND-2xDefault-MATSuMoTo Brockhoff 1.2 (1)1.0 (1)1.2 (2)2.5 (3)1500/15
RF1-CMAES Bajer 1.6 (1)8.8 (11)12 (18)12 (8)23 (32)23 (30)22 (50)1/15
RF1-CMAES Bajer 2013instances 2.1 (2)5.0 (10)5.0 (6)5.0 (9)5.0 (10)6.8 (7)7.1 (8)2/15
RF5-CMAES Bajer 1.3 (2)9.1 (8)7.7 (8)11 (22)11 (10)7530/15
RF5-CMAES Bajer 2013instances 1.9 (1)8.0 (12)13 (16)26 (34)7600/15
STEPif Posik 2.1 (2)106 (145)142 (248)138 (188)134 (183)147 (167)258 (233)3/15
STEPifeg Posik 1.9 (2)111 (214)77 (139)76 (108)74 (72)113 (160)159 (194)4/15
STEPrr Posik 1.9 (2)163 (152)195 (335)190 (188)183 (198)184 (242)407 (436)2/15

Δ fopt
f22, 3-D
1e1
18
1e0
170
1e-1
354
1e-2
362
1e-3
384
1e-5
401
1e-7
414
#succ
15/15
MATSUMOTO Brockhoff 1.4 (1.0)1.5 (2)3.0 (3)1500/15
R-DE-10e2 Tanabe 1.7 (1)1.5 (1)2.9 (3)12 (13)11 (18)11 (10)3000/15
R-DE-10e5 Tanabe 8.2 (1)5.7 (8)6.3 (9)6.5 (8)6.3 (8)7.1 (9)7.6 (9)15/15
R-SHADE-10e2 Tanabe 2.2 (3)1.6 (1)2.1 (2)6.1 (6)12 (9)3000/15
R-SHADE-10e5 Tanabe 0.87 (0.9)1.9 (3)2.8 (4)3.1 (4)3.1 (3)3.2 (3)3.3 (3)15/15
RL-SHADE-10e2 Tanabe 2.9 (6)1.5 (2)4.1 (3)3000/15
RL-SHADE-10e5 Tanabe 2.0 (3)2.4 (2)25 (86)26 (84)26 (79)27 (76)28 (74)15/15
SOO Derbel 0.71 (0.7)0.47 (0.4)↑11.2 (2)3.0 (2)4.5 (8)30 (60)44 (86)15/15
BrentSTEPif Posik 10 (8)219 (233)245 (254)373 (299)1094 (1047)1048 (1151)1019 (1466)1/15
BrentSTEPifeg Posik 7.7 (11)87 (159)73 (98)144 (195)240 (219)335 (367)1080 (1069)0/15
BrentSTEPqi Posik 4.8 (7)130 (181)108 (155)210 (258)359 (278)527 (767)3e40/15
BrentSTEPrr Posik 3.9 (9)146 (185)187 (184)344 (396)525 (447)1068 (1006)1059 (1304)0/15
CMA-CSA Atamna 1.4 (1)11 (22)227 (342)363 (581)399 (617)705 (938)683 (986)7/15
CMA-MSR Atamna 2.0 (2)5.9 (8)36 (20)107 (206)207 (368)199 (354)193 (363)12/15
CMA-TPA Atamna 1.9 (3)19 (13)267 (388)305 (533)424 (663)646 (771)1335 (1664)5/15
GP1-CMAES Bajer 1.3 (1)7.8 (9)9.0 (11)9.1 (8)8.7 (9)8.6 (10)8.5 (12)3/15
GP1-CMAES Bajer 2013instances 1.7 (2)3.8 (5)4.6 (6)6.4 (9)6.2 (5)8.9 (8)13 (15)2/15
GP5-CMAES Bajer 6.3 (11)4.6 (5)9.1 (16)9.1 (12)8.7 (8)13 (11)7600/15
GP5-CMAES Bajer 2013instances 4.3 (5)10 (7)10 (12)10 (11)9.2 (6)27 (32)26 (26)0/15
IPOPCMAv3p61 Bajer 4.5 (2)4.5 (5)6.7 (10)6.7 (7)6.4 (8)6.2 (5)6.2 (5)4/15
IPOPCMAv3p61 Bajer 2013instances 2.1 (1)10 (11)15 (17)14 (11)14 (8)13 (27)13 (10)2/15
LHD-10xDefault-MATSuMoTo Brockhoff 1.7 (2)0.88 (0.7)3.0 (6)1500/15
LHD-2xDefault-MATSuMoTo Brockhoff 1.4 (0.9)2.2 (2)1500/15
RAND-2xDefault-MATSuMoTo Brockhoff 0.98 (0.8)1.1 (1)3.1 (4)1500/15
RF1-CMAES Bajer 4.4 (2)13 (25)7510/15
RF1-CMAES Bajer 2013instances 1.7 (1)5.5 (9)14 (15)29 (37)28 (45)27 (25)7510/15
RF5-CMAES Bajer 4.3 (13)29 (34)7600/15
RF5-CMAES Bajer 2013instances 6.9 (17)11 (10)15 (11)31 (32)7530/15
STEPif Posik 3.3 (2)67 (113)181 (261)377 (280)1100 (1502)1118 (991)3e40/15
STEPifeg Posik 1.9 (2)61 (103)77 (84)105 (112)192 (243)1059 (861)3e40/15
STEPrr Posik 1.5 (1.0)66 (89)50 (70)84 (102)243 (310)527 (623)3e40/15

Δ fopt
f23, 3-D
1e1
3.0
1e0
407
1e-1
906
1e-2
1215
1e-3
2214
1e-5
2293
1e-7
2393
#succ
15/15
MATSUMOTO Brockhoff 3.7 (4)1500/15
R-DE-10e2 Tanabe 2.7 (2)11 (11)3000/15
R-DE-10e5 Tanabe 4.0 (4)24 (28)4863 (5298)3627 (3395)1991 (1897)1923 (2191)1843 (1818)1/15
R-SHADE-10e2 Tanabe 3.6 (4)3000/15
R-SHADE-10e5 Tanabe 2.4 (2)5.4 (5)8.7 (6)6.6 (5)3.7 (3)3.7 (3)3.7 (2)15/15
RL-SHADE-10e2 Tanabe 3.0 (3)3000/15
RL-SHADE-10e5 Tanabe 2.8 (2)8.2 (7)20 (34)19 (26)11 (14)11 (14)11 (13)15/15
SOO Derbel 3.8 (5)1.4 (1)4.3 (7)5.8 (7)4.8 (5)9.3 (9)13 (11)15/15
BrentSTEPif Posik 3.3 (4)2.1 (2)158 (184)3e40/15
BrentSTEPifeg Posik 3.3 (4)1.5 (1)220 (297)3e40/15
BrentSTEPqi Posik 3.2 (4)2.1 (2)56 (75)3e40/15
BrentSTEPrr Posik 3.4 (4)1.6 (2)486 (689)3e40/15
CMA-CSA Atamna 2.9 (2)6.2 (6)14 (15)11 (11)6.1 (6)6.1 (6)6.0 (6)15/15
CMA-MSR Atamna 2.3 (1)4.2 (3)3.3 (3)2.7 (2)1.6 (1)1.7 (1)1.8 (1)15/15
CMA-TPA Atamna 3.6 (2)9.4 (6)13 (11)11 (8)5.9 (5)5.9 (5)5.9 (4)15/15
GP1-CMAES Bajer 3.3 (4)3.2 (3)7530/15
GP1-CMAES Bajer 2013instances 2.9 (2)13 (18)7530/15
GP5-CMAES Bajer 3.1 (4)1.2 (1)5.7 (5)8.9 (7)4.9 (9)7530/15
GP5-CMAES Bajer 2013instances 5.0 (5)1.1 (1)2.7 (4)7530/15
IPOPCMAv3p61 Bajer 3.7 (4)4.6 (6)12 (9)7510/15
IPOPCMAv3p61 Bajer 2013instances 3.8 (6)6.3 (6)7510/15
LHD-10xDefault-MATSuMoTo Brockhoff 5.6 (8)1500/15
LHD-2xDefault-MATSuMoTo Brockhoff 3.5 (2)1500/15
RAND-2xDefault-MATSuMoTo Brockhoff 3.9 (4)1500/15
RF1-CMAES Bajer 1.7 (2)27 (34)7530/15
RF1-CMAES Bajer 2013instances 4.4 (4)7530/15
RF5-CMAES Bajer 2.6 (2)13 (13)7550/15
RF5-CMAES Bajer 2013instances 3.1 (4)8.1 (7)7620/15
STEPif Posik 3.2 (4)2.7 (2)111 (108)3e40/15
STEPifeg Posik 3.2 (4)2.5 (1)146 (242)3e40/15
STEPrr Posik 3.2 (4)1.9 (1)493 (398)3e40/15

Δ fopt
f24, 3-D
1e1
97
1e0
10391
1e-1
1.0e5
1e-2
3.6e5
1e-3
3.6e5
1e-5
3.6e5
1e-7
3.6e5
#succ
2/15
MATSUMOTO Brockhoff 7.1 (9)1500/15
R-DE-10e2 Tanabe 3.4 (2)3000/15
R-DE-10e5 Tanabe 2.5 (3)12 (13)3e50/15
R-SHADE-10e2 Tanabe 3.0 (4)3000/15
R-SHADE-10e5 Tanabe 1.7 (1)1.6 (2)2.5 (4)3.7 (3)3.7 (4)3.7 (3)3.7 (4)3/15
RL-SHADE-10e2 Tanabe 2.3 (2)3000/15
RL-SHADE-10e5 Tanabe 3.2 (3)20 (20)2.6 (3)0.81 (0.8)0.82 (0.8)0.82 (0.9)0.82 (0.7)9/15
SOO Derbel 2.3 (2)2.3 (3)8.5 (8)5.7 (7)5.7 (7)5.7 (6)5.7 (9)2/15
BrentSTEPif Posik 4.5 (5)12 (19)3e40/15
BrentSTEPifeg Posik 4.1 (4)39 (59)3e40/15
BrentSTEPqi Posik 5.0 (7)39 (46)3e40/15
BrentSTEPrr Posik 3.0 (4)18 (15)3e40/15
CMA-CSA Atamna 1.8 (2)116 (181)3e50/15
CMA-MSR Atamna 2.4 (1)45 (51)19 (21)3e50/15
CMA-TPA Atamna 2.5 (1)117 (109)3e50/15
GP1-CMAES Bajer 1.3 (0.9)7530/15
GP1-CMAES Bajer 2013instances 1.5 (2)7510/15
GP5-CMAES Bajer 2.8 (3)1.0 (2)7550/15
GP5-CMAES Bajer 2013instances 1.5 (2)1.0 (1.0)7600/15
IPOPCMAv3p61 Bajer 2.4 (1)7510/15
IPOPCMAv3p61 Bajer 2013instances 2.0 (1)7510/15
LHD-10xDefault-MATSuMoTo Brockhoff 11 (11)1500/15
LHD-2xDefault-MATSuMoTo Brockhoff 3.5 (3)1500/15
RAND-2xDefault-MATSuMoTo Brockhoff 11 (9)1500/15
RF1-CMAES Bajer 3.3 (4)7510/15
RF1-CMAES Bajer 2013instances 2.6 (4)7510/15
RF5-CMAES Bajer 6.0 (7)7550/15
RF5-CMAES Bajer 2013instances 6.1 (7)7550/15
STEPif Posik 2.4 (3)18 (16)3e40/15
STEPifeg Posik 2.3 (3)8.9 (11)3e40/15
STEPrr Posik 1.8 (1)39 (30)3.9 (4)3e40/15

Previous dimension | Dimension = 5 | Next dimension

Δ fopt
f1, 5-D
1e1
11
1e0
12
1e-1
12
1e-2
12
1e-3
12
1e-5
12
1e-7
12
#succ
15/15
MATSUMOTO Brockhoff 1.5 (0.5)2.9 (1)4.0 (1)9.2 (8)56 (68)2500/15
R-DE-10e2 Tanabe 2.8 (2)8.3 (3)14 (4)20 (5)27 (6)50 (23)622 (458)0/15
R-DE-10e5 Tanabe 3.0 (2)8.7 (3)14 (3)22 (3)29 (5)43 (7)56 (8)15/15
R-SHADE-10e2 Tanabe 3.2 (3)9.1 (4)16 (4)25 (5)35 (5)625 (562)5000/15
R-SHADE-10e5 Tanabe 4.1 (4)14 (4)25 (3)36 (5)48 (7)72 (10)97 (12)15/15
RL-SHADE-10e2 Tanabe 2.4 (3)9.3 (6)14 (7)20 (7)26 (8)41 (21)205 (231)1/15
RL-SHADE-10e5 Tanabe 4.7 (5)35 (26)114 (19)189 (25)269 (35)424 (31)561 (40)15/15
SOO Derbel 1.3 (0.5)5.4 (2)14 (3)26 (4)44 (6)87 (10)158 (11)15/15
BrentSTEPif Posik 1.6 (0.3)2.0 (0.2)2.2 (0.3)2.2 (0.2)2.3 (0.2)2.3 (0.2)2.3 (0.2)15/15
BrentSTEPifeg Posik 1.6 (0.3)2.0 (0.2)2.2 (0.3)2.2 (0.2)2.3 (0.2)2.3 (0.2)2.3 (0.2)15/15
BrentSTEPqi Posik 1.6 (0.3)2.0 (0.2)2.2 (0.3)2.2 (0.2)2.3 (0.2)2.3 (0.2)2.3 (0.2)15/15
BrentSTEPrr Posik 1.6 (0.3)2.0 (0.2)2.2 (0.3)2.2 (0.2)2.3 (0.2)2.3 (0.2)2.3 (0.2)15/15
CMA-CSA Atamna 3.8 (2)10 (3)16 (3)22 (4)29 (4)41 (5)52 (6)15/15
CMA-MSR Atamna 3.6 (3)12 (3)21 (5)32 (3)41 (5)63 (7)83 (8)15/15
CMA-TPA Atamna 3.2 (3)9.3 (3)14 (4)20 (4)25 (4)37 (7)48 (8)15/15
GP1-CMAES Bajer 2.5 (2)6.5 (1)10 (2)13 (2)16 (2)23 (3)32 (6)15/15
GP1-CMAES Bajer 2013instances 2.3 (1)6.1 (1)9.2 (2)13 (2)16 (3)21 (4)31 (5)15/15
GP5-CMAES Bajer 1.7 (0.5)3.0 (0.6)4.0 (0.5)5.1 (0.6)6.1 (0.7)9.4 (4)35 (19)14/15
GP5-CMAES Bajer 2013instances 1.7 (0.8)3.0 (0.5)3.9 (0.7)5.2 (0.4)6.3 (0.6)8.5 (1)45 (24)11/15
IPOPCMAv3p61 Bajer 2.7 (1)10 (3)16 (4)22 (6)28 (5)41 (6)53 (5)15/15
IPOPCMAv3p61 Bajer 2013instances 2.5 (3)10 (2)16 (4)22 (4)27 (5)39 (6)52 (5)15/15
LHD-10xDefault-MATSuMoTo Brockhoff 5.6 (5)10 (0.2)12 (0.8)13 (0.8)15 (1)2500/15
LHD-2xDefault-MATSuMoTo Brockhoff 2.1 (1.0)3.4 (1)5.0 (1)8.9 (4)29 (23)2500/15
RAND-2xDefault-MATSuMoTo Brockhoff 2.0 (1.0)3.1 (0.6)4.6 (0.8)8.2 (3)65 (57)2500/15
RF1-CMAES Bajer 2.6 (2)8.3 (2)15 (4)25 (7)44 (24)217 (265)758 (500)1/15
RF1-CMAES Bajer 2013instances 2.8 (1)7.6 (1)14 (4)28 (7)52 (58)229 (272)1508 (2202)1/15
RF5-CMAES Bajer 2.2 (1)42 (38)163 (111)1563 (2198)12520/15
RF5-CMAES Bajer 2013instances 2.4 (2)43 (40)93 (81)1541 (1490)12520/15
STEPif Posik 1.6 (0.4)2.1 (0.2)2.9 (0.2)4.5 (0.8)5.4 (0.8)6.9 (0.9)7.8 (0.4)15/15
STEPifeg Posik 1.6 (0.4)2.1 (0.2)2.9 (0.2)4.1 (1)5.1 (0.8)6.9 (1.0)7.9 (0.5)15/15
STEPrr Posik 1.6 (0.4)2.1 (0.2)2.9 (0.2)3.6 (0.2)4.2 (0.2)5.7 (0.2)6.9 (0.3)15/15

Δ fopt
f2, 5-D
1e1
83
1e0
87
1e-1
88
1e-2
89
1e-3
90
1e-5
92
1e-7
94
#succ
15/15
MATSUMOTO Brockhoff 2500/15
R-DE-10e2 Tanabe 4.0 (0.9)5.3 (3)8.7 (6)17 (18)83 (124)5000/15
R-DE-10e5 Tanabe 3.4 (0.4)4.1 (0.6)4.9 (0.6)5.7 (0.6)6.5 (0.7)8.2 (0.6)10 (0.6)15/15
R-SHADE-10e2 Tanabe 4.3 (0.7)6.5 (3)16 (16)5000/15
R-SHADE-10e5 Tanabe 7.5 (2)8.7 (1)10 (2)12 (2)14 (2)17 (2)21 (2)15/15
RL-SHADE-10e2 Tanabe 4.9 (4)7.0 (6)11 (10)27 (21)83 (111)5000/15
RL-SHADE-10e5 Tanabe 34 (5)45 (4)54 (4)63 (4)73 (4)90 (4)105 (4)15/15
SOO Derbel 10 (3)14 (2)18 (2)23 (3)424 (6)874 (2718)869 (2661)13/15
BrentSTEPif Posik 0.63 (0.2)↑00.66 (0.2)↑00.73 (0.1)↑00.76 (0.1)↑00.84 (0.1)↑00.95 (0.2)1.0 (0.2)15/15
BrentSTEPifeg Posik 0.64 (0.2)↑00.66 (0.2)↑00.72 (0.1)↑10.77 (0.1)↑10.84 (0.1)↑10.96 (0.2)1.1 (0.2)15/15
BrentSTEPqi Posik 0.46 (0.1)↑00.46 (0.0)↑00.50 (0.1)★2↑00.55 (0.1)★2↑00.59 (0.1)★3↑00.70 (0.1)★2↑00.83 (0.1)↑115/15
BrentSTEPrr Posik 0.56 (0.2)↑00.59 (0.1)↑00.63 (0.1)↑00.72 (0.1)↑00.79 (0.1)↑10.90 (0.2)1.0 (0.2)15/15
CMA-CSA Atamna 11 (2)13 (1)14 (2)14 (1)15 (1)16 (1)17 (1)15/15
CMA-MSR Atamna 12 (3)13 (2)14 (2)15 (2)16 (2)18 (2)20 (2)15/15
CMA-TPA Atamna 10 (3)12 (3)14 (1)15 (3)15 (3)17 (3)18 (3)15/15
GP1-CMAES Bajer 8.9 (4)11 (3)24 (12)33 (36)34 (28)68 (55)12580/15
GP1-CMAES Bajer 2013instances 9.2 (4)15 (10)27 (22)28 (25)33 (22)67 (78)200 (187)0/15
GP5-CMAES Bajer 4.1 (2)4.8 (2)5.3 (2)5.7 (2)6.9 (2)7.1 (2)15 (14)0/15
GP5-CMAES Bajer 2013instances 3.8 (2)4.4 (1)5.0 (2)5.4 (2)5.6 (2)6.5 (2)12 (8)2/15
IPOPCMAv3p61 Bajer 18 (9)68 (73)12580/15
IPOPCMAv3p61 Bajer 2013instances 26 (16)215 (166)12580/15
LHD-10xDefault-MATSuMoTo Brockhoff 2500/15
LHD-2xDefault-MATSuMoTo Brockhoff 2500/15
RAND-2xDefault-MATSuMoTo Brockhoff 2500/15
RF1-CMAES Bajer 12580/15
RF1-CMAES Bajer 2013instances 12580/15
RF5-CMAES Bajer 12520/15
RF5-CMAES Bajer 2013instances 12600/15
STEPif Posik 0.74 (0.2)↑10.96 (0.3)1.00 (0.3)1.1 (0.2)1.1 (0.2)1.3 (0.1)1.3 (0.1)15/15
STEPifeg Posik 0.75 (0.2)↑10.91 (0.2)0.96 (0.2)1.1 (0.2)1.1 (0.2)1.3 (0.1)1.3 (0.1)15/15
STEPrr Posik 0.72 (0.1)↑00.82 (0.1)↑00.88 (0.1)↑10.98 (0.1)1.1 (0.1)1.2 (0.1)1.4 (0.1)15/15

Δ fopt
f3, 5-D
1e1
716
1e0
1622
1e-1
1637
1e-2
1642
1e-3
1646
1e-5
1650
1e-7
1654
#succ
15/15
MATSUMOTO Brockhoff 1.1 (1)2500/15
R-DE-10e2 Tanabe 0.41 (0.2)↑05000/15
R-DE-10e5 Tanabe 0.36 (0.1)↑03.2 (6)11 (12)14 (12)14 (12)14 (12)14 (12)15/15
R-SHADE-10e2 Tanabe 0.33 (0.1)↑02.3 (3)5000/15
R-SHADE-10e5 Tanabe 1.1 (0.5)1.7 (1)4.5 (5)4.7 (5)4.8 (5)5.1 (5)5.3 (5)15/15
RL-SHADE-10e2 Tanabe 0.33 (0.1)↑12.3 (3)4.5 (7)5000/15
RL-SHADE-10e5 Tanabe 3.1 (0.9)5.2 (0.7)6.4 (0.6)7.3 (0.6)7.9 (0.5)8.9 (0.5)10 (0.5)15/15
SOO Derbel 1.2 (0.9)185 (208)698 (664)696 (766)695 (1639)694 (655)692 (1160)5/15
BrentSTEPif Posik 0.11 (0.1)↑00.14 (0.0)↑00.19 (0.1)↑00.19 (0.1)↑00.19 (0.1)↑00.19 (0.1)↑00.19 (0.1)↑015/15
BrentSTEPifeg Posik 0.11 (0.1)↑00.13 (0.0)↑00.18 (0.1)↑00.19 (0.1)↑00.19 (0.1)↑00.19 (0.1)↑00.19 (0.1)↑015/15
BrentSTEPqi Posik 0.10 (0.1)↑00.13 (0.0)↑00.18 (0.1)↑00.18 (0.1)↑00.18 (0.1)↑00.18 (0.1)↑00.18 (0.1)↑015/15
BrentSTEPrr Posik 0.09 (0.1)↑00.13 (0.0)↑00.16 (0.1)↑00.17 (0.1)↑00.17 (0.1)↑00.18 (0.1)↑00.18 (0.1)↑015/15
CMA-CSA Atamna 1.4 (1)32 (47)623 (995)622 (842)620 (538)619 (911)618 (994)5/15
CMA-MSR Atamna 1.7 (2)5.7 (4)36 (15)36 (15)36 (15)37 (16)38 (17)14/15
CMA-TPA Atamna 0.81 (1)9.3 (9)632 (548)630 (1071)629 (1068)628 (762)627 (833)5/15
GP1-CMAES Bajer 1.5 (2)12580/15
GP1-CMAES Bajer 2013instances 1.6 (2)12580/15
GP5-CMAES Bajer 25 (43)12620/15
GP5-CMAES Bajer 2013instances 2.6 (3)12620/15
IPOPCMAv3p61 Bajer 1.3 (1)12580/15
IPOPCMAv3p61 Bajer 2013instances 1.1 (1.0)5.5 (6)12580/15
LHD-10xDefault-MATSuMoTo Brockhoff 1.0 (1)2500/15
LHD-2xDefault-MATSuMoTo Brockhoff 2.5 (3)2500/15
RAND-2xDefault-MATSuMoTo Brockhoff 0.58 (0.5)2500/15
RF1-CMAES Bajer 1.6 (2)12580/15
RF1-CMAES Bajer 2013instances 3.0 (3)12580/15
RF5-CMAES Bajer 4.7 (5)12520/15
RF5-CMAES Bajer 2013instances 6.1 (7)12520/15
STEPif Posik 0.13 (0.1)↑00.15 (0.0)↑00.17 (0.0)↑00.19 (0.0)↑00.20 (0.0)↑00.20 (0.0)↑00.21 (0.0)↑015/15
STEPifeg Posik 0.13 (0.1)↑00.14 (0.0)↑00.16 (0.0)↑00.18 (0.0)↑00.19 (0.0)↑00.20 (0.0)↑00.21 (0.0)↑015/15
STEPrr Posik 0.12 (0.1)↑00.12 (0.0)↑00.14 (0.0)↑00.15 (0.0)↑00.16 (0.0)↑00.17 (0.0)↑00.20 (0.1)↑015/15

Δ fopt
f4, 5-D
1e1
809
1e0
1633
1e-1
1688
1e-2
1758
1e-3
1817
1e-5
1886
1e-7
1903
#succ
15/15
MATSUMOTO Brockhoff 2500/15
R-DE-10e2 Tanabe 0.79 (0.7)5000/15
R-DE-10e5 Tanabe 0.88 (0.9)8.7 (6)63 (71)64 (68)62 (66)60 (64)59 (63)15/15
R-SHADE-10e2 Tanabe 0.37 (0.1)↑04.5 (4)5000/15
R-SHADE-10e5 Tanabe 1.4 (0.5)4.5 (4)8.7 (7)8.5 (7)8.3 (7)8.3 (6)8.4 (6)15/15
RL-SHADE-10e2 Tanabe 0.41 (0.4)2.2 (3)4.3 (4)4.2 (4)5000/15
RL-SHADE-10e5 Tanabe 3.6 (0.7)5.9 (0.8)7.1 (0.8)7.8 (0.6)8.2 (0.5)8.9 (0.6)10 (0.5)15/15
SOO Derbel 4.9 (10)1358 (1427)4424 (4740)5e50/15
BrentSTEPif Posik 0.15 (0.0)↑00.23 (0.1)↑00.37 (0.1)↑00.36 (0.1)↑00.35 (0.1)↑00.35 (0.1)↑00.37 (0.1)↑015/15
BrentSTEPifeg Posik 0.15 (0.0)↑00.22 (0.1)↑00.38 (0.1)↑00.37 (0.1)↑00.36 (0.1)↑00.36 (0.1)↑00.38 (0.1)↑015/15
BrentSTEPqi Posik 0.17 (0.1)↑00.21 (0.1)↑00.33 (0.1)↑00.32 (0.1)↑00.31 (0.1)↑00.31 (0.1)↑00.37 (0.1)↑015/15
BrentSTEPrr Posik 0.15 (0.0)↑00.21 (0.1)↑00.29 (0.1)↑00.29 (0.1)↑00.30 (0.1)↑00.32 (0.1)↑00.40 (0.1)↑015/15
CMA-CSA Atamna 2.2 (2)5e50/15
CMA-MSR Atamna 2.2 (3)5e50/15
CMA-TPA Atamna 2.7 (2)5e50/15
GP1-CMAES Bajer 5.0 (6)12580/15
GP1-CMAES Bajer 2013instances 4.4 (4)12580/15
GP5-CMAES Bajer 12600/15
GP5-CMAES Bajer 2013instances 12540/15
IPOPCMAv3p61 Bajer 1.4 (2)12580/15
IPOPCMAv3p61 Bajer 2013instances 2.5 (2)12580/15
LHD-10xDefault-MATSuMoTo Brockhoff 2500/15
LHD-2xDefault-MATSuMoTo Brockhoff 2500/15
RAND-2xDefault-MATSuMoTo Brockhoff 2500/15
RF1-CMAES Bajer 22 (17)12580/15
RF1-CMAES Bajer 2013instances 11 (12)12580/15
RF5-CMAES Bajer 12600/15
RF5-CMAES Bajer 2013instances 12520/15
STEPif Posik 0.15 (0.1)↑00.27 (0.1)↑00.46 (0.1)↑00.63 (0.2)↑00.71 (0.2)↑00.92 (0.2)0.94 (0.2)15/15
STEPifeg Posik 0.15 (0.1)↑00.26 (0.1)↑00.44 (0.1)↑00.60 (0.2)↑00.69 (0.2)↑00.91 (0.2)0.94 (0.2)15/15
STEPrr Posik 0.14 (0.0)↑00.24 (0.1)↑00.40 (0.1)↑00.53 (0.1)↑00.61 (0.2)↑00.87 (0.1)↑10.94 (0.1)15/15

Δ fopt
f5, 5-D
1e1
10
1e0
10
1e-1
10
1e-2
10
1e-3
10
1e-5
10
1e-7
10
#succ
15/15
MATSUMOTO Brockhoff 1.6 (0.2)1.9 (0.5)1.9 (0.5)1.9 (0.5)1.9 (0.5)1.9 (0.5)1.9 (0.5)15/15
R-DE-10e2 Tanabe 8.4 (4)18 (4)27 (5)37 (4)57 (38)5000/15
R-DE-10e5 Tanabe 10 (4)33 (15)45 (19)70 (20)83 (22)125 (49)160 (47)15/15
R-SHADE-10e2 Tanabe 11 (3)21 (3)30 (5)37 (5)47 (6)749 (562)5000/15
R-SHADE-10e5 Tanabe 21 (9)43 (7)62 (14)84 (17)106 (22)151 (25)198 (28)15/15
RL-SHADE-10e2 Tanabe 10 (3)18 (4)25 (5)31 (5)36 (4)57 (53)147 (164)2/15
RL-SHADE-10e5 Tanabe 55 (24)137 (12)205 (14)270 (22)339 (16)454 (20)562 (20)15/15
SOO Derbel 14 (0.1)45 (0.1)95 (0.1)172 (0.1)263 (0.1)505 (0.1)843 (0.1)15/15
BrentSTEPif Posik 1.5 (0.1)1.5 (0.1)1.5 (0.1)1.5 (0.1)1.5 (0.1)1.5 (0.1)1.5 (0.1)15/15
BrentSTEPifeg Posik 1.5 (0.1)1.5 (0.1)1.5 (0.1)1.5 (0.1)1.5 (0.1)1.5 (0.1)1.5 (0.1)15/15
BrentSTEPqi Posik 1.5 (0.1)1.5 (0.1)1.5 (0.1)1.5 (0.1)1.5 (0.1)1.5 (0.1)1.5 (0.1)15/15
BrentSTEPrr Posik 1.5 (0.1)1.5 (0.1)1.5 (0.1)1.5 (0.1)1.5 (0.1)1.5 (0.1)1.5 (0.1)15/15
CMA-CSA Atamna 3.6 (1)5.0 (2)5.2 (2)5.2 (2)5.2 (2)5.2 (2)5.2 (2)15/15
CMA-MSR Atamna 4.2 (2)5.8 (3)5.9 (3)5.9 (3)5.9 (3)5.9 (3)5.9 (3)15/15
CMA-TPA Atamna 4.0 (2)5.0 (2)5.1 (2)5.1 (2)5.1 (2)5.1 (2)5.1 (2)15/15
GP1-CMAES Bajer 5.2 (4)21 (31)33 (48)34 (48)34 (48)34 (48)34 (48)14/15
GP1-CMAES Bajer 2013instances 4.0 (2)15 (25)25 (36)26 (36)26 (36)26 (36)26 (36)15/15
GP5-CMAES Bajer 2.4 (0.8)3.8 (2)5.1 (2)5.2 (2)5.2 (2)5.2 (2)5.2 (2)15/15
GP5-CMAES Bajer 2013instances 2.8 (0.8)6.1 (4)6.4 (4)6.4 (4)6.4 (4)6.4 (4)6.4 (4)15/15
IPOPCMAv3p61 Bajer 5.0 (2)17 (19)21 (17)22 (17)22 (17)22 (17)22 (17)15/15
IPOPCMAv3p61 Bajer 2013instances 8.6 (8)17 (17)21 (17)21 (17)21 (17)21 (17)21 (17)15/15
LHD-10xDefault-MATSuMoTo Brockhoff 12 (0.2)13 (0.2)13 (0.2)13 (0.2)13 (0.2)13 (0.2)13 (0.2)15/15
LHD-2xDefault-MATSuMoTo Brockhoff 2.6 (0.2)3.0 (0.5)3.0 (0.5)3.1 (0.5)3.5 (0.7)3.5 (0.7)3.5 (0.7)15/15
RAND-2xDefault-MATSuMoTo Brockhoff 2.6 (0.1)3.1 (0.2)3.1 (0.2)3.1 (0.2)3.1 (0.2)3.1 (0.2)3.1 (0.2)15/15
RF1-CMAES Bajer 7.2 (7)45 (30)49 (33)50 (35)51 (35)51 (35)51 (35)14/15
RF1-CMAES Bajer 2013instances 9.0 (13)36 (44)42 (44)44 (42)45 (43)45 (43)45 (43)15/15
RF5-CMAES Bajer 28 (32)111 (104)171 (196)235 (232)239 (316)239 (208)239 (206)6/15
RF5-CMAES Bajer 2013instances 15 (26)94 (93)123 (86)124 (132)137 (91)137 (130)137 (159)10/15
STEPif Posik 1.5 (0.1)1.5 (0.1)1.5 (0.1)1.5 (0.1)1.5 (0.1)1.5 (0.1)1.5 (0.1)15/15
STEPifeg Posik 1.5 (0.1)1.5 (0.1)1.5 (0.1)1.5 (0.1)1.5 (0.1)1.5 (0.1)1.5 (0.1)15/15
STEPrr Posik 1.5 (0.1)1.5 (0.1)1.5 (0.1)1.5 (0.1)1.5 (0.1)1.5 (0.1)1.5 (0.1)15/15

Δ fopt
f6, 5-D
1e1
114
1e0
214
1e-1
281
1e-2
404
1e-3
580
1e-5
1038
1e-7
1332
#succ
15/15
MATSUMOTO Brockhoff 33 (44)2500/15
R-DE-10e2 Tanabe 1.9 (1)3.5 (3)8.7 (9)5000/15
R-DE-10e5 Tanabe 2.3 (2)7.1 (4)28 (44)33 (43)34 (32)87 (173)119 (212)12/15
R-SHADE-10e2 Tanabe 2.1 (1)3.6 (2)5000/15
R-SHADE-10e5 Tanabe 2.1 (0.9)2.5 (0.8)2.8 (0.6)2.6 (0.4)2.3 (0.3)1.8 (0.1)1.9 (0.2)15/15
RL-SHADE-10e2 Tanabe 2.3 (1)4.5 (3)26 (25)5000/15
RL-SHADE-10e5 Tanabe 6.4 (3)11 (2)14 (2)13 (1)11 (0.7)8.5 (0.6)8.2 (0.6)15/15
SOO Derbel 52 (93)1737 (2337)1.2e4 (1e4)5e50/15
BrentSTEPif Posik 159 (214)484 (578)2385 (3416)5e40/15
BrentSTEPifeg Posik 77 (188)122 (150)346 (304)5e40/15
BrentSTEPqi Posik 68 (189)108 (208)347 (290)821 (1288)1220 (1370)5e40/15
BrentSTEPrr Posik 59 (125)106 (167)270 (192)1696 (1656)5e40/15
CMA-CSA Atamna 2.0 (0.7)1.9 (0.4)2.0 (0.4)1.8 (0.2)1.5 (0.3)1.2 (0.2)1.1 (0.2)15/15
CMA-MSR Atamna 2.5 (0.7)2.0 (0.5)2.1 (0.4)1.9 (0.4)1.6 (0.2)1.2 (0.2)1.2 (0.2)15/15
CMA-TPA Atamna 2.2 (1.0)1.9 (0.5)1.9 (0.4)1.7 (0.4)1.4 (0.3)1.0 (0.1)1.0 (0.1)15/15
GP1-CMAES Bajer 2.5 (2)4.6 (4)32 (27)12580/15
GP1-CMAES Bajer 2013instances 2.5 (0.8)10 (6)67 (93)12580/15
GP5-CMAES Bajer 7.0 (7)83 (97)12600/15
GP5-CMAES Bajer 2013instances 6.4 (6)12600/15
IPOPCMAv3p61 Bajer 1.6 (0.6)1.8 (0.4)1.9 (0.3)1.7 (0.2)1.5 (0.2)1.4 (0.6)14 (13)0/15
IPOPCMAv3p61 Bajer 2013instances 2.1 (1)2.2 (0.7)2.2 (0.6)1.9 (0.4)1.9 (1)2.9 (2)12580/15
LHD-10xDefault-MATSuMoTo Brockhoff 16 (27)2500/15
LHD-2xDefault-MATSuMoTo Brockhoff 9.4 (7)2500/15
RAND-2xDefault-MATSuMoTo Brockhoff 32 (33)2500/15
RF1-CMAES Bajer 12 (20)12580/15
RF1-CMAES Bajer 2013instances 16 (22)12580/15
RF5-CMAES Bajer 165 (209)12600/15
RF5-CMAES Bajer 2013instances 12600/15
STEPif Posik 76 (156)219 (246)716 (917)5e40/15
STEPifeg Posik 37 (26)91 (104)176 (170)857 (837)1218 (1432)5e40/15
STEPrr Posik 43 (94)55 (90)130 (198)4e40/15

Δ fopt
f7, 5-D
1e1
24
1e0
324
1e-1
1171
1e-2
1451
1e-3
1572
1e-5
1572
1e-7
1597
#succ
15/15
MATSUMOTO Brockhoff 5.0 (6)5.4 (7)2500/15
R-DE-10e2 Tanabe 5.7 (4)5.3 (6)5000/15
R-DE-10e5 Tanabe 6.2 (3)2.7 (1)4.3 (4)12 (8)15 (17)15 (17)15 (17)15/15
R-SHADE-10e2 Tanabe 5.9 (3)1.9 (2)5000/15
R-SHADE-10e5 Tanabe 4.3 (2)1.3 (2)0.72 (0.8)0.75 (0.7)0.73 (0.6)0.73 (0.6)0.79 (0.6)15/15
RL-SHADE-10e2 Tanabe 5.5 (6)2.8 (3)6.3 (5)5000/15
RL-SHADE-10e5 Tanabe 14 (4)5.5 (2)3.2 (0.7)3.6 (0.2)3.4 (0.4)3.4 (0.4)3.7 (0.5)15/15
SOO Derbel 5.6 (7)2.1 (2)2.0 (2)7.8 (4)18 (29)18 (29)27 (43)14/15
BrentSTEPif Posik 555 (906)1036 (924)5e40/15
BrentSTEPifeg Posik 723 (1050)753 (972)5e40/15
BrentSTEPqi Posik 370 (595)725 (904)5e40/15
BrentSTEPrr Posik 259 (426)1049 (921)5e40/15
CMA-CSA Atamna 4.8 (2)1.3 (1)0.87 (0.8)0.80 (0.7)0.80 (0.7)0.80 (0.7)0.86 (0.7)15/15
CMA-MSR Atamna 5.2 (5)1.1 (1.0)0.94 (0.7)0.90 (0.6)0.90 (0.6)0.90 (0.6)0.92 (0.6)15/15
CMA-TPA Atamna 4.0 (2)0.98 (0.7)0.93 (0.5)0.86 (0.5)0.82 (0.5)0.82 (0.5)0.83 (0.5)15/15
GP1-CMAES Bajer 3.6 (3)1.2 (1)0.99 (0.8)6.3 (9)5.9 (7)5.9 (6)5.8 (7)1/15
GP1-CMAES Bajer 2013instances 3.9 (2)1.4 (1)0.81 (0.5)2.2 (3)3.7 (4)3.7 (4)5.6 (5)2/15
GP5-CMAES Bajer 1.6 (1)0.46 (0.4)0.69 (0.5)12 (12)11 (18)11 (9)12700/15
GP5-CMAES Bajer 2013instances 2.1 (1)0.82 (0.9)0.61 (0.7)12600/15
IPOPCMAv3p61 Bajer 4.7 (3)1.4 (1)2.2 (2)2.3 (3)2.8 (2)2.8 (3)5.5 (5)1/15
IPOPCMAv3p61 Bajer 2013instances 5.0 (3)1.5 (2)1.6 (1)1.8 (1)2.6 (3)2.6 (4)3.5 (4)3/15
LHD-10xDefault-MATSuMoTo Brockhoff 6.1 (3)5.5 (8)2500/15
LHD-2xDefault-MATSuMoTo Brockhoff 4.9 (4)11 (14)2500/15
RAND-2xDefault-MATSuMoTo Brockhoff 4.0 (4)11 (13)2500/15
RF1-CMAES Bajer 6.8 (6)9.2 (14)12540/15
RF1-CMAES Bajer 2013instances 11 (21)10 (10)12600/15
RF5-CMAES Bajer 20 (17)56 (63)12700/15
RF5-CMAES Bajer 2013instances 19 (30)17 (20)12700/15
STEPif Posik 126 (243)204 (255)5e40/15
STEPifeg Posik 180 (345)276 (359)620 (656)5e40/15
STEPrr Posik 59 (88)306 (314)621 (882)502 (582)5e40/15

Δ fopt
f8, 5-D
1e1
73
1e0
273
1e-1
336
1e-2
372
1e-3
391
1e-5
410
1e-7
422
#succ
15/15
MATSUMOTO Brockhoff 17 (19)2500/15
R-DE-10e2 Tanabe 3.1 (0.7)13 (15)5000/15
R-DE-10e5 Tanabe 3.4 (0.9)24 (29)86 (88)250 (380)393 (486)1.7e4 (2e4)5e50/15
R-SHADE-10e2 Tanabe 4.9 (2)5000/15
R-SHADE-10e5 Tanabe 4.9 (1)4.7 (2)5.3 (3)5.8 (2)6.1 (2)6.7 (2)7.5 (2)15/15
RL-SHADE-10e2 Tanabe 4.4 (2)13 (13)5000/15
RL-SHADE-10e5 Tanabe 25 (7)18 (3)20 (3)20 (4)21 (3)25 (3)28 (2)15/15
SOO Derbel 3.1 (0.7)32 (63)71 (114)133 (101)150 (100)220 (181)256 (218)15/15
BrentSTEPif Posik 77 (114)74 (60)364 (402)5e40/15
BrentSTEPifeg Posik 24 (32)94 (146)595 (674)542 (823)1721 (2470)5e40/15
BrentSTEPqi Posik 12 (15)58 (88)952 (1204)5e40/15
BrentSTEPrr Posik 19 (16)52 (67)403 (558)815 (1030)4e40/15
CMA-CSA Atamna 3.0 (0.8)5.1 (5)5.3 (4)5.4 (4)5.5 (4)5.7 (4)6.0 (4)15/15
CMA-MSR Atamna 4.7 (2)3.6 (1)4.1 (1)4.3 (1)4.3 (0.9)4.7 (0.9)5.1 (0.9)15/15
CMA-TPA Atamna 4.1 (3)6.0 (5)6.2 (4)6.2 (3)6.3 (3)6.5 (3)6.7 (3)15/15
GP1-CMAES Bajer 2.8 (2)13 (16)12580/15
GP1-CMAES Bajer 2013instances 3.2 (1)10 (12)56 (57)12580/15
GP5-CMAES Bajer 14 (16)12600/15
GP5-CMAES Bajer 2013instances 10 (15)12600/15
IPOPCMAv3p61 Bajer 3.2 (0.7)3.0 (1)8.8 (6)25 (24)12580/15
IPOPCMAv3p61 Bajer 2013instances 4.0 (3)5.6 (5)18 (15)50 (36)48 (51)12580/15
LHD-10xDefault-MATSuMoTo Brockhoff 2500/15
LHD-2xDefault-MATSuMoTo Brockhoff 16 (21)2500/15
RAND-2xDefault-MATSuMoTo Brockhoff 8.7 (10)2500/15
RF1-CMAES Bajer 12 (17)12580/15
RF1-CMAES Bajer 2013instances 10 (14)68 (61)12580/15
RF5-CMAES Bajer 114 (116)12520/15
RF5-CMAES Bajer 2013instances 255 (142)12520/15
STEPif Posik 4.6 (2)93 (135)172 (240)855 (733)5e40/15
STEPifeg Posik 3.0 (2)61 (80)163 (267)570 (568)1698 (1531)1621 (1671)4e40/15
STEPrr Posik 2.1 (1)54 (83)178 (258)1661 (1642)4e40/15

Δ fopt
f9, 5-D
1e1
35
1e0
127
1e-1
214
1e-2
263
1e-3
300
1e-5
335
1e-7
369
#succ
15/15
MATSUMOTO Brockhoff 34 (32)2500/15
R-DE-10e2 Tanabe 8.0 (3)5000/15
R-DE-10e5 Tanabe 11 (8)133 (153)223 (243)575 (639)1368 (1441)3081 (4267)6218 (8286)3/15
R-SHADE-10e2 Tanabe 10 (4)5000/15
R-SHADE-10e5 Tanabe 8.0 (3)11 (13)9.4 (8)9.0 (6)8.7 (5)9.0 (4)9.3 (4)15/15
RL-SHADE-10e2 Tanabe 10 (8)28 (28)5000/15
RL-SHADE-10e5 Tanabe 46 (14)39 (4)30 (3)27 (2)27 (3)29 (2)31 (2)15/15
SOO Derbel 5.6 (2)19 (45)81 (67)243 (231)297 (445)326 (398)413 (391)15/15
BrentSTEPif Posik 36 (21)1130 (1099)3088 (3844)5e40/15
BrentSTEPifeg Posik 14 (16)663 (826)3062 (3497)5e40/15
BrentSTEPqi Posik 11 (17)453 (492)1405 (1863)5e40/15
BrentSTEPrr Posik 14 (15)811 (973)2783 (2949)4e40/15
CMA-CSA Atamna 5.6 (1.0)10 (10)7.7 (6)7.1 (5)6.7 (4)6.5 (4)6.4 (4)15/15
CMA-MSR Atamna 7.1 (1)9.4 (10)7.5 (6)6.8 (5)6.3 (4)6.3 (4)6.4 (4)15/15
CMA-TPA Atamna 5.3 (2)5.8 (2)5.2 (2)5.0 (1)4.8 (1)4.9 (1)4.8 (1)15/15
GP1-CMAES Bajer 5.3 (3)70 (79)12580/15
GP1-CMAES Bajer 2013instances 8.1 (9)47 (82)88 (91)12580/15
GP5-CMAES Bajer 26 (37)68 (64)84 (88)12600/15
GP5-CMAES Bajer 2013instances 13 (18)67 (59)83 (99)68 (75)60 (55)53 (88)49 (55)0/15
IPOPCMAv3p61 Bajer 7.4 (4)8.7 (9)14 (11)36 (32)12580/15
IPOPCMAv3p61 Bajer 2013instances 7.4 (2)7.3 (2)14 (15)35 (40)63 (80)12580/15
LHD-10xDefault-MATSuMoTo Brockhoff 2500/15
LHD-2xDefault-MATSuMoTo Brockhoff 25 (23)2500/15
RAND-2xDefault-MATSuMoTo Brockhoff 20 (18)2500/15
RF1-CMAES Bajer 28 (32)141 (129)12580/15
RF1-CMAES Bajer 2013instances 30 (46)145 (156)12580/15
RF5-CMAES Bajer 12520/15
RF5-CMAES Bajer 2013instances 254 (255)12520/15
STEPif Posik 23 (21)1540 (2119)5e40/15
STEPifeg Posik 5.8 (6)500 (374)3141 (2560)5e40/15
STEPrr Posik 4.5 (4)327 (424)2886 (3876)4e40/15

Δ fopt
f10, 5-D
1e1
349
1e0
500
1e-1
574
1e-2
607
1e-3
626
1e-5
829
1e-7
880
#succ
15/15
MATSUMOTO Brockhoff 2500/15
R-DE-10e2 Tanabe 5000/15
R-DE-10e5 Tanabe 431 (479)2396 (1985)5744 (4977)5e50/15
R-SHADE-10e2 Tanabe 5000/15
R-SHADE-10e5 Tanabe 2.2 (1)2.3 (0.9)2.4 (0.7)2.6 (0.8)2.9 (0.9)2.9 (0.8)3.2 (0.9)15/15
RL-SHADE-10e2 Tanabe 5000/15
RL-SHADE-10e5 Tanabe 14 (1)12 (0.9)12 (0.7)13 (1)14 (0.6)13 (0.6)14 (0.7)15/15
SOO Derbel 136 (215)1506 (1855)3126 (2655)1.2e4 (2e4)5e50/15
BrentSTEPif Posik 3e40/15
BrentSTEPifeg Posik 3e40/15
BrentSTEPqi Posik 3e40/15
BrentSTEPrr Posik 2e40/15
CMA-CSA Atamna 2.5 (0.5)2.1 (0.2)2.0 (0.2)2.0 (0.2)2.1 (0.2)1.8 (0.1)1.8 (0.1)15/15
CMA-MSR Atamna 2.6 (0.7)2.1 (0.5)2.1 (0.3)2.2 (0.2)2.3 (0.3)2.0 (0.3)2.2 (0.2)15/15
CMA-TPA Atamna 2.5 (0.8)2.2 (0.2)2.1 (0.2)2.1 (0.2)2.2 (0.2)1.8 (0.1)1.8 (0.1)15/15
GP1-CMAES Bajer 2.1 (0.7)2.1 (0.5)2.9 (2)3.7 (2)3.7 (3)11 (11)12580/15
GP1-CMAES Bajer 2013instances 2.7 (2)2.8 (2)3.7 (3)4.1 (3)4.1 (3)11 (10)21 (21)1/15
GP5-CMAES Bajer 1.1 (0.4)0.91 (0.3)0.88 (0.3)0.90 (0.3)0.97 (0.3)0.78 (0.2)↑12.3 (2)0/15
GP5-CMAES Bajer 2013instances 0.95 (0.3)0.86 (0.3)0.83 (0.2)0.84 (0.2)0.86 (0.2)0.70 (0.2)↑11.5 (0.9)1/15
IPOPCMAv3p61 Bajer 4.8 (5)6.9 (5)8.1 (9)16 (21)12580/15
IPOPCMAv3p61 Bajer 2013instances 6.7 (6)7.0 (7)16 (17)12580/15
LHD-10xDefault-MATSuMoTo Brockhoff 2500/15
LHD-2xDefault-MATSuMoTo Brockhoff 2500/15
RAND-2xDefault-MATSuMoTo Brockhoff 2500/15
RF1-CMAES Bajer 12580/15
RF1-CMAES Bajer 2013instances 12580/15
RF5-CMAES Bajer 12520/15
RF5-CMAES Bajer 2013instances 12600/15
STEPif Posik 1e40/15
STEPifeg Posik 1e40/15
STEPrr Posik 1e40/15

Δ fopt
f11, 5-D
1e1
143
1e0
202
1e-1
763
1e-2
977
1e-3
1177
1e-5
1467
1e-7
1673
#succ
15/15
MATSUMOTO Brockhoff 2500/15
R-DE-10e2 Tanabe 5000/15
R-DE-10e5 Tanabe 144 (156)1773 (1666)4825 (6512)5e50/15
R-SHADE-10e2 Tanabe 25 (27)5000/15
R-SHADE-10e5 Tanabe 3.1 (0.8)3.5 (2)1.3 (0.7)1.3 (0.5)1.2 (0.5)1.3 (0.4)1.4 (0.3)15/15
RL-SHADE-10e2 Tanabe 5000/15
RL-SHADE-10e5 Tanabe 16 (6)20 (5)6.7 (1)6.2 (0.9)6.1 (0.6)6.2 (0.6)6.5 (0.4)15/15
SOO Derbel 53 (17)1760 (3147)5e50/15
BrentSTEPif Posik 497 (890)3e40/15
BrentSTEPifeg Posik 916 (1259)3e40/15
BrentSTEPqi Posik 888 (674)4e40/15
BrentSTEPrr Posik 631 (549)3e40/15
CMA-CSA Atamna 4.9 (1)4.3 (1.0)1.3 (0.2)1.1 (0.1)0.99 (0.1)0.91 (0.1)0.88 (0.1)↑115/15
CMA-MSR Atamna 5.9 (0.7)5.0 (0.8)1.5 (0.2)1.3 (0.2)1.2 (0.1)1.1 (0.1)1.1 (0.1)15/15
CMA-TPA Atamna 5.1 (0.9)4.6 (0.6)1.3 (0.2)1.1 (0.1)1.0 (0.1)0.91 (0.1)↑00.89 (0.1)↑015/15
GP1-CMAES Bajer 5.0 (2)4.9 (0.7)2.1 (0.9)2.7 (4)4.0 (5)12580/15
GP1-CMAES Bajer 2013instances 5.3 (0.9)6.6 (4)4.7 (4)6.3 (6)8.0 (7)12580/15
GP5-CMAES Bajer 2.4 (0.8)3.6 (3)1.1 (0.8)1.0 (0.7)0.87 (0.5)0.72 (0.5)1.4 (1)3/15
GP5-CMAES Bajer 2013instances 3.2 (1)3.3 (2)1.2 (1)1.3 (1)1.1 (0.6)0.92 (0.5)1.4 (1)1/15
IPOPCMAv3p61 Bajer 8.9 (6)31 (33)12580/15
IPOPCMAv3p61 Bajer 2013instances 12 (8)12580/15
LHD-10xDefault-MATSuMoTo Brockhoff 25 (30)2500/15
LHD-2xDefault-MATSuMoTo Brockhoff 2500/15
RAND-2xDefault-MATSuMoTo Brockhoff 2500/15
RF1-CMAES Bajer 12580/15
RF1-CMAES Bajer 2013instances 62 (97)12580/15
RF5-CMAES Bajer 12520/15
RF5-CMAES Bajer 2013instances 130 (121)12600/15
STEPif Posik 1010 (593)1492 (1696)2e40/15
STEPifeg Posik 312 (279)2e40/15
STEPrr Posik 378 (314)2e40/15

Δ fopt
f12, 5-D
1e1
108
1e0
268
1e-1
371
1e-2
413
1e-3
461
1e-5
1303
1e-7
1494
#succ
15/15
MATSUMOTO Brockhoff 37 (48)2500/15
R-DE-10e2 Tanabe 69 (75)5000/15
R-DE-10e5 Tanabe 91 (163)112 (163)683 (799)2567 (3029)1.6e4 (1e4)5e50/15
R-SHADE-10e2 Tanabe 5000/15
R-SHADE-10e5 Tanabe 10 (3)7.1 (6)8.0 (7)8.9 (8)10 (7)5.0 (3)5.3 (3)15/15
RL-SHADE-10e2 Tanabe 11 (7)5000/15
RL-SHADE-10e5 Tanabe 57 (8)29 (4)27 (5)28 (5)29 (7)13 (3)13 (3)15/15
SOO Derbel 11 (3)6.8 (2)21 (11)39 (42)154 (220)220 (197)587 (458)6/15
BrentSTEPif Posik 91 (108)157 (138)790 (920)710 (692)2e40/15
BrentSTEPifeg Posik 75 (97)144 (117)389 (362)2e40/15
BrentSTEPqi Posik 67 (122)42 (57)119 (156)392 (498)722 (897)2e40/15
BrentSTEPrr Posik 50 (82)51 (64)210 (300)2e40/15
CMA-CSA Atamna 10 (8)7.1 (8)6.9 (7)7.2 (6)7.4 (6)3.5 (2)3.5 (2)15/15
CMA-MSR Atamna 7.7 (4)5.4 (5)5.5 (5)5.8 (5)6.0 (4)2.7 (2)2.8 (2)15/15
CMA-TPA Atamna 8.3 (7)6.1 (7)6.0 (6)6.2 (6)6.2 (6)2.7 (2)2.9 (2)15/15
GP1-CMAES Bajer 6.9 (4)5.8 (7)9.2 (10)45 (40)12580/15
GP1-CMAES Bajer 2013instances 4.8 (3)6.2 (6)16 (21)46 (54)12580/15
GP5-CMAES Bajer 7.0 (10)4.8 (6)15 (18)21 (17)12580/15
GP5-CMAES Bajer 2013instances 16 (22)8.5 (14)15 (13)12580/15
IPOPCMAv3p61 Bajer 7.3 (6)9.2 (8)49 (50)44 (49)12580/15
IPOPCMAv3p61 Bajer 2013instances 7.6 (6)10 (12)15 (25)22 (22)40 (30)12580/15
LHD-10xDefault-MATSuMoTo Brockhoff 2500/15
LHD-2xDefault-MATSuMoTo Brockhoff 2500/15
RAND-2xDefault-MATSuMoTo Brockhoff 34 (48)2500/15
RF1-CMAES Bajer 15 (24)21 (28)12580/15
RF1-CMAES Bajer 2013instances 13 (12)22 (34)12580/15
RF5-CMAES Bajer 12520/15
RF5-CMAES Bajer 2013instances 12600/15
STEPif Posik 35 (38)56 (40)60440/15
STEPifeg Posik 25 (25)50 (74)60820/15
STEPrr Posik 7.7 (8)21 (21)33 (24)100 (108)58700/15

Δ fopt
f13, 5-D
1e1
132
1e0
195
1e-1
250
1e-2
319
1e-3
1310
1e-5
1752
1e-7
2255
#succ
15/15
MATSUMOTO Brockhoff 5.3 (4)2500/15
R-DE-10e2 Tanabe 5.4 (4)38 (49)5000/15
R-DE-10e5 Tanabe 24 (39)119 (142)522 (777)4599 (4439)1591 (2423)5e50/15
R-SHADE-10e2 Tanabe 11 (10)5000/15
R-SHADE-10e5 Tanabe 3.6 (1)4.2 (0.7)4.7 (0.8)4.9 (0.7)1.5 (0.2)1.5 (0.1)1.5 (0.1)15/15
RL-SHADE-10e2 Tanabe 4.6 (3)38 (46)5000/15
RL-SHADE-10e5 Tanabe 24 (6)27 (2)28 (2)28 (2)7.9 (0.5)7.8 (0.5)7.5 (0.3)15/15
SOO Derbel 6.3 (4)14 (12)28 (27)43 (42)27 (26)105 (156)298 (244)7/15
BrentSTEPif Posik 463 (679)3269 (6115)4e40/15
BrentSTEPifeg Posik 325 (347)1563 (1441)2520 (2757)4e40/15
BrentSTEPqi Posik 381 (426)977 (1762)2437 (2167)4e40/15
BrentSTEPrr Posik 371 (309)1462 (1892)1178 (1822)4e40/15
CMA-CSA Atamna 3.4 (2)3.4 (2)4.1 (2)3.9 (0.8)1.1 (0.2)1.1 (0.2)1.1 (0.2)15/15
CMA-MSR Atamna 3.2 (0.5)3.6 (0.8)3.8 (0.6)4.0 (0.5)1.2 (0.1)1.2 (0.1)1.1 (0.1)15/15
CMA-TPA Atamna 2.9 (1)3.8 (1)4.1 (2)4.1 (1)1.2 (0.2)1.3 (0.3)1.2 (0.3)15/15
GP1-CMAES Bajer 3.3 (3)20 (20)35 (28)12580/15
GP1-CMAES Bajer 2013instances 3.2 (5)20 (18)73 (70)12580/15
GP5-CMAES Bajer 1.8 (2)5.0 (4)12 (12)27 (27)12600/15
GP5-CMAES Bajer 2013instances 1.5 (0.9)3.5 (4)10 (15)27 (41)12600/15
IPOPCMAv3p61 Bajer 4.7 (3)5.5 (4)10 (9)19 (12)14 (10)12580/15
IPOPCMAv3p61 Bajer 2013instances 4.2 (3)8.1 (5)10 (10)59 (57)12580/15
LHD-10xDefault-MATSuMoTo Brockhoff 2.2 (1)6.3 (8)2500/15
LHD-2xDefault-MATSuMoTo Brockhoff 3.0 (4)5.9 (4)2500/15
RAND-2xDefault-MATSuMoTo Brockhoff 3.7 (5)5.9 (8)2500/15
RF1-CMAES Bajer 10 (14)92 (115)73 (113)12580/15
RF1-CMAES Bajer 2013instances 16 (19)44 (59)72 (70)58 (54)12580/15
RF5-CMAES Bajer 135 (155)12600/15
RF5-CMAES Bajer 2013instances 12520/15
STEPif Posik 237 (385)491 (532)4e40/15
STEPifeg Posik 170 (202)659 (636)2383 (2619)4e40/15
STEPrr Posik 181 (244)512 (710)1159 (1313)4e40/15

Δ fopt
f14, 5-D
1e1
10
1e0
41
1e-1
58
1e-2
90
1e-3
139
1e-5
251
1e-7
476
#succ
15/15
MATSUMOTO Brockhoff 1.4 (1)1.6 (0.7)8.6 (8)2500/15
R-DE-10e2 Tanabe 1.7 (2)2.8 (1)4.1 (2)5.2 (3)5000/15
R-DE-10e5 Tanabe 2.0 (2)3.0 (1)4.0 (1)5.2 (2)19 (9)580 (718)5e50/15
R-SHADE-10e2 Tanabe 1.6 (2)3.2 (2)4.5 (0.8)5.6 (3)5000/15
R-SHADE-10e5 Tanabe 1.3 (0.9)3.4 (2)5.2 (1.0)5.7 (1)5.4 (1)5.3 (1)4.0 (0.5)15/15
RL-SHADE-10e2 Tanabe 2.1 (2)3.4 (1)4.0 (1)10 (7)5000/15
RL-SHADE-10e5 Tanabe 3.1 (2)13 (4)25 (8)32 (7)33 (4)29 (2)20 (1)15/15
SOO Derbel 0.57 (0.4)↑12.2 (0.7)4.5 (2)10 (6)22 (12)1344 (1483)7480 (7176)0/15
BrentSTEPif Posik 1.4 (1)6.5 (8)12 (14)415 (444)5275 (6477)5e40/15
BrentSTEPifeg Posik 1.4 (1)6.5 (7)11 (10)30 (27)2523 (2192)5e40/15
BrentSTEPqi Posik 1.4 (1)4.6 (5)6.7 (5)24 (19)5072 (4768)5e40/15
BrentSTEPrr Posik 1.4 (1)5.7 (6)10 (8)29 (14)5e40/15
CMA-CSA Atamna 1.7 (2)2.7 (0.9)3.6 (0.8)3.7 (0.9)3.8 (0.9)3.9 (0.6)3.0 (0.4)15/15
CMA-MSR Atamna 2.5 (3)3.3 (1)4.8 (0.8)5.0 (1.0)4.4 (0.8)4.1 (0.6)3.1 (0.3)15/15
CMA-TPA Atamna 2.0 (4)3.3 (2)3.7 (1)3.9 (2)3.8 (1)4.0 (0.6)3.1 (0.3)15/15
GP1-CMAES Bajer 1.4 (1)2.1 (0.9)2.6 (1)3.3 (1)6.7 (6)75 (85)12580/15
GP1-CMAES Bajer 2013instances 1.5 (2)1.9 (0.5)2.8 (0.7)3.4 (1)6.4 (5)12580/15
GP5-CMAES Bajer 1.7 (0.9)1.6 (0.5)2.0 (0.9)2.8 (1)7.9 (5)12600/15
GP5-CMAES Bajer 2013instances 1.7 (1)1.5 (0.6)1.7 (0.7)2.2 (1)8.9 (21)12600/15
IPOPCMAv3p61 Bajer 1.8 (2)2.8 (2)3.9 (1)3.9 (0.9)4.2 (0.9)19 (23)12580/15
IPOPCMAv3p61 Bajer 2013instances 2.3 (2)3.5 (1)4.1 (1)4.2 (1)4.6 (2)24 (18)12580/15
LHD-10xDefault-MATSuMoTo Brockhoff 1.2 (2)3.3 (0.4)3.4 (0.4)42 (60)2500/15
LHD-2xDefault-MATSuMoTo Brockhoff 1.5 (1)1.6 (0.7)3.6 (3)41 (35)2500/15
RAND-2xDefault-MATSuMoTo Brockhoff 1.3 (2)2.2 (2)4.9 (4)2500/15
RF1-CMAES Bajer 1.2 (1)2.5 (1)5.7 (6)16 (22)64 (67)12580/15
RF1-CMAES Bajer 2013instances 2.0 (2)3.6 (2)5.7 (5)12 (13)30 (47)12580/15
RF5-CMAES Bajer 6.9 (5)29 (27)100 (137)12600/15
RF5-CMAES Bajer 2013instances 1.1 (1)39 (27)152 (224)12600/15
STEPif Posik 1.5 (1)1.9 (0.9)2.9 (1)92 (141)5e40/15
STEPifeg Posik 1.5 (1)1.8 (0.8)3.0 (3)33 (20)5120 (5577)5e40/15
STEPrr Posik 1.5 (1)1.5 (0.6)2.0 (1)12 (13)2350 (2159)5e40/15

Δ fopt
f15, 5-D
1e1
511
1e0
9310
1e-1
19369
1e-2
19743
1e-3
20073
1e-5
20769
1e-7
21359
#succ
14/15
MATSUMOTO Brockhoff 2.0 (3)2500/15
R-DE-10e2 Tanabe 5000/15
R-DE-10e5 Tanabe 3.3 (3)80 (58)373 (426)5e50/15
R-SHADE-10e2 Tanabe 4.8 (5)5000/15
R-SHADE-10e5 Tanabe 1.9 (1)2.3 (2)6.3 (6)6.2 (6)8.3 (9)9.0 (8)8.7 (8)14/15
RL-SHADE-10e2 Tanabe 2.8 (3)5000/15
RL-SHADE-10e5 Tanabe 6.9 (5)2.8 (2)6.1 (5)6.3 (5)6.4 (5)7.4 (5)7.3 (5)14/15
SOO Derbel 1.4 (0.9)3.5 (5)40 (54)46 (60)46 (40)44 (63)43 (53)6/15
BrentSTEPif Posik 226 (208)5e40/15
BrentSTEPifeg Posik 176 (137)5e40/15
BrentSTEPqi Posik 213 (250)5e40/15
BrentSTEPrr Posik 372 (509)5e40/15
CMA-CSA Atamna 1.1 (0.8)1.1 (0.9)0.91 (0.3)0.92 (0.3)0.92 (0.3)0.92 (0.3)0.92 (0.3)15/15
CMA-MSR Atamna 1.9 (2)0.95 (0.8)0.89 (0.7)0.89 (0.7)0.91 (0.7)0.93 (0.7)0.95 (0.8)15/15
CMA-TPA Atamna 1.9 (2)0.90 (0.6)0.87 (0.6)0.88 (0.6)0.88 (0.6)0.88 (0.6)0.89 (0.6)15/15
GP1-CMAES Bajer 1.6 (2)12580/15
GP1-CMAES Bajer 2013instances 2.9 (4)12580/15
GP5-CMAES Bajer 5.0 (6)12620/15
GP5-CMAES Bajer 2013instances 4.6 (8)12620/15
IPOPCMAv3p61 Bajer 1.2 (0.4)12580/15
IPOPCMAv3p61 Bajer 2013instances 1.2 (1)12580/15
LHD-10xDefault-MATSuMoTo Brockhoff 1.7 (1)2500/15
LHD-2xDefault-MATSuMoTo Brockhoff 1.2 (2)2500/15
RAND-2xDefault-MATSuMoTo Brockhoff 1.7 (2)2500/15
RF1-CMAES Bajer 3.1 (3)12580/15
RF1-CMAES Bajer 2013instances 1.0 (1)12580/15
RF5-CMAES Bajer 35 (44)12520/15
RF5-CMAES Bajer 2013instances 11 (14)12600/15
STEPif Posik 98 (121)4e40/15
STEPifeg Posik 51 (48)5e40/15
STEPrr Posik 72 (85)5e40/15

Δ fopt
f16, 5-D
1e1
120
1e0
612
1e-1
2662
1e-2
10163
1e-3
10449
1e-5
11644
1e-7
12095
#succ
15/15
MATSUMOTO Brockhoff 1.2 (0.9)2500/15
R-DE-10e2 Tanabe 0.95 (1.0)5000/15
R-DE-10e5 Tanabe 1.7 (2)28 (32)102 (87)342 (399)706 (909)5e50/15
R-SHADE-10e2 Tanabe 1.4 (1)5.9 (7)5000/15
R-SHADE-10e5 Tanabe 1.1 (1)2.7 (0.6)2.5 (3)1.4 (2)2.2 (2)2.4 (3)2.3 (3)15/15
RL-SHADE-10e2 Tanabe 1.2 (0.8)5000/15
RL-SHADE-10e5 Tanabe 1.7 (2)15 (4)12 (5)30 (35)60 (74)65 (101)63 (45)7/15
SOO Derbel 1.2 (0.8)1.1 (0.5)1.2 (0.5)0.96 (1.0)1.6 (2)3.2 (2)7.7 (10)15/15
BrentSTEPif Posik 10 (2)63 (81)247 (255)5e40/15
BrentSTEPifeg Posik 1.3 (1)158 (135)271 (259)5e40/15
BrentSTEPqi Posik 2.5 (1)93 (136)264 (415)5e40/15
BrentSTEPrr Posik 1.4 (1)67 (115)263 (296)5e40/15
CMA-CSA Atamna 2.2 (1)1.9 (2)1.4 (1)0.49 (0.4)↑10.54 (0.4)↑10.55 (0.2)↑10.56 (0.2)↑115/15
CMA-MSR Atamna 5.9 (11)5.8 (5)4.7 (4)1.6 (2)1.6 (2)1.5 (2)1.5 (2)15/15
CMA-TPA Atamna 1.8 (2)3.1 (3)1.8 (2)0.56 (0.8)0.62 (0.8)0.62 (0.6)0.65 (0.6)15/15
GP1-CMAES Bajer 1.1 (0.9)2.1 (2)3.3 (3)12580/15
GP1-CMAES Bajer 2013instances 1.2 (1.0)3.8 (2)6.8 (8)1.8 (2)1.8 (3)12580/15
GP5-CMAES Bajer 0.77 (0.8)2.3 (4)3.2 (3)12600/15
GP5-CMAES Bajer 2013instances 1.3 (3)4.7 (6)1.5 (3)1.8 (3)12600/15
IPOPCMAv3p61 Bajer 1.6 (1)1.8 (1)2.2 (2)0.90 (0.9)0.89 (1)12580/15
IPOPCMAv3p61 Bajer 2013instances 2.4 (2)6.8 (7)12580/15
LHD-10xDefault-MATSuMoTo Brockhoff 1.5 (1)6.1 (9)2500/15
LHD-2xDefault-MATSuMoTo Brockhoff 2.2 (2)2500/15
RAND-2xDefault-MATSuMoTo Brockhoff 1.7 (2)6.0 (6)2500/15
RF1-CMAES Bajer 1.5 (0.8)4.0 (5)3.3 (7)1.8 (2)12580/15
RF1-CMAES Bajer 2013instances 1.8 (1)3.6 (4)3.2 (3)12580/15
RF5-CMAES Bajer 1.5 (3)29 (47)12600/15
RF5-CMAES Bajer 2013instances 1.7 (4)9.0 (12)12600/15
STEPif Posik 0.69 (0.4)52 (48)268 (366)5e40/15
STEPifeg Posik 0.62 (0.3)↑146 (66)47 (37)5e40/15
STEPrr Posik 0.68 (0.4)28 (40)132 (155)5e40/15

Δ fopt
f17, 5-D
1e1
5.0
1e0
215
1e-1
899
1e-2
2861
1e-3
3669
1e-5
6351
1e-7
7934
#succ
15/15
MATSUMOTO Brockhoff 3.2 (4)8.6 (11)2500/15
R-DE-10e2 Tanabe 4.3 (5)1.4 (0.9)4.0 (5)5000/15
R-DE-10e5 Tanabe 4.3 (4)4.6 (8)8.2 (8)4.7 (4)12 (7)35 (41)127 (179)2/15
R-SHADE-10e2 Tanabe 3.4 (4)2.8 (2)5000/15
R-SHADE-10e5 Tanabe 2.9 (2)1.5 (0.8)1.9 (0.6)0.81 (0.2)↑10.94 (1)1.1 (1)1.1 (1)15/15
RL-SHADE-10e2 Tanabe 2.5 (2)2.0 (2)5000/15
RL-SHADE-10e5 Tanabe 2.9 (2)6.5 (3)5.4 (0.9)2.8 (0.3)3.0 (0.3)2.7 (0.2)2.8 (0.1)15/15
SOO Derbel 1.5 (2)1.2 (0.6)1.7 (1)1.8 (2)4.4 (3)11 (14)19 (16)14/15
BrentSTEPif Posik 7.3 (4)174 (150)794 (944)5e40/15
BrentSTEPifeg Posik 6.6 (4)173 (228)5e40/15
BrentSTEPqi Posik 4.3 (4)142 (121)779 (777)5e40/15
BrentSTEPrr Posik 4.5 (4)313 (427)408 (402)5e40/15
CMA-CSA Atamna 4.4 (4)0.98 (0.3)0.53 (0.2)↑01.0 (0.7)1.2 (1.0)1.1 (0.5)1.3 (0.7)15/15
CMA-MSR Atamna 4.3 (3)0.93 (0.3)0.97 (1)0.83 (0.6)0.82 (0.4)0.96 (0.5)1.1 (0.5)15/15
CMA-TPA Atamna 24 (18)2.6 (4)1.6 (2)0.97 (0.6)0.94 (0.2)0.88 (0.5)1.0 (0.5)15/15
GP1-CMAES Bajer 2.9 (3)0.83 (0.6)1.3 (2)0.73 (0.7)12580/15
GP1-CMAES Bajer 2013instances 4.7 (4)0.67 (0.3)↑00.80 (1)0.89 (0.9)12580/15
GP5-CMAES Bajer 2.5 (2)1.8 (2)9.3 (11)12600/15
GP5-CMAES Bajer 2013instances 3.8 (5)1.8 (2)10 (6)12580/15
IPOPCMAv3p61 Bajer 3.8 (4)1.7 (3)0.99 (1)0.40 (0.3)0.55 (0.4)12580/15
IPOPCMAv3p61 Bajer 2013instances 4.3 (4)1.1 (0.6)0.66 (0.4)0.46 (0.4)0.95 (0.6)12580/15
LHD-10xDefault-MATSuMoTo Brockhoff 2.1 (2)2.6 (3)2500/15
LHD-2xDefault-MATSuMoTo Brockhoff 2.5 (2)2.4 (2)2500/15
RAND-2xDefault-MATSuMoTo Brockhoff 2.4 (3)5.3 (5)2500/15
RF1-CMAES Bajer 4.5 (6)3.7 (6)12580/15
RF1-CMAES Bajer 2013instances 3.1 (3)4.0 (3)10 (9)12580/15
RF5-CMAES Bajer 14 (4)15 (13)10 (16)12520/15
RF5-CMAES Bajer 2013instances 5.0 (8)13 (9)12520/15
STEPif Posik 4.0 (3)136 (194)360 (480)5e40/15
STEPifeg Posik 4.0 (3)128 (271)172 (183)5e40/15
STEPrr Posik 4.1 (3)239 (233)226 (397)5e40/15

Δ fopt
f18, 5-D
1e1
103
1e0
378
1e-1
3968
1e-2
8451
1e-3
9280
1e-5
10905
1e-7
12469
#succ
15/15
MATSUMOTO Brockhoff 1.1 (0.8)2500/15
R-DE-10e2 Tanabe 1.1 (0.9)6.4 (6)5000/15
R-DE-10e5 Tanabe 1.3 (0.7)4.3 (5)6.7 (7)27 (35)223 (206)5e50/15
R-SHADE-10e2 Tanabe 2.0 (2)5000/15
R-SHADE-10e5 Tanabe 1.4 (0.8)1.6 (0.7)0.32 (0.1)↑00.64 (0.8)1.2 (2)2.6 (3)4.7 (8)15/15
RL-SHADE-10e2 Tanabe 1.3 (0.6)10 (10)5000/15
RL-SHADE-10e5 Tanabe 3.8 (2)10 (2)1.7 (0.2)1.2 (0.1)1.4 (0.1)1.8 (0.1)2.0 (0.1)15/15
SOO Derbel 0.95 (0.6)1.8 (0.6)0.80 (0.5)3.6 (5)10 (18)25 (23)50 (71)8/15
BrentSTEPif Posik 95 (173)229 (388)5e40/15
BrentSTEPifeg Posik 103 (172)159 (147)5e40/15
BrentSTEPqi Posik 129 (213)553 (469)4e40/15
BrentSTEPrr Posik 169 (327)213 (248)166 (165)5e40/15
CMA-CSA Atamna 1.3 (0.9)2.3 (5)0.61 (0.5)0.54 (0.5)0.74 (0.5)0.77 (0.4)0.90 (0.4)15/15
CMA-MSR Atamna 1.1 (0.7)5.0 (7)1.0 (1)0.70 (0.6)1.0 (0.6)1.2 (0.7)1.3 (0.9)15/15
CMA-TPA Atamna 0.93 (0.5)1.8 (3)0.67 (0.5)0.59 (0.4)0.69 (0.5)0.70 (0.4)0.85 (0.4)15/15
GP1-CMAES Bajer 0.90 (0.7)0.96 (0.8)0.65 (0.7)12580/15
GP1-CMAES Bajer 2013instances 1.0 (0.5)1.8 (2)1.4 (2)12580/15
GP5-CMAES Bajer 1.4 (1)7.8 (11)4.5 (3)2.1 (2)12600/15
GP5-CMAES Bajer 2013instances 2.0 (3)14 (22)12600/15
IPOPCMAv3p61 Bajer 0.98 (0.4)1.9 (2)0.80 (1)2.2 (2)12580/15
IPOPCMAv3p61 Bajer 2013instances 1.2 (0.2)1.3 (0.3)0.47 (0.3)1.1 (1)2.0 (2)12580/15
LHD-10xDefault-MATSuMoTo Brockhoff 1.4 (0.3)10 (17)2500/15
LHD-2xDefault-MATSuMoTo Brockhoff 1.5 (1)9.4 (12)2500/15
RAND-2xDefault-MATSuMoTo Brockhoff 1.6 (1)10 (13)2500/15
RF1-CMAES Bajer 1.1 (0.8)10 (11)12580/15
RF1-CMAES Bajer 2013instances 0.75 (0.3)5.6 (6)12580/15
RF5-CMAES Bajer 4.4 (6)16 (15)12520/15
RF5-CMAES Bajer 2013instances 5.2 (5)24 (20)12600/15
STEPif Posik 27 (85)194 (299)169 (181)5e40/15
STEPifeg Posik 22 (20)188 (130)5e40/15
STEPrr Posik 81 (215)85 (95)5e40/15

Δ fopt
f19, 5-D
1e1
1
1e0
1
1e-1
242
1e-2
1.0e5
1e-3
1.2e5
1e-5
1.2e5
1e-7
1.2e5
#succ
15/15
MATSUMOTO Brockhoff 19 (15)2500/15
R-DE-10e2 Tanabe 26 (21)5000/15
R-DE-10e5 Tanabe 19 (20)2417 (3172)1952 (1720)5e50/15
R-SHADE-10e2 Tanabe 21 (22)7330 (1e4)5000/15
R-SHADE-10e5 Tanabe 22 (22)1787 (1484)111 (125)21 (26)5e50/15
RL-SHADE-10e2 Tanabe 31 (28)5000/15
RL-SHADE-10e5 Tanabe 32 (42)4183 (3040)269 (238)68 (91)5e50/15
SOO Derbel 1 (0)1 (0)★410 (1)12 (14)5e50/15
BrentSTEPif Posik 16 (15)3125 (2486)694 (763)5e40/15
BrentSTEPifeg Posik 17 (15)2964 (3376)910 (1309)5e40/15
BrentSTEPqi Posik 22 (15)3284 (3734)1441 (1295)5e40/15
BrentSTEPrr Posik 17 (15)4781 (5633)926 (691)5e40/15
CMA-CSA Atamna 19 (14)2971 (3428)153 (139)0.86 (0.7)0.83 (0.6)0.83 (0.6)0.84 (0.6)15/15
CMA-MSR Atamna 31 (24)2573 (4899)306 (202)67 (64)5e50/15
CMA-TPA Atamna 25 (23)959 (889)84 (67)0.68 (0.7)0.78 (0.6)0.80 (0.6)0.80 (0.6)15/15
GP1-CMAES Bajer 23 (21)2991 (2936)76 (109)12580/15
GP1-CMAES Bajer 2013instances 25 (18)2568 (1971)12600/15
GP5-CMAES Bajer 19 (14)1364 (1758)12700/15
GP5-CMAES Bajer 2013instances 15 (13)1496 (1334)12620/15
IPOPCMAv3p61 Bajer 23 (21)1962 (1529)12580/15
IPOPCMAv3p61 Bajer 2013instances 23 (31)3070 (4364)12580/15
LHD-10xDefault-MATSuMoTo Brockhoff 39 (53)2500/15
LHD-2xDefault-MATSuMoTo Brockhoff 23 (13)2500/15
RAND-2xDefault-MATSuMoTo Brockhoff 20 (16)2500/15
RF1-CMAES Bajer 22 (20)1929 (2264)12580/15
RF1-CMAES Bajer 2013instances 24 (25)1868 (1419)12580/15
RF5-CMAES Bajer 32 (22)1.9e4 (2e4)12620/15
RF5-CMAES Bajer 2013instances 18 (16)1379 (1148)12620/15
STEPif Posik 14 (13)3090 (3162)1386 (1296)5e40/15
STEPifeg Posik 14 (13)5045 (3000)478 (572)5e40/15
STEPrr Posik 14 (13)3069 (2092)672 (767)5e40/15

Δ fopt
f20, 5-D
1e1
16
1e0
851
1e-1
38111
1e-2
51362
1e-3
54470
1e-5
54861
1e-7
55313
#succ
14/15
MATSUMOTO Brockhoff 2.1 (1)2500/15
R-DE-10e2 Tanabe 4.0 (3)1.1 (0.9)5000/15
R-DE-10e5 Tanabe 3.6 (2)0.94 (0.9)0.82 (1)0.81 (0.9)0.80 (0.9)0.91 (0.9)0.95 (0.9)15/15
R-SHADE-10e2 Tanabe 4.1 (2)1.4 (1)5000/15
R-SHADE-10e5 Tanabe 3.9 (2)1.9 (0.8)0.33 (0.2)↑10.26 (0.2)↑10.25 (0.1)↑00.25 (0.1)↑00.26 (0.1)↑015/15
RL-SHADE-10e2 Tanabe 4.4 (3)1.3 (2)5000/15
RL-SHADE-10e5 Tanabe 14 (6)5.6 (2)0.64 (1)0.54 (1.0)0.53 (0.9)0.56 (0.9)0.58 (0.9)15/15
SOO Derbel 12 (0.0)1.2 (6e-4)5e50/15
BrentSTEPif Posik 2.1 (2)23 (41)5.8 (6)4.3 (4)6.5 (7)6.5 (8)6.5 (10)1/15
BrentSTEPifeg Posik 2.2 (2)9.3 (11)18 (23)13 (18)13 (13)13 (17)13 (12)1/15
BrentSTEPqi Posik 1.8 (0.9)8.7 (24)8.8 (9)6.6 (10)6.2 (5)6.2 (10)13 (17)0/15
BrentSTEPrr Posik 1.9 (0.8)11 (16)9.3 (9)7.0 (5)6.6 (8)13 (13)5e40/15
CMA-CSA Atamna 3.7 (2)9.2 (6)1.1 (0.7)0.83 (0.6)0.80 (0.5)0.82 (0.5)0.84 (0.6)15/15
CMA-MSR Atamna 4.8 (2)1666 (1780)5e50/15
CMA-TPA Atamna 3.9 (2)17 (19)2.0 (1)1.5 (0.8)1.5 (0.7)1.5 (0.8)1.5 (0.8)15/15
GP1-CMAES Bajer 2.8 (1)12580/15
GP1-CMAES Bajer 2013instances 3.1 (1)11 (11)12580/15
GP5-CMAES Bajer 2.1 (1)12620/15
GP5-CMAES Bajer 2013instances 2.2 (0.8)12600/15
IPOPCMAv3p61 Bajer 4.9 (2)4.6 (4)12580/15
IPOPCMAv3p61 Bajer 2013instances 4.2 (2)21 (18)12580/15
LHD-10xDefault-MATSuMoTo Brockhoff 6.4 (3)2500/15
LHD-2xDefault-MATSuMoTo Brockhoff 2.5 (1)2500/15
RAND-2xDefault-MATSuMoTo Brockhoff 2.5 (1)2500/15
RF1-CMAES Bajer 3.9 (3)12580/15
RF1-CMAES Bajer 2013instances 4.0 (2)12580/15
RF5-CMAES Bajer 13 (25)12600/15
RF5-CMAES Bajer 2013instances 31 (30)12600/15
STEPif Posik 1.9 (1)6.6 (14)3.7 (3)2.9 (3)2.7 (2)3.7 (5)3.8 (4)2/15
STEPifeg Posik 1.9 (1)3.1 (8)3.9 (5)2.9 (3)2.7 (3)2.8 (3)2.9 (4)3/15
STEPrr Posik 1.8 (1)2.8 (6)3.1 (3)2.3 (2)2.2 (3)2.8 (3)4.0 (5)1/15

Δ fopt
f21, 5-D
1e1
41
1e0
1157
1e-1
1674
1e-2
1692
1e-3
1705
1e-5
1729
1e-7
1757
#succ
14/15
MATSUMOTO Brockhoff 0.87 (0.5)0.79 (1)2.3 (2)2500/15
R-DE-10e2 Tanabe 1.4 (1)6.2 (7)4.4 (3)4.3 (6)5000/15
R-DE-10e5 Tanabe 1.7 (2)16 (24)15 (16)15 (17)15 (17)15 (17)17 (19)15/15
R-SHADE-10e2 Tanabe 2.3 (2)1.5 (2)2.2 (2)4.4 (7)5000/15
R-SHADE-10e5 Tanabe 2.0 (2)2.6 (3)3.3 (2)3.3 (2)3.4 (2)3.4 (2)3.5 (2)15/15
RL-SHADE-10e2 Tanabe 2.0 (2)1.4 (1)2.1 (3)4.2 (4)4.2 (5)4.3 (5)4.2 (5)1/15
RL-SHADE-10e5 Tanabe 3.1 (4)7.3 (2)5.8 (1)6.7 (2)7.2 (2)7.9 (2)8.5 (2)15/15
SOO Derbel 0.88 (0.8)0.35 (0.3)↑10.70 (0.7)1.1 (0.7)1.4 (0.7)6.2 (7)8.5 (8)15/15
BrentSTEPif Posik 77 (7)174 (238)125 (125)196 (213)197 (226)202 (272)208 (208)0/15
BrentSTEPifeg Posik 9.3 (6)90 (89)63 (90)62 (68)63 (59)67 (83)92 (103)2/15
BrentSTEPqi Posik 14 (2)121 (216)84 (115)84 (135)84 (88)121 (152)210 (199)0/15
BrentSTEPrr Posik 11 (6)67 (75)56 (68)67 (72)67 (81)72 (88)203 (218)0/15
CMA-CSA Atamna 1.9 (1)55 (141)119 (210)148 (160)147 (218)145 (258)143 (155)9/15
CMA-MSR Atamna 5.3 (2)206 (357)388 (251)384 (502)382 (389)376 (560)371 (429)6/15
CMA-TPA Atamna 2.2 (1)88 (170)116 (207)115 (214)114 (116)113 (199)112 (160)10/15
GP1-CMAES Bajer 1.1 (0.7)4.4 (5)5.0 (6)5.0 (3)5.0 (6)5.0 (7)10 (14)1/15
GP1-CMAES Bajer 2013instances 1.3 (0.5)1.9 (2)1.7 (2)1.7 (2)2.2 (2)2.3 (2)2.4 (2)4/15
GP5-CMAES Bajer 5.2 (8)16 (19)12600/15
GP5-CMAES Bajer 2013instances 1.4 (0.8)1.4 (2)1.5 (1)1.9 (3)1.9 (2)10 (11)12520/15
IPOPCMAv3p61 Bajer 1.7 (2)15 (14)11 (14)11 (9)10 (15)10 (7)10 (12)1/15
IPOPCMAv3p61 Bajer 2013instances 4.3 (2)15 (19)12580/15
LHD-10xDefault-MATSuMoTo Brockhoff 2.0 (2)1.0 (1.0)2.2 (2)2500/15
LHD-2xDefault-MATSuMoTo Brockhoff 1.3 (0.7)0.94 (1)2.1 (2)2500/15
RAND-2xDefault-MATSuMoTo Brockhoff 1.4 (0.4)1.5 (2)2.1 (2)2500/15
RF1-CMAES Bajer 1.6 (0.8)2.4 (3)5.1 (8)5.1 (5)10 (10)10 (9)12580/15
RF1-CMAES Bajer 2013instances 3.5 (3)4.5 (7)3.2 (4)5.1 (7)11 (9)12580/15
RF5-CMAES Bajer 5.6 (11)4.7 (7)12600/15
RF5-CMAES Bajer 2013instances 3.7 (9)7.8 (7)12600/15
STEPif Posik 1.2 (1)96 (82)84 (129)84 (89)84 (112)129 (108)206 (128)1/15
STEPifeg Posik 1.1 (0.9)80 (93)56 (52)55 (88)55 (44)71 (92)94 (92)2/15
STEPrr Posik 1.1 (0.8)93 (95)85 (133)84 (133)84 (69)88 (101)129 (141)3/15

Δ fopt
f22, 5-D
1e1
71
1e0
386
1e-1
938
1e-2
980
1e-3
1008
1e-5
1040
1e-7
1068
#succ
14/15
MATSUMOTO Brockhoff 1.1 (0.7)5.8 (7)2500/15
R-DE-10e2 Tanabe 1.3 (1.0)2.2 (2)7.7 (5)7.4 (8)5000/15
R-DE-10e5 Tanabe 2.1 (2)16 (24)25 (19)26 (19)27 (19)36 (41)41 (40)15/15
R-SHADE-10e2 Tanabe 1.6 (2)5.7 (7)3.7 (3)5000/15
R-SHADE-10e5 Tanabe 1.5 (1)3.2 (3)5.5 (7)5.5 (7)5.5 (7)5.5 (6)5.6 (6)15/15
RL-SHADE-10e2 Tanabe 1.6 (1)2.6 (2)3.7 (4)5000/15
RL-SHADE-10e5 Tanabe 3.7 (4)4.5 (3)65 (107)64 (102)63 (99)62 (97)62 (94)14/15
SOO Derbel 1.0 (0.9)0.98 (1.0)14 (28)37 (59)50 (84)92 (83)205 (238)13/15
BrentSTEPif Posik 102 (292)236 (306)236 (235)739 (1020)5e40/15
BrentSTEPifeg Posik 34 (44)80 (136)129 (115)341 (363)710 (1005)5e40/15
BrentSTEPqi Posik 31 (43)55 (65)85 (125)335 (471)333 (472)5e40/15
BrentSTEPrr Posik 37 (63)110 (164)129 (118)350 (476)709 (707)5e40/15
CMA-CSA Atamna 4.1 (11)135 (240)345 (380)426 (567)535 (781)519 (536)506 (1098)6/15
CMA-MSR Atamna 14 (30)458 (565)531 (695)508 (849)494 (758)479 (426)467 (826)7/15
CMA-TPA Atamna 2.5 (0.6)224 (483)323 (383)310 (558)301 (518)293 (484)285 (444)8/15
GP1-CMAES Bajer 4.2 (9)22 (19)19 (26)18 (31)18 (18)17 (18)17 (20)1/15
GP1-CMAES Bajer 2013instances 3.6 (9)9.3 (13)19 (18)18 (23)18 (23)17 (24)17 (14)1/15
GP5-CMAES Bajer 3.7 (8)6.9 (7)4.0 (5)3.9 (5)4.0 (4)18 (14)12600/15
GP5-CMAES Bajer 2013instances 4.3 (8)10 (12)9.2 (15)8.8 (10)8.6 (10)12540/15
IPOPCMAv3p61 Bajer 5.7 (9)46 (73)12580/15
IPOPCMAv3p61 Bajer 2013instances 5.8 (9)5.6 (8)20 (11)19 (22)18 (23)18 (13)18 (18)1/15
LHD-10xDefault-MATSuMoTo Brockhoff 1.9 (0.6)2.3 (2)2500/15
LHD-2xDefault-MATSuMoTo Brockhoff 1.4 (1)3.0 (2)2500/15
RAND-2xDefault-MATSuMoTo Brockhoff 0.79 (0.5)4.5 (3)2500/15
RF1-CMAES Bajer 7.7 (14)13 (17)19 (20)12580/15
RF1-CMAES Bajer 2013instances 5.5 (9)3.0 (5)12580/15
RF5-CMAES Bajer 11 (15)46 (52)12600/15
RF5-CMAES Bajer 2013instances 7.3 (9)21 (31)12600/15
STEPif Posik 117 (350)131 (194)350 (492)754 (727)5e40/15
STEPifeg Posik 123 (388)104 (133)129 (136)724 (765)5e40/15
STEPrr Posik 62 (64)67 (87)67 (101)237 (306)738 (645)5e40/15

Δ fopt
f23, 5-D
1e1
3.0
1e0
518
1e-1
14249
1e-2
27890
1e-3
31654
1e-5
33030
1e-7
34256
#succ
15/15
MATSUMOTO Brockhoff 1.8 (1)2500/15
R-DE-10e2 Tanabe 1.6 (1)14 (14)5000/15
R-DE-10e5 Tanabe 2.0 (3)34 (43)5e50/15
R-SHADE-10e2 Tanabe 3.1 (3)5000/15
R-SHADE-10e5 Tanabe 2.9 (3)6.2 (4)1.7 (2)0.93 (1)0.83 (1.0)0.82 (0.9)0.82 (0.9)15/15
RL-SHADE-10e2 Tanabe 2.8 (3)5000/15
RL-SHADE-10e5 Tanabe 2.2 (2)18 (25)11 (11)7.4 (7)6.8 (6)6.6 (6)6.4 (6)14/15
SOO Derbel 1.7 (2)1.4 (0.3)0.71 (0.7)1.9 (3)3.3 (3)6.5 (9)10 (8)11/15
BrentSTEPif Posik 2.6 (2)3.3 (4)5e40/15
BrentSTEPifeg Posik 2.6 (2)4.3 (6)50 (55)5e40/15
BrentSTEPqi Posik 2.6 (2)6.6 (7)50 (67)5e40/15
BrentSTEPrr Posik 2.6 (2)3.7 (4)50 (42)5e40/15
CMA-CSA Atamna 2.3 (3)13 (16)4.7 (5)2.5 (3)2.2 (2)2.2 (2)2.1 (2)15/15
CMA-MSR Atamna 2.5 (2)3.2 (4)0.91 (0.8)0.52 (0.4)0.48 (0.4)↑10.51 (0.4)↑10.53 (0.4)15/15
CMA-TPA Atamna 3.2 (3)16 (16)8.1 (18)4.2 (9)3.8 (8)3.8 (8)3.7 (8)13/15
GP1-CMAES Bajer 2.3 (2)11 (10)12600/15
GP1-CMAES Bajer 2013instances 1.9 (2)4.9 (4)12580/15
GP5-CMAES Bajer 2.1 (2)1.4 (1)12600/15
GP5-CMAES Bajer 2013instances 2.4 (3)2.2 (1)12520/15
IPOPCMAv3p61 Bajer 2.5 (3)17 (18)12580/15
IPOPCMAv3p61 Bajer 2013instances 2.3 (2)12 (13)12580/15
LHD-10xDefault-MATSuMoTo Brockhoff 3.9 (5)6.8 (8)2500/15
LHD-2xDefault-MATSuMoTo Brockhoff 3.1 (4)2500/15
RAND-2xDefault-MATSuMoTo Brockhoff 2.5 (3)7.1 (7)2500/15
RF1-CMAES Bajer 1.8 (2)12600/15
RF1-CMAES Bajer 2013instances 1.8 (2)12600/15
RF5-CMAES Bajer 2.8 (3)36 (40)12880/15
RF5-CMAES Bajer 2013instances 2.4 (2)12880/15
STEPif Posik 3.4 (2)2.8 (3)5e40/15
STEPifeg Posik 3.4 (2)2.7 (2)50 (60)5e40/15
STEPrr Posik 3.4 (2)2.5 (1)5e40/15

Δ fopt
f24, 5-D
1e1
1622
1e0
2.2e5
1e-1
6.4e6
1e-2
9.6e6
1e-3
9.6e6
1e-5
1.3e7
1e-7
1.3e7
#succ
3/15
MATSUMOTO Brockhoff 2500/15
R-DE-10e2 Tanabe 5000/15
R-DE-10e5 Tanabe 5.0 (6)16 (18)5e50/15
R-SHADE-10e2 Tanabe 5000/15
R-SHADE-10e5 Tanabe 1.7 (0.9)2.6 (3)5e50/15
RL-SHADE-10e2 Tanabe 5000/15
RL-SHADE-10e5 Tanabe 6.9 (3)16 (18)5e50/15
SOO Derbel 3.0 (3)1.2 (2)5e50/15
BrentSTEPif Posik 41 (64)4e40/15
BrentSTEPifeg Posik 21 (25)5e40/15
BrentSTEPqi Posik 38 (40)5e40/15
BrentSTEPrr Posik 29 (28)5e40/15
CMA-CSA Atamna 2.0 (2)5e50/15
CMA-MSR Atamna 1.3 (2)33 (30)1.1 (1)5e50/15
CMA-TPA Atamna 1.3 (1)10 (6)5e50/15
GP1-CMAES Bajer 2.0 (2)12580/15
GP1-CMAES Bajer 2013instances 2.1 (2)12580/15
GP5-CMAES Bajer 2.3 (4)0.08 (0.1)12620/15
GP5-CMAES Bajer 2013instances 1.1 (2)12600/15
IPOPCMAv3p61 Bajer 11 (20)12580/15
IPOPCMAv3p61 Bajer 2013instances 2.0 (2)12580/15
LHD-10xDefault-MATSuMoTo Brockhoff 2500/15
LHD-2xDefault-MATSuMoTo Brockhoff 2500/15
RAND-2xDefault-MATSuMoTo Brockhoff 2500/15
RF1-CMAES Bajer 11 (10)12580/15
RF1-CMAES Bajer 2013instances 5.5 (6)12580/15
RF5-CMAES Bajer 12520/15
RF5-CMAES Bajer 2013instances 5.2 (6)12600/15
STEPif Posik 15 (19)4e40/15
STEPifeg Posik 15 (27)5e40/15
STEPrr Posik 21 (26)5e40/15

Previous dimension | Dimension = 10 | Next dimension

Δ fopt
f1, 10-D
1e1
22
1e0
23
1e-1
23
1e-2
23
1e-3
23
1e-5
23
1e-7
23
#succ
15/15
MATSUMOTO Brockhoff 2.5 (0.8)11 (12)13 (17)30 (22)318 (408)5000/15
R-DE-10e2 Tanabe 4.3 (1)11 (4)18 (4)25 (6)32 (7)126 (109)10000/15
R-DE-10e5 Tanabe 8.6 (2)18 (2)30 (4)43 (6)53 (5)76 (6)100 (6)15/15
R-SHADE-10e2 Tanabe 6.1 (1)14 (3)21 (8)32 (8)46 (36)652 (609)10000/15
R-SHADE-10e5 Tanabe 12 (5)29 (5)47 (8)69 (5)88 (9)126 (10)169 (13)15/15
RL-SHADE-10e2 Tanabe 7.2 (1)13 (7)43 (45)115 (134)208 (216)10000/15
RL-SHADE-10e5 Tanabe 44 (20)144 (31)256 (23)360 (30)460 (20)642 (23)803 (28)15/15
SOO Derbel 3.9 (2)16 (5)39 (6)67 (10)111 (17)226 (19)370 (21)15/15
BrentSTEPif Posik 1.8 (0.1)2.2 (0.1)2.3 (0.2)2.3 (0.3)2.3 (0.3)2.3 (0.3)2.4 (0.3)15/15
BrentSTEPifeg Posik 1.8 (0.1)2.2 (0.1)2.3 (0.2)2.3 (0.3)2.3 (0.3)2.3 (0.3)2.4 (0.3)15/15
BrentSTEPqi Posik 1.8 (0.1)2.2 (0.1)2.3 (0.2)2.3 (0.3)2.3 (0.3)2.3 (0.3)2.4 (0.3)15/15
BrentSTEPrr Posik 1.8 (0.1)2.2 (0.1)2.3 (0.2)2.3 (0.3)2.3 (0.3)2.3 (0.3)2.4 (0.3)15/15
CMA-CSA Atamna 6.4 (3)12 (2)18 (4)25 (4)31 (5)44 (5)56 (6)15/15
CMA-MSR Atamna 7.0 (2)15 (3)24 (4)34 (4)42 (5)60 (5)78 (6)15/15
CMA-TPA Atamna 6.2 (2)11 (2)16 (2)21 (3)26 (4)36 (4)46 (5)15/15
GP1-CMAES Bajer 4.1 (1)6.8 (1)10 (0.9)14 (1)17 (2)25 (4)36 (4)15/15
GP1-CMAES Bajer 2013instances 3.7 (0.6)6.9 (1)10 (1)13 (2)16 (2)24 (2)34 (4)15/15
GP5-CMAES Bajer 2.3 (0.5)3.2 (0.3)4.3 (0.5)5.5 (0.6)6.7 (0.5)9.0 (0.7)41 (29)4/15
GP5-CMAES Bajer 2013instances 2.3 (0.4)3.3 (0.3)4.4 (0.3)5.6 (0.6)6.7 (0.6)9.0 (0.7)39 (33)4/15
IPOPCMAv3p61 Bajer 5.8 (3)13 (3)19 (2)25 (3)32 (3)45 (4)59 (5)15/15
IPOPCMAv3p61 Bajer 2013instances 6.5 (2)13 (3)19 (4)26 (4)32 (4)45 (4)59 (3)15/15
LHD-10xDefault-MATSuMoTo Brockhoff 10 (0.1)10 (0.3)12 (0.9)14 (0.8)15 (1)5000/15
LHD-2xDefault-MATSuMoTo Brockhoff 2.9 (0.5)6.4 (5)8.9 (5)27 (20)101 (88)5000/15
RAND-2xDefault-MATSuMoTo Brockhoff 3.1 (0.5)5.3 (1)7.7 (2)22 (13)74 (54)5000/15
RF1-CMAES Bajer 4.9 (2)10 (3)17 (6)25 (10)35 (12)67 (28)231 (274)4/15
RF1-CMAES Bajer 2013instances 5.1 (2)11 (3)18 (4)28 (9)41 (13)81 (65)246 (228)3/15
RF5-CMAES Bajer 4.5 (4)42 (44)289 (363)25140/15
RF5-CMAES Bajer 2013instances 3.8 (1)29 (48)220 (319)25140/15
STEPif Posik 1.9 (0.1)2.4 (0.2)3.3 (0.3)5.1 (1.0)6.2 (0.7)7.6 (0.8)8.7 (0.5)15/15
STEPifeg Posik 1.9 (0.1)2.4 (0.2)3.2 (0.2)4.5 (0.7)5.5 (0.6)7.3 (0.9)8.8 (0.5)15/15
STEPrr Posik 1.9 (0.1)2.4 (0.2)3.2 (0.2)3.9 (0.1)4.7 (0.1)6.1 (0.1)7.5 (0.2)15/15

Δ fopt
f2, 10-D
1e1
187
1e0
190
1e-1
191
1e-2
191
1e-3
193
1e-5
194
1e-7
195
#succ
15/15
MATSUMOTO Brockhoff 5000/15
R-DE-10e2 Tanabe 4.5 (3)8.6 (8)15 (11)78 (92)10000/15
R-DE-10e5 Tanabe 5.9 (0.8)7.1 (0.5)8.3 (0.5)10 (0.7)11 (0.9)14 (0.9)16 (1.0)15/15
R-SHADE-10e2 Tanabe 4.4 (0.9)9.0 (5)26 (30)78 (75)10000/15
R-SHADE-10e5 Tanabe 11 (2)14 (2)16 (2)19 (2)21 (2)26 (2)30 (2)15/15
RL-SHADE-10e2 Tanabe 18 (18)10000/15
RL-SHADE-10e5 Tanabe 56 (3)67 (2)78 (4)88 (3)97 (2)115 (4)132 (4)15/15
SOO Derbel 2695 (5348)3537 (5268)4619 (1e4)4628 (6546)4589 (7776)5970 (9019)6145 (7695)7/15
BrentSTEPif Posik 0.64 (0.2)↑00.73 (0.2)↑00.77 (0.1)↑00.83 (0.1)↑00.86 (0.1)↑00.95 (0.1)1.0 (0.1)15/15
BrentSTEPifeg Posik 0.63 (0.2)↑00.70 (0.2)↑00.74 (0.2)↑00.83 (0.1)↑00.86 (0.1)↑10.96 (0.1)1.0 (0.1)15/15
BrentSTEPqi Posik 0.41 (0.0)↑00.43 (0.0)★3↑00.45 (0.0)★4↑00.50 (0.0)★4↑00.54 (0.1)★4↑00.69 (0.1)★3↑00.86 (0.2)15/15
BrentSTEPrr Posik 0.55 (0.2)↑00.62 (0.1)↑00.67 (0.1)↑00.71 (0.1)↑00.76 (0.1)↑00.94 (0.1)1.0 (0.2)15/15
CMA-CSA Atamna 14 (3)16 (3)17 (2)18 (1)19 (1)20 (1)22 (2)15/15
CMA-MSR Atamna 16 (3)18 (3)19 (2)21 (2)22 (1)24 (1)25 (1)15/15
CMA-TPA Atamna 15 (4)17 (3)19 (2)20 (1)21 (1)22 (1)23 (2)15/15
GP1-CMAES Bajer 32 (31)25020/15
GP1-CMAES Bajer 2013instances 33 (37)25020/15
GP5-CMAES Bajer 9.2 (8)15 (18)19 (17)19 (14)19 (20)20 (10)46 (55)0/15
GP5-CMAES Bajer 2013instances 6.1 (3)8.5 (3)12 (8)13 (8)13 (13)14 (11)96 (122)0/15
IPOPCMAv3p61 Bajer 25020/15
IPOPCMAv3p61 Bajer 2013instances 25020/15
LHD-10xDefault-MATSuMoTo Brockhoff 5000/15
LHD-2xDefault-MATSuMoTo Brockhoff 5000/15
RAND-2xDefault-MATSuMoTo Brockhoff 5000/15
RF1-CMAES Bajer 25020/15
RF1-CMAES Bajer 2013instances 25020/15
RF5-CMAES Bajer 25140/15
RF5-CMAES Bajer 2013instances 25040/15
STEPif Posik 0.82 (0.3)0.89 (0.2)1.1 (0.3)1.1 (0.3)1.2 (0.2)1.3 (0.1)1.4 (0.1)15/15
STEPifeg Posik 0.77 (0.2)0.84 (0.3)1.00 (0.2)1.1 (0.3)1.2 (0.3)1.3 (0.2)1.4 (0.1)15/15
STEPrr Posik 0.69 (0.1)↑00.76 (0.1)↑00.87 (0.1)↑10.94 (0.1)1.0 (0.1)1.2 (0.1)1.4 (0.1)15/15

Δ fopt
f3, 10-D
1e1
1739
1e0
3600
1e-1
3609
1e-2
3636
1e-3
3642
1e-5
3646
1e-7
3651
#succ
15/15
MATSUMOTO Brockhoff 5000/15
R-DE-10e2 Tanabe 8.5 (10)10000/15
R-DE-10e5 Tanabe 1.0 (0.2)5.7 (4)35 (43)35 (42)35 (42)35 (42)35 (42)15/15
R-SHADE-10e2 Tanabe 0.71 (0.4)10000/15
R-SHADE-10e5 Tanabe 4.2 (0.7)4.0 (0.6)5.7 (5)5.9 (5)6.1 (5)6.4 (5)6.7 (5)15/15
RL-SHADE-10e2 Tanabe 1.5 (2)10000/15
RL-SHADE-10e5 Tanabe 14 (2)12 (0.8)14 (0.7)14 (0.7)15 (0.7)16 (0.7)17 (0.6)15/15
SOO Derbel 197 (345)3919 (6251)1e60/15
BrentSTEPif Posik 0.15 (0.0)↑00.16 (0.0)↑00.19 (0.0)↑00.19 (0.0)↑00.19 (0.0)↑00.19 (0.0)↑00.19 (0.0)↑015/15
BrentSTEPifeg Posik 0.16 (0.0)↑00.16 (0.0)↑00.19 (0.0)↑00.19 (0.0)↑00.19 (0.0)↑00.19 (0.0)↑00.19 (0.0)↑015/15
BrentSTEPqi Posik 0.16 (0.1)↑00.14 (0.0)↑00.18 (0.0)↑00.18 (0.0)↑00.18 (0.0)↑00.18 (0.0)↑00.18 (0.0)↑015/15
BrentSTEPrr Posik 0.15 (0.0)↑00.14 (0.0)↑00.17 (0.0)↑00.17 (0.0)↑00.17 (0.0)↑00.18 (0.0)↑00.19 (0.0)↑015/15
CMA-CSA Atamna 3.9 (3)1132 (1115)1e60/15
CMA-MSR Atamna 4.1 (2)20 (9)35 (40)36 (41)37 (44)39 (46)41 (50)15/15
CMA-TPA Atamna 2.7 (3)278 (496)3905 (4240)3876 (5314)3870 (3169)3867 (3715)3862 (5633)1/15
GP1-CMAES Bajer 4.5 (5)25020/15
GP1-CMAES Bajer 2013instances 4.9 (7)25020/15
GP5-CMAES Bajer 25180/15
GP5-CMAES Bajer 2013instances 25260/15
IPOPCMAv3p61 Bajer 3.0 (4)25020/15
IPOPCMAv3p61 Bajer 2013instances 4.7 (5)25020/15
LHD-10xDefault-MATSuMoTo Brockhoff 5000/15
LHD-2xDefault-MATSuMoTo Brockhoff 5000/15
RAND-2xDefault-MATSuMoTo Brockhoff 5000/15
RF1-CMAES Bajer 25020/15
RF1-CMAES Bajer 2013instances 21 (21)25020/15
RF5-CMAES Bajer 25040/15
RF5-CMAES Bajer 2013instances 25040/15
STEPif Posik 0.16 (0.0)↑00.17 (0.0)↑00.18 (0.0)↑00.19 (0.0)↑00.19 (0.0)↑00.20 (0.0)↑00.20 (0.0)↑015/15
STEPifeg Posik 0.15 (0.0)↑00.15 (0.0)↑00.16 (0.0)↑00.17 (0.0)↑00.18 (0.0)↑00.19 (0.0)↑00.19 (0.0)↑015/15
STEPrr Posik 0.13 (0.0)↑00.14 (0.0)↑00.15 (0.0)↑00.16 (0.0)↑00.17 (0.0)↑00.18 (0.0)↑00.20 (0.0)↑015/15

Δ fopt
f4, 10-D
1e1
2234
1e0
3626
1e-1
3660
1e-2
3695
1e-3
3707
1e-5
3744
1e-7
28767
#succ
12/15
MATSUMOTO Brockhoff 5000/15
R-DE-10e2 Tanabe 10000/15
R-DE-10e5 Tanabe 0.90 (0.2)35 (43)264 (241)261 (225)261 (231)258 (269)34 (30)10/15
R-SHADE-10e2 Tanabe 0.69 (0.5)10000/15
R-SHADE-10e5 Tanabe 3.6 (0.6)5.5 (3)7.6 (5)7.8 (5)8.0 (5)8.3 (5)1.1 (0.7)15/15
RL-SHADE-10e2 Tanabe 3.2 (3)10000/15
RL-SHADE-10e5 Tanabe 12 (2)13 (0.7)15 (0.6)16 (0.6)16 (0.6)17 (0.6)2.3 (0.1)15/15
SOO Derbel 677 (1024)1e60/15
BrentSTEPif Posik 0.14 (0.0)↑00.28 (0.1)↑00.37 (0.1)↑00.36 (0.1)↑00.36 (0.1)↑00.36 (0.1)↑00.05 (0.0)↑015/15
BrentSTEPifeg Posik 0.14 (0.0)↑00.27 (0.1)↑00.35 (0.1)↑00.35 (0.1)↑00.35 (0.1)↑00.35 (0.1)↑00.05 (0.0)↑015/15
BrentSTEPqi Posik 0.16 (0.0)↑00.24 (0.1)↑00.32 (0.1)↑00.32 (0.1)↑00.32 (0.1)↑00.32 (0.1)↑00.05 (0.0)↑015/15
BrentSTEPrr Posik 0.13 (0.0)↑00.22 (0.1)↑00.28 (0.1)↑00.29 (0.1)↑00.30 (0.1)↑00.34 (0.1)↑00.06 (0.0)↑015/15
CMA-CSA Atamna 7.7 (8)1e60/15
CMA-MSR Atamna 10 (6)1e60/15
CMA-TPA Atamna 4.9 (4)1e60/15
GP1-CMAES Bajer 25020/15
GP1-CMAES Bajer 2013instances 25020/15
GP5-CMAES Bajer 25160/15
GP5-CMAES Bajer 2013instances 25160/15
IPOPCMAv3p61 Bajer 7.8 (9)25020/15
IPOPCMAv3p61 Bajer 2013instances 8.0 (7)25020/15
LHD-10xDefault-MATSuMoTo Brockhoff 5000/15
LHD-2xDefault-MATSuMoTo Brockhoff 5000/15
RAND-2xDefault-MATSuMoTo Brockhoff 5000/15
RF1-CMAES Bajer 25020/15
RF1-CMAES Bajer 2013instances 25020/15
RF5-CMAES Bajer 25140/15
RF5-CMAES Bajer 2013instances 25040/15
STEPif Posik 0.14 (0.0)↑00.35 (0.1)↑00.47 (0.1)↑00.61 (0.1)↑00.77 (0.1)↑10.87 (0.1)0.12 (0.0)↑015/15
STEPifeg Posik 0.14 (0.0)↑00.34 (0.1)↑00.46 (0.1)↑00.59 (0.1)↑00.73 (0.1)↑00.84 (0.1)↑10.11 (0.0)↑015/15
STEPrr Posik 0.13 (0.0)↑00.29 (0.1)↑00.42 (0.1)↑00.54 (0.1)↑00.68 (0.1)↑00.82 (0.1)↑00.12 (0.0)↑015/15

Δ fopt
f5, 10-D
1e1
20
1e0
20
1e-1
20
1e-2
20
1e-3
20
1e-5
20
1e-7
20
#succ
15/15
MATSUMOTO Brockhoff 1.7 (0.2)1.9 (0.2)2.0 (0.1)2.0 (0.1)2.0 (0.1)2.0 (0.1)2.0 (0.1)15/15
R-DE-10e2 Tanabe 17 (5)29 (10)47 (30)71 (28)750 (475)10000/15
R-DE-10e5 Tanabe 24 (2)45 (4)65 (8)85 (10)104 (10)145 (9)185 (8)15/15
R-SHADE-10e2 Tanabe 12 (2)19 (3)26 (4)32 (6)37 (6)57 (28)183 (184)2/15
R-SHADE-10e5 Tanabe 47 (14)91 (19)134 (23)178 (26)223 (22)314 (26)403 (25)15/15
RL-SHADE-10e2 Tanabe 14 (3)20 (4)27 (6)34 (8)42 (7)77 (54)372 (362)0/15
RL-SHADE-10e5 Tanabe 131 (9)241 (16)336 (13)420 (8)502 (13)655 (11)799 (13)15/15
SOO Derbel 36 (0.0)108 (0.0)219 (0.0)395 (0.0)623 (0.0)1175 (0.0)1884 (0.0)15/15
BrentSTEPif Posik 1.5 (0.1)1.5 (0.1)1.5 (0.1)1.5 (0.1)1.5 (0.1)1.5 (0.1)1.5 (0.1)15/15
BrentSTEPifeg Posik 1.5 (0.1)1.5 (0.1)1.5 (0.1)1.5 (0.1)1.5 (0.1)1.5 (0.1)1.5 (0.1)15/15
BrentSTEPqi Posik 1.5 (0.1)1.5 (0.1)1.5 (0.1)1.5 (0.1)1.5 (0.1)1.5 (0.1)1.5 (0.1)15/15
BrentSTEPrr Posik 1.5 (0.1)1.5 (0.1)1.5 (0.1)1.5 (0.1)1.5 (0.1)1.5 (0.1)1.5 (0.1)15/15
CMA-CSA Atamna 4.8 (2)6.1 (2)6.2 (2)6.2 (2)6.2 (2)6.2 (2)6.2 (2)15/15
CMA-MSR Atamna 3.9 (1)5.3 (2)5.4 (2)5.4 (2)5.4 (2)5.4 (2)5.4 (2)15/15
CMA-TPA Atamna 4.2 (2)4.9 (2)5.0 (2)5.0 (2)5.0 (2)5.0 (2)5.0 (2)15/15
GP1-CMAES Bajer 5.8 (3)38 (45)59 (65)59 (64)59 (94)59 (77)59 (64)13/15
GP1-CMAES Bajer 2013instances 5.4 (3)35 (35)41 (37)42 (37)42 (37)42 (37)42 (37)15/15
GP5-CMAES Bajer 3.5 (1)5.1 (2)6.0 (2)6.1 (2)6.1 (2)6.1 (2)6.1 (2)15/15
GP5-CMAES Bajer 2013instances 3.0 (1)5.2 (2)5.4 (4)5.5 (4)5.5 (4)5.5 (4)5.5 (4)15/15
IPOPCMAv3p61 Bajer 13 (10)25 (17)30 (17)30 (17)30 (17)30 (17)30 (17)15/15
IPOPCMAv3p61 Bajer 2013instances 12 (4)23 (15)28 (13)30 (13)30 (13)30 (13)30 (13)15/15
LHD-10xDefault-MATSuMoTo Brockhoff 11 (0.1)12 (0.2)12 (0.4)12 (0.4)12 (0.4)12 (0.4)12 (0.4)15/15
LHD-2xDefault-MATSuMoTo Brockhoff 2.6 (0.1)3.0 (0.2)3.0 (0.2)3.0 (0.2)3.0 (0.2)3.0 (0.2)3.0 (0.2)15/15
RAND-2xDefault-MATSuMoTo Brockhoff 2.7 (0.2)3.0 (0.2)3.1 (0.4)3.1 (0.4)3.1 (0.4)3.1 (0.4)3.1 (0.4)15/15
RF1-CMAES Bajer 13 (8)34 (21)36 (21)38 (20)38 (19)38 (19)38 (19)15/15
RF1-CMAES Bajer 2013instances 18 (13)31 (20)34 (19)34 (18)35 (17)35 (17)35 (17)15/15
RF5-CMAES Bajer 41 (33)89 (73)113 (69)117 (83)118 (103)118 (95)118 (103)11/15
RF5-CMAES Bajer 2013instances 18 (12)62 (71)80 (73)106 (126)121 (137)121 (120)121 (126)10/15
STEPif Posik 1.5 (0.1)1.5 (0.1)1.5 (0.1)1.5 (0.1)1.5 (0.1)1.5 (0.1)1.5 (0.1)15/15
STEPifeg Posik 1.5 (0.1)1.5 (0.1)1.5 (0.1)1.5 (0.1)1.5 (0.1)1.5 (0.1)1.5 (0.1)15/15
STEPrr Posik 1.5 (0.1)1.5 (0.1)1.5 (0.1)1.5 (0.1)1.5 (0.1)1.5 (0.1)1.5 (0.1)15/15

Δ fopt
f6, 10-D
1e1
412
1e0
623
1e-1
826
1e-2
1039
1e-3
1292
1e-5
1841
1e-7
2370
#succ
15/15
MATSUMOTO Brockhoff 5000/15
R-DE-10e2 Tanabe 3.0 (2)12 (13)10000/15
R-DE-10e5 Tanabe 3.8 (1)6.5 (2)10 (4)19 (11)48 (44)269 (269)1232 (1059)4/15
R-SHADE-10e2 Tanabe 3.1 (3)12 (10)10000/15
R-SHADE-10e5 Tanabe 2.9 (0.4)3.5 (0.3)4.1 (0.3)4.2 (0.3)4.2 (0.4)4.1 (0.3)4.1 (0.3)15/15
RL-SHADE-10e2 Tanabe 11 (15)10000/15
RL-SHADE-10e5 Tanabe 16 (3)18 (1)17 (1)16 (0.9)15 (0.6)14 (0.5)13 (0.4)15/15
SOO Derbel 2254 (2008)2.3e4 (2e4)1e60/15
BrentSTEPif Posik 705 (920)9e40/15
BrentSTEPifeg Posik 291 (289)2075 (2609)9e40/15
BrentSTEPqi Posik 225 (214)467 (564)9e40/15
BrentSTEPrr Posik 372 (403)889 (1161)9e40/15
CMA-CSA Atamna 1.9 (0.4)1.9 (0.3)1.9 (0.3)1.9 (0.3)1.8 (0.2)1.7 (0.1)1.6 (0.1)15/15
CMA-MSR Atamna 1.5 (0.3)1.7 (0.4)1.7 (0.3)1.8 (0.3)1.7 (0.4)1.6 (0.3)1.6 (0.2)15/15
CMA-TPA Atamna 1.8 (0.4)1.7 (0.4)1.7 (0.4)1.7 (0.4)1.6 (0.4)1.5 (0.4)1.5 (0.4)15/15
GP1-CMAES Bajer 3.5 (3)29 (36)45 (48)25020/15
GP1-CMAES Bajer 2013instances 3.0 (2)9.0 (8)25020/15
GP5-CMAES Bajer 25160/15
GP5-CMAES Bajer 2013instances 25160/15
IPOPCMAv3p61 Bajer 1.6 (0.5)1.7 (0.3)1.7 (0.3)1.8 (0.4)2.1 (1.0)25020/15
IPOPCMAv3p61 Bajer 2013instances 1.7 (0.5)1.8 (0.6)1.8 (0.5)2.0 (0.4)2.4 (1)25020/15
LHD-10xDefault-MATSuMoTo Brockhoff 5000/15
LHD-2xDefault-MATSuMoTo Brockhoff 5000/15
RAND-2xDefault-MATSuMoTo Brockhoff 5000/15
RF1-CMAES Bajer 87 (134)59 (70)25020/15
RF1-CMAES Bajer 2013instances 43 (35)25020/15
RF5-CMAES Bajer 25180/15
RF5-CMAES Bajer 2013instances 25180/15
STEPif Posik 199 (192)486 (492)1e50/15
STEPifeg Posik 85 (124)477 (441)9e40/15
STEPrr Posik 81 (110)170 (186)692 (1266)8e40/15

Δ fopt
f7, 10-D
1e1
172
1e0
1611
1e-1
4195
1e-2
5099
1e-3
5141
1e-5
5141
1e-7
5389
#succ
15/15
MATSUMOTO Brockhoff 45 (56)5000/15
R-DE-10e2 Tanabe 4.6 (3)9.2 (7)10000/15
R-DE-10e5 Tanabe 7.2 (4)7.5 (10)17 (17)242 (238)354 (388)354 (480)338 (420)6/15
R-SHADE-10e2 Tanabe 3.9 (3)4.5 (4)10000/15
R-SHADE-10e5 Tanabe 3.9 (2)1.9 (2)1.6 (1)1.7 (1)1.7 (1)1.7 (1)1.7 (1)15/15
RL-SHADE-10e2 Tanabe 3.7 (3)10000/15
RL-SHADE-10e5 Tanabe 19 (6)5.0 (0.7)2.8 (0.3)3.0 (0.2)3.0 (0.3)3.0 (0.3)3.0 (0.3)15/15
SOO Derbel 6.6 (4)14 (22)66 (118)496 (401)1376 (2465)1376 (1671)2676 (3758)1/15
BrentSTEPif Posik 879 (1068)1e50/15
BrentSTEPifeg Posik 1097 (1095)1e50/15
BrentSTEPqi Posik 929 (1125)1e50/15
BrentSTEPrr Posik 892 (876)1e50/15
CMA-CSA Atamna 2.2 (1.0)1.2 (0.6)0.68 (0.6)0.78 (0.4)0.78 (0.4)0.78 (0.4)0.76 (0.4)15/15
CMA-MSR Atamna 1.9 (0.7)1.6 (1)0.88 (0.3)0.86 (0.3)0.86 (0.3)0.86 (0.3)0.83 (0.2)↑015/15
CMA-TPA Atamna 1.7 (0.5)1.2 (1)0.85 (0.4)0.77 (0.3)0.78 (0.3)0.78 (0.3)0.88 (0.4)15/15
GP1-CMAES Bajer 1.5 (0.8)1.3 (1)2.2 (1)25040/15
GP1-CMAES Bajer 2013instances 1.6 (0.8)0.99 (0.5)4.4 (5)7.4 (11)7.3 (7)7.3 (10)25140/15
GP5-CMAES Bajer 0.93 (0.6)0.65 (0.4)8.5 (8)25260/15
GP5-CMAES Bajer 2013instances 1.0 (0.5)1.1 (1)25160/15
IPOPCMAv3p61 Bajer 2.4 (0.6)2.5 (2)8.9 (10)25040/15
IPOPCMAv3p61 Bajer 2013instances 2.6 (0.5)1.6 (2)4.1 (5)25040/15
LHD-10xDefault-MATSuMoTo Brockhoff 10 (8)5000/15
LHD-2xDefault-MATSuMoTo Brockhoff 42 (42)5000/15
RAND-2xDefault-MATSuMoTo Brockhoff 12 (12)5000/15
RF1-CMAES Bajer 11 (9)25160/15
RF1-CMAES Bajer 2013instances 13 (12)25160/15
RF5-CMAES Bajer 24 (27)25260/15
RF5-CMAES Bajer 2013instances 31 (27)25260/15
STEPif Posik 166 (155)1e50/15
STEPifeg Posik 280 (302)1e50/15
STEPrr Posik 216 (305)1e50/15

Δ fopt
f8, 10-D
1e1
326
1e0
921
1e-1
1114
1e-2
1217
1e-3
1267
1e-5
1315
1e-7
1343
#succ
15/15
MATSUMOTO Brockhoff 5000/15
R-DE-10e2 Tanabe 6.6 (7)10000/15
R-DE-10e5 Tanabe 6.9 (3)749 (1121)3953 (4937)1.2e4 (1e4)1.2e4 (2e4)1e60/15
R-SHADE-10e2 Tanabe 2.8 (2)10000/15
R-SHADE-10e5 Tanabe 4.5 (0.9)7.9 (2)8.4 (2)8.5 (2)8.7 (1)9.3 (1)10 (1)15/15
RL-SHADE-10e2 Tanabe 22 (41)10000/15
RL-SHADE-10e5 Tanabe 27 (3)21 (1)21 (0.9)21 (1)21 (0.8)24 (0.9)26 (0.7)15/15
SOO Derbel 33 (40)1854 (2410)1.3e4 (1e4)1.2e4 (1e4)1.1e4 (1e4)1.1e4 (1e4)1.1e4 (1e4)1/15
BrentSTEPif Posik 75 (93)729 (606)1e50/15
BrentSTEPifeg Posik 22 (24)73 (94)355 (411)527 (767)1077 (1319)9e40/15
BrentSTEPqi Posik 15 (12)75 (102)239 (312)1084 (1019)1045 (1111)9e40/15
BrentSTEPrr Posik 21 (22)68 (113)97 (90)1058 (1136)9e40/15
CMA-CSA Atamna 3.1 (2)5.1 (4)5.0 (4)4.9 (3)4.9 (3)5.0 (3)5.1 (3)15/15
CMA-MSR Atamna 2.7 (2)5.4 (4)5.2 (4)5.1 (3)5.1 (3)5.2 (3)5.4 (3)15/15
CMA-TPA Atamna 3.4 (4)5.4 (4)5.2 (3)5.1 (3)5.1 (3)5.2 (3)5.3 (3)15/15
GP1-CMAES Bajer 4.3 (3)41 (39)25020/15
GP1-CMAES Bajer 2013instances 3.1 (2)25020/15
GP5-CMAES Bajer 110 (127)25140/15
GP5-CMAES Bajer 2013instances 25160/15
IPOPCMAv3p61 Bajer 2.5 (1.0)25020/15
IPOPCMAv3p61 Bajer 2013instances 2.1 (0.7)25020/15
LHD-10xDefault-MATSuMoTo Brockhoff 5000/15
LHD-2xDefault-MATSuMoTo Brockhoff 23 (33)5000/15
RAND-2xDefault-MATSuMoTo Brockhoff 5000/15
RF1-CMAES Bajer 5.1 (8)25020/15
RF1-CMAES Bajer 2013instances 5.8 (5)25020/15
RF5-CMAES Bajer 25140/15
RF5-CMAES Bajer 2013instances 25140/15
STEPif Posik 7.5 (9)71 (98)199 (202)1086 (1115)9e40/15
STEPifeg Posik 3.6 (4)110 (100)273 (322)9e40/15
STEPrr Posik 2.8 (3)110 (110)354 (452)504 (538)1019 (845)9e40/15

Δ fopt
f9, 10-D
1e1
200
1e0
648
1e-1
857
1e-2
993
1e-3
1065
1e-5
1138
1e-7
1185
#succ
15/15
MATSUMOTO Brockhoff 5000/15
R-DE-10e2 Tanabe 7.3 (6)10000/15
R-DE-10e5 Tanabe 10 (6)5126 (6566)1e60/15
R-SHADE-10e2 Tanabe 8.3 (8)10000/15
R-SHADE-10e5 Tanabe 7.1 (1)15 (11)14 (7)13 (7)13 (6)13 (6)14 (6)15/15
RL-SHADE-10e2 Tanabe 74 (70)10000/15
RL-SHADE-10e5 Tanabe 44 (5)51 (3)42 (3)39 (2)38 (2)39 (2)41 (2)15/15
SOO Derbel 9.2 (5)1658 (1641)1.7e4 (2e4)1e60/15
BrentSTEPif Posik 247 (256)9e40/15
BrentSTEPifeg Posik 47 (34)956 (1415)9e40/15
BrentSTEPqi Posik 37 (24)905 (1028)9e40/15
BrentSTEPrr Posik 37 (30)875 (1174)9e40/15
CMA-CSA Atamna 3.3 (0.5)5.0 (1)4.7 (0.9)4.4 (0.8)4.4 (0.7)4.4 (0.8)4.5 (0.7)15/15
CMA-MSR Atamna 4.0 (0.9)5.3 (3)4.9 (3)4.6 (2)4.5 (2)4.6 (2)4.8 (2)15/15
CMA-TPA Atamna 3.7 (3)4.7 (2)4.7 (1)4.5 (1)4.4 (1.0)4.4 (0.9)4.4 (0.8)15/15
GP1-CMAES Bajer 4.1 (2)25020/15
GP1-CMAES Bajer 2013instances 4.3 (2)57 (49)44 (39)25020/15
GP5-CMAES Bajer 85 (67)55 (48)43 (51)37 (30)25160/15
GP5-CMAES Bajer 2013instances 84 (104)25260/15
IPOPCMAv3p61 Bajer 4.0 (2)25020/15
IPOPCMAv3p61 Bajer 2013instances 3.5 (2)25020/15
LHD-10xDefault-MATSuMoTo Brockhoff 5000/15
LHD-2xDefault-MATSuMoTo Brockhoff 5000/15
RAND-2xDefault-MATSuMoTo Brockhoff 5000/15
RF1-CMAES Bajer 10 (16)25020/15
RF1-CMAES Bajer 2013instances 16 (23)25020/15
RF5-CMAES Bajer 25040/15
RF5-CMAES Bajer 2013instances 25040/15
STEPif Posik 37 (64)2159 (1962)9e40/15
STEPifeg Posik 46 (70)9e40/15
STEPrr Posik 22 (66)9e40/15

Δ fopt
f10, 10-D
1e1
1835
1e0
2172
1e-1
2455
1e-2
2728
1e-3
2802
1e-5
4543
1e-7
4739
#succ
15/15
MATSUMOTO Brockhoff 5000/15
R-DE-10e2 Tanabe 10000/15
R-DE-10e5 Tanabe 1e60/15
R-SHADE-10e2 Tanabe 10000/15
R-SHADE-10e5 Tanabe 2.9 (3)4.0 (3)4.7 (3)5.0 (3)5.5 (3)4.1 (2)4.7 (2)15/15
RL-SHADE-10e2 Tanabe 10000/15
RL-SHADE-10e5 Tanabe 8.0 (0.6)7.9 (0.5)8.0 (0.5)7.9 (0.5)8.6 (0.4)6.3 (0.3)7.0 (0.3)15/15
SOO Derbel 1e60/15
BrentSTEPif Posik 7e40/15
BrentSTEPifeg Posik 7e40/15
BrentSTEPqi Posik 8e40/15
BrentSTEPrr Posik 5e40/15
CMA-CSA Atamna 1.5 (0.2)1.4 (0.2)1.4 (0.2)1.3 (0.1)1.3 (0.1)0.88 (0.1)↑00.90 (0.1)15/15
CMA-MSR Atamna 1.5 (0.3)1.6 (0.1)1.5 (0.1)1.4 (0.1)1.5 (0.1)1.00 (0.1)1.0 (0.1)15/15
CMA-TPA Atamna 1.5 (0.3)1.5 (0.2)1.5 (0.1)1.4 (0.1)1.4 (0.1)0.93 (0.1)0.94 (0.1)↑115/15
GP1-CMAES Bajer 6.6 (8)17 (15)25020/15
GP1-CMAES Bajer 2013instances 4.0 (4)25020/15
GP5-CMAES Bajer 0.59 (0.2)↑10.71 (0.2)↑10.77 (0.5)0.73 (0.5)0.74 (0.4)0.52 (0.3)3.8 (3)0/15
GP5-CMAES Bajer 2013instances 0.82 (0.7)0.97 (0.8)1.0 (0.7)0.96 (0.6)0.96 (0.7)0.62 (0.5)2.6 (3)0/15
IPOPCMAv3p61 Bajer 25020/15
IPOPCMAv3p61 Bajer 2013instances 20 (19)17 (16)25020/15
LHD-10xDefault-MATSuMoTo Brockhoff 5000/15
LHD-2xDefault-MATSuMoTo Brockhoff 5000/15
RAND-2xDefault-MATSuMoTo Brockhoff 5000/15
RF1-CMAES Bajer 25020/15
RF1-CMAES Bajer 2013instances 25020/15
RF5-CMAES Bajer 25040/15
RF5-CMAES Bajer 2013instances 25040/15
STEPif Posik 4e40/15
STEPifeg Posik 4e40/15
STEPrr Posik 3e40/15

Δ fopt
f11, 10-D
1e1
266
1e0
1041
1e-1
2602
1e-2
2954
1e-3
3338
1e-5
4092
1e-7
4843
#succ
15/15
MATSUMOTO Brockhoff 5000/15
R-DE-10e2 Tanabe 10000/15
R-DE-10e5 Tanabe 3897 (3765)1e60/15
R-SHADE-10e2 Tanabe 10000/15
R-SHADE-10e5 Tanabe 5.7 (3)3.2 (3)2.2 (2)2.7 (2)3.3 (2)4.1 (3)4.9 (3)15/15
RL-SHADE-10e2 Tanabe 55 (34)10000/15
RL-SHADE-10e5 Tanabe 40 (8)13 (2)6.2 (0.6)6.3 (0.6)6.3 (0.5)6.2 (0.5)6.2 (0.5)15/15
SOO Derbel 1.2e4 (9529)1e60/15
BrentSTEPif Posik 8e40/15
BrentSTEPifeg Posik 7e40/15
BrentSTEPqi Posik 8e40/15
BrentSTEPrr Posik 4e40/15
CMA-CSA Atamna 6.8 (0.6)2.0 (0.1)0.87 (0.1)↑10.82 (0.1)↑00.78 (0.1)↑00.71 (0.0)↑00.67 (0.0)↑015/15
CMA-MSR Atamna 7.3 (0.9)2.3 (0.3)1.0 (0.1)0.97 (0.1)0.92 (0.1)↑10.84 (0.1)↑00.80 (0.1)↑015/15
CMA-TPA Atamna 6.6 (0.8)2.1 (0.3)0.93 (0.1)0.89 (0.1)↑00.84 (0.1)↑00.75 (0.0)↑00.69 (0.0)↑015/15
GP1-CMAES Bajer 46 (73)25020/15
GP1-CMAES Bajer 2013instances 27 (16)25020/15
GP5-CMAES Bajer 13 (11)18 (15)14 (11)25020/15
GP5-CMAES Bajer 2013instances 7.9 (5)6.7 (7)4.6 (7)4.1 (3)3.7 (4)3.0 (4)7.7 (5)0/15
IPOPCMAv3p61 Bajer 25020/15
IPOPCMAv3p61 Bajer 2013instances 25020/15
LHD-10xDefault-MATSuMoTo Brockhoff 5000/15
LHD-2xDefault-MATSuMoTo Brockhoff 5000/15
RAND-2xDefault-MATSuMoTo Brockhoff 5000/15
RF1-CMAES Bajer 25020/15
RF1-CMAES Bajer 2013instances 25020/15
RF5-CMAES Bajer 25140/15
RF5-CMAES Bajer 2013instances 25140/15
STEPif Posik 6e40/15
STEPifeg Posik 6e40/15
STEPrr Posik 3e40/15

Δ fopt
f12, 10-D
1e1
515
1e0
896
1e-1
1240
1e-2
1390
1e-3
1569
1e-5
3660
1e-7
5154
#succ
15/15
MATSUMOTO Brockhoff 5000/15
R-DE-10e2 Tanabe 7.0 (6)8.3 (13)10000/15
R-DE-10e5 Tanabe 25 (18)172 (191)251 (328)1378 (1397)9232 (1e4)1e60/15
R-SHADE-10e2 Tanabe 10000/15
R-SHADE-10e5 Tanabe 10 (13)14 (18)18 (17)20 (16)21 (14)12 (7)10 (5)15/15
RL-SHADE-10e2 Tanabe 10000/15
RL-SHADE-10e5 Tanabe 32 (3)22 (4)21 (4)22 (5)23 (4)12 (2)10 (1)15/15
SOO Derbel 12 (5)26 (25)101 (123)210 (296)662 (684)4066 (3963)1e60/15
BrentSTEPif Posik 353 (443)5e40/15
BrentSTEPifeg Posik 262 (296)5e40/15
BrentSTEPqi Posik 42 (49)83 (89)148 (122)634 (778)6e40/15
BrentSTEPrr Posik 62 (57)346 (492)5e40/15
CMA-CSA Atamna 4.2 (5)4.6 (4)4.9 (3)5.1 (3)5.1 (2)2.7 (1)2.2 (0.8)15/15
CMA-MSR Atamna 4.9 (3)5.4 (4)5.3 (3)5.4 (3)5.3 (3)2.7 (1)2.2 (0.9)15/15
CMA-TPA Atamna 3.6 (3)4.2 (3)4.6 (2)4.7 (2)4.6 (2)2.4 (1)1.9 (0.8)15/15
GP1-CMAES Bajer 3.9 (3)4.5 (4)5.2 (8)6.2 (9)25020/15
GP1-CMAES Bajer 2013instances 2.9 (3)3.8 (4)6.6 (7)26 (30)23 (33)25020/15
GP5-CMAES Bajer 14 (16)19 (16)29 (40)26 (34)25060/15
GP5-CMAES Bajer 2013instances 21 (16)19 (26)30 (33)25140/15
IPOPCMAv3p61 Bajer 3.2 (2)5.5 (7)29 (22)26 (37)25020/15
IPOPCMAv3p61 Bajer 2013instances 2.8 (2)5.5 (5)5.1 (6)13 (18)23 (29)25020/15
LHD-10xDefault-MATSuMoTo Brockhoff 5000/15
LHD-2xDefault-MATSuMoTo Brockhoff 5000/15
RAND-2xDefault-MATSuMoTo Brockhoff 5000/15
RF1-CMAES Bajer 4.0 (3)7.5 (8)14 (8)25020/15
RF1-CMAES Bajer 2013instances 4.2 (4)5.9 (6)10 (12)13 (13)25020/15
RF5-CMAES Bajer 25140/15
RF5-CMAES Bajer 2013instances 25040/15
STEPif Posik 99 (124)2e40/15
STEPifeg Posik 74 (83)2e40/15
STEPrr Posik 20 (22)53 (52)84 (83)2e40/15

Δ fopt
f13, 10-D
1e1
387
1e0
596
1e-1
797
1e-2
1014
1e-3
4587
1e-5
6208
1e-7
7779
#succ
15/15
MATSUMOTO Brockhoff 3.4 (4)5000/15
R-DE-10e2 Tanabe 9.0 (11)25 (26)10000/15
R-DE-10e5 Tanabe 17 (8)81 (87)2397 (1770)1e60/15
R-SHADE-10e2 Tanabe 9.2 (11)10000/15
R-SHADE-10e5 Tanabe 5.2 (1)6.2 (2)7.0 (2)7.5 (2)2.4 (0.8)3.1 (1)5.8 (4)15/15
RL-SHADE-10e2 Tanabe 39 (56)10000/15
RL-SHADE-10e5 Tanabe 27 (2)25 (1)24 (1)23 (1)6.0 (0.2)5.7 (0.2)5.6 (0.1)15/15
SOO Derbel 16 (11)195 (346)609 (864)1475 (1219)1004 (876)1e60/15
BrentSTEPif Posik 453 (455)9e40/15
BrentSTEPifeg Posik 59 (81)216 (174)9e40/15
BrentSTEPqi Posik 42 (44)271 (300)1573 (1015)9e40/15
BrentSTEPrr Posik 49 (74)359 (265)1569 (1460)9e40/15
CMA-CSA Atamna 3.2 (2)3.3 (2)3.6 (2)3.7 (3)1.0 (0.7)1.1 (0.5)1.2 (0.5)15/15
CMA-MSR Atamna 2.2 (0.4)2.8 (2)4.3 (2)4.1 (1)1.00 (0.3)0.98 (0.2)1.1 (0.6)15/15
CMA-TPA Atamna 2.5 (2)3.7 (2)4.4 (2)4.3 (2)1.1 (0.4)1.2 (0.6)1.3 (0.4)15/15
GP1-CMAES Bajer 5.5 (5)14 (16)47 (52)25020/15
GP1-CMAES Bajer 2013instances 2.5 (2)8.1 (9)8.0 (9)12 (13)25020/15
GP5-CMAES Bajer 4.3 (4)6.8 (14)45 (58)35 (36)7.8 (7)25160/15
GP5-CMAES Bajer 2013instances 1.9 (2)8.1 (12)10 (9)17 (19)25060/15
IPOPCMAv3p61 Bajer 5.3 (6)7.9 (6)23 (22)25020/15
IPOPCMAv3p61 Bajer 2013instances 3.1 (3)7.0 (4)46 (57)36 (35)25020/15
LHD-10xDefault-MATSuMoTo Brockhoff 2.3 (2)5000/15
LHD-2xDefault-MATSuMoTo Brockhoff 2.0 (2)5000/15
RAND-2xDefault-MATSuMoTo Brockhoff 2.0 (1)5000/15
RF1-CMAES Bajer 7.0 (7)29 (28)46 (40)37 (26)25020/15
RF1-CMAES Bajer 2013instances 7.8 (7)29 (35)46 (52)25020/15
RF5-CMAES Bajer 25040/15
RF5-CMAES Bajer 2013instances 25140/15
STEPif Posik 21 (23)171 (219)8e40/15
STEPifeg Posik 23 (41)218 (322)1591 (1738)8e40/15
STEPrr Posik 27 (41)120 (122)215 (230)9e40/15

Δ fopt
f14, 10-D
1e1
37
1e0
98
1e-1
133
1e-2
205
1e-3
392
1e-5
687
1e-7
4305
#succ
15/15
MATSUMOTO Brockhoff 1.8 (0.8)4.3 (3)13 (18)5000/15
R-DE-10e2 Tanabe 1.8 (0.8)3.7 (1)5.1 (2)17 (11)10000/15
R-DE-10e5 Tanabe 3.2 (2)4.9 (0.9)6.5 (1)10 (2)36 (25)1e60/15
R-SHADE-10e2 Tanabe 2.8 (2)3.7 (1)4.3 (0.6)7.3 (7)19 (28)10000/15
R-SHADE-10e5 Tanabe 2.9 (2)6.2 (2)8.2 (1)8.3 (1)6.4 (1)8.7 (3)3.8 (2)15/15
RL-SHADE-10e2 Tanabe 3.5 (1)4.6 (3)11 (6)35 (24)38 (41)10000/15
RL-SHADE-10e5 Tanabe 10 (8)31 (4)50 (4)48 (3)33 (2)27 (0.9)5.8 (0.3)15/15
SOO Derbel 1.3 (1.0)5.3 (2)76 (151)119 (212)510 (873)1e60/15
BrentSTEPif Posik 1.4 (0.3)22 (7)90 (87)767 (986)1e50/15
BrentSTEPifeg Posik 1.4 (0.3)10 (9)14 (11)39 (24)1e50/15
BrentSTEPqi Posik 1.3 (0.3)5.5 (6)7.8 (5)27 (20)1e50/15
BrentSTEPrr Posik 1.3 (0.3)8.5 (9)12 (8)30 (16)3805 (4402)1e50/15
CMA-CSA Atamna 2.7 (2)3.2 (0.7)4.0 (0.5)4.0 (0.6)3.3 (0.4)3.5 (0.3)0.85 (0.0)↑015/15
CMA-MSR Atamna 3.1 (1)3.4 (0.7)4.3 (0.5)4.2 (0.4)3.4 (0.3)3.5 (0.4)0.90 (0.1)15/15
CMA-TPA Atamna 3.0 (2)3.1 (0.8)3.5 (0.5)3.5 (0.5)3.0 (0.5)3.5 (0.3)0.92 (0.1)15/15
GP1-CMAES Bajer 1.8 (1)2.2 (0.6)3.0 (0.8)3.6 (0.5)4.8 (1)25020/15
GP1-CMAES Bajer 2013instances 2.0 (1)2.2 (1.0)3.0 (0.7)3.6 (0.8)4.4 (1)25020/15
GP5-CMAES Bajer 1.7 (0.9)1.6 (0.5)1.8 (0.5)2.2 (0.5)20 (19)25140/15
GP5-CMAES Bajer 2013instances 1.6 (0.5)1.6 (0.4)3.3 (1)4.0 (6)27 (31)25260/15
IPOPCMAv3p61 Bajer 2.4 (1)3.2 (0.7)3.9 (0.8)4.2 (0.7)3.8 (0.7)25020/15
IPOPCMAv3p61 Bajer 2013instances 2.4 (2)3.2 (0.9)3.9 (0.7)4.2 (0.6)3.8 (0.6)25020/15
LHD-10xDefault-MATSuMoTo Brockhoff 5.8 (0.8)4.1 (3)8.9 (6)5000/15
LHD-2xDefault-MATSuMoTo Brockhoff 2.1 (1)4.2 (6)55 (59)5000/15
RAND-2xDefault-MATSuMoTo Brockhoff 1.8 (0.6)4.3 (5)17 (22)5000/15
RF1-CMAES Bajer 1.9 (1)3.1 (1)4.5 (2)7.7 (4)25020/15
RF1-CMAES Bajer 2013instances 2.2 (2)3.4 (2)5.1 (3)8.8 (7)94 (110)25020/15
RF5-CMAES Bajer 2.7 (2)40 (49)282 (269)25140/15
RF5-CMAES Bajer 2013instances 5.8 (4)33 (43)25040/15
STEPif Posik 1.3 (0.3)1.9 (0.9)3.7 (3)63 (68)1e50/15
STEPifeg Posik 1.3 (0.3)1.6 (0.7)2.7 (1)19 (16)1e50/15
STEPrr Posik 1.2 (0.3)1.4 (0.6)2.1 (1)9.3 (7)3733 (5040)1e50/15

Δ fopt
f15, 10-D
1e1
4774
1e0
39246
1e-1
73643
1e-2
74669
1e-3
75790
1e-5
77814
1e-7
79834
#succ
12/15
MATSUMOTO Brockhoff 1.6 (2)5000/15
R-DE-10e2 Tanabe 10000/15
R-DE-10e5 Tanabe 48 (56)1e60/15
R-SHADE-10e2 Tanabe 10000/15
R-SHADE-10e5 Tanabe 4.1 (3)175 (223)192 (234)1e60/15
RL-SHADE-10e2 Tanabe 10000/15
RL-SHADE-10e5 Tanabe 9.1 (2)33 (39)200 (224)198 (134)195 (162)1e60/15
SOO Derbel 2.8 (3)1e60/15
BrentSTEPif Posik 9e40/15
BrentSTEPifeg Posik 9e40/15
BrentSTEPqi Posik 9e40/15
BrentSTEPrr Posik 9e40/15
CMA-CSA Atamna 0.95 (0.6)1.0 (0.8)1.00 (0.7)1.0 (0.7)1.0 (0.7)1.0 (0.7)1.0 (0.7)15/15
CMA-MSR Atamna 1.2 (1)0.98 (0.5)0.92 (0.5)0.94 (0.5)0.96 (0.5)0.99 (0.5)1.0 (0.5)15/15
CMA-TPA Atamna 0.82 (0.5)1.1 (0.9)1.0 (0.5)1.0 (0.5)1.0 (0.5)1.0 (0.5)1.0 (0.5)15/15
GP1-CMAES Bajer 1.7 (2)25020/15
GP1-CMAES Bajer 2013instances 3.7 (6)25020/15
GP5-CMAES Bajer 25180/15
GP5-CMAES Bajer 2013instances 25160/15
IPOPCMAv3p61 Bajer 1.8 (2)25020/15
IPOPCMAv3p61 Bajer 2013instances 2.4 (3)25020/15
LHD-10xDefault-MATSuMoTo Brockhoff 5000/15
LHD-2xDefault-MATSuMoTo Brockhoff 5000/15
RAND-2xDefault-MATSuMoTo Brockhoff 5000/15
RF1-CMAES Bajer 2.3 (3)25020/15
RF1-CMAES Bajer 2013instances 7.6 (6)25020/15
RF5-CMAES Bajer 25040/15
RF5-CMAES Bajer 2013instances 25040/15
STEPif Posik 9e40/15
STEPifeg Posik 9e40/15
STEPrr Posik 9e40/15

Δ fopt
f16, 10-D
1e1
425
1e0
7029
1e-1
15779
1e-2
45669
1e-3
51151
1e-5
65798
1e-7
71570
#succ
15/15
MATSUMOTO Brockhoff 4.3 (5)5000/15
R-DE-10e2 Tanabe 11 (18)10000/15
R-DE-10e5 Tanabe 7.9 (5)199 (255)1e60/15
R-SHADE-10e2 Tanabe 2.5 (2)10000/15
R-SHADE-10e5 Tanabe 7.5 (5)8.7 (10)12 (11)19 (22)39 (46)32 (47)64 (80)3/15
RL-SHADE-10e2 Tanabe 1.9 (1)10000/15
RL-SHADE-10e5 Tanabe 26 (14)28 (31)205 (193)321 (394)1e60/15
SOO Derbel 1.1 (0.5)0.44 (0.3)↑00.94 (0.8)4.6 (6)15 (13)71 (107)204 (234)0/15
BrentSTEPif Posik 38 (48)96 (166)9e40/15
BrentSTEPifeg Posik 36 (39)201 (250)1e50/15
BrentSTEPqi Posik 60 (85)1e50/15
BrentSTEPrr Posik 18 (39)1e50/15
CMA-CSA Atamna 1.8 (0.6)0.82 (0.6)1.0 (0.7)0.61 (0.6)0.59 (0.5)0.50 (0.4)0.48 (0.4)↑015/15
CMA-MSR Atamna 1.5 (0.4)1.0 (0.9)1.2 (1)1.1 (1)2.6 (2)2.2 (2)2.1 (2)15/15
CMA-TPA Atamna 3.1 (3)1.0 (0.8)1.0 (0.8)0.54 (0.4)↑10.70 (0.6)0.58 (0.5)0.56 (0.5)15/15
GP1-CMAES Bajer 0.94 (0.3)0.71 (0.6)25020/15
GP1-CMAES Bajer 2013instances 1.1 (0.4)2.4 (2)25020/15
GP5-CMAES Bajer 0.36 (0.1)↑01.1 (1)25140/15
GP5-CMAES Bajer 2013instances 0.39 (0.2)↑01.6 (1)25140/15
IPOPCMAv3p61 Bajer 2.0 (0.9)0.46 (0.4)25020/15
IPOPCMAv3p61 Bajer 2013instances 2.4 (1)0.63 (0.8)2.4 (3)25020/15
LHD-10xDefault-MATSuMoTo Brockhoff 1.6 (2)5000/15
LHD-2xDefault-MATSuMoTo Brockhoff 5.4 (8)5000/15
RAND-2xDefault-MATSuMoTo Brockhoff 1.8 (1)5000/15
RF1-CMAES Bajer 1.4 (0.5)1.5 (1)25020/15
RF1-CMAES Bajer 2013instances 1.3 (0.8)2.4 (3)25020/15
RF5-CMAES Bajer 3.7 (3)25140/15
RF5-CMAES Bajer 2013instances 3.6 (3)25280/15
STEPif Posik 4.2 (7)205 (189)1e50/15
STEPifeg Posik 5.9 (12)206 (225)1e50/15
STEPrr Posik 4.5 (7)212 (239)1e50/15

Δ fopt
f17, 10-D
1e1
26
1e0
429
1e-1
2203
1e-2
6329
1e-3
9851
1e-5
20190
1e-7
26503
#succ
15/15
MATSUMOTO Brockhoff 1.6 (1.0)5000/15
R-DE-10e2 Tanabe 1.6 (1)11 (9)10000/15
R-DE-10e5 Tanabe 2.4 (2)5.0 (3)13 (18)35 (38)1e60/15
R-SHADE-10e2 Tanabe 2.9 (3)35 (34)10000/15
R-SHADE-10e5 Tanabe 2.0 (2)2.3 (0.6)1.2 (0.3)1.2 (0.4)2.8 (3)7.9 (7)19 (32)12/15
RL-SHADE-10e2 Tanabe 2.5 (2)11 (12)10000/15
RL-SHADE-10e5 Tanabe 3.3 (5)16 (3)6.9 (0.6)3.5 (0.2)2.9 (0.1)2.9 (0.0)3.1 (4)15/15
SOO Derbel 0.70 (1)3.4 (2)5.3 (3)9.2 (6)63 (97)356 (333)1e60/15
BrentSTEPif Posik 1.4 (1)3320 (4767)1e50/15
BrentSTEPifeg Posik 1.4 (1)1e50/15
BrentSTEPqi Posik 1.4 (1)1e50/15
BrentSTEPrr Posik 1.4 (1)1e50/15
CMA-CSA Atamna 3.5 (2)2.1 (0.7)1.0 (2)0.72 (0.6)0.81 (0.7)0.86 (0.3)1.1 (0.4)15/15
CMA-MSR Atamna 2.1 (2)3.1 (5)1.3 (1)1.4 (1)1.2 (0.6)1.0 (0.5)1.4 (0.6)15/15
CMA-TPA Atamna 2.4 (2)0.93 (0.5)1.3 (1.0)1.2 (1)1.1 (0.7)0.99 (0.8)1.3 (0.6)15/15
GP1-CMAES Bajer 2.0 (2)1.6 (1)2.8 (4)25020/15
GP1-CMAES Bajer 2013instances 1.7 (0.9)0.84 (0.3)2.6 (3)25020/15
GP5-CMAES Bajer 1.3 (0.8)3.2 (4)16 (19)25160/15
GP5-CMAES Bajer 2013instances 1.7 (1)6.7 (6)25260/15
IPOPCMAv3p61 Bajer 2.7 (2)1.1 (0.4)0.66 (0.6)0.85 (0.5)3.8 (4)25020/15
IPOPCMAv3p61 Bajer 2013instances 2.4 (2)1.2 (0.4)0.64 (0.6)0.60 (0.4)1.8 (3)25020/15
LHD-10xDefault-MATSuMoTo Brockhoff 3.6 (4)5000/15
LHD-2xDefault-MATSuMoTo Brockhoff 1.7 (1)5000/15
RAND-2xDefault-MATSuMoTo Brockhoff 1.8 (0.9)17 (20)5000/15
RF1-CMAES Bajer 2.3 (2)6.1 (4)25020/15
RF1-CMAES Bajer 2013instances 1.8 (2)13 (16)25020/15
RF5-CMAES Bajer 1.7 (1)21 (22)25040/15
RF5-CMAES Bajer 2013instances 1.6 (1)21 (28)25140/15
STEPif Posik 1.3 (1)1e50/15
STEPifeg Posik 1.3 (1)1668 (1902)1e50/15
STEPrr Posik 1.3 (1)1e50/15

Δ fopt
f18, 10-D
1e1
238
1e0
836
1e-1
7012
1e-2
15928
1e-3
27536
1e-5
37234
1e-7
42708
#succ
15/15
MATSUMOTO Brockhoff 3.8 (5)5000/15
R-DE-10e2 Tanabe 2.9 (3)10000/15
R-DE-10e5 Tanabe 2.8 (1)24 (30)1016 (1102)1e60/15
R-SHADE-10e2 Tanabe 3.5 (3)10000/15
R-SHADE-10e5 Tanabe 1.9 (0.8)2.2 (0.4)0.68 (0.2)↑13.6 (5)13 (20)401 (611)1e60/15
RL-SHADE-10e2 Tanabe 3.5 (4)10000/15
RL-SHADE-10e5 Tanabe 11 (2)14 (2)2.7 (0.2)1.7 (0.1)1.3 (0.1)1.7 (0.1)2.4 (2)15/15
SOO Derbel 1.8 (1.0)4.5 (2)4.6 (5)22 (31)114 (126)1e60/15
BrentSTEPif Posik 1179 (1405)1e50/15
BrentSTEPifeg Posik 644 (844)1e50/15
BrentSTEPqi Posik 808 (992)9e40/15
BrentSTEPrr Posik 607 (615)9e40/15
CMA-CSA Atamna 1.3 (0.4)1.0 (0.5)0.64 (0.5)0.79 (0.5)0.70 (0.5)0.78 (0.3)0.90 (0.3)15/15
CMA-MSR Atamna 1.1 (0.4)2.1 (2)1.2 (0.9)0.77 (0.7)0.74 (0.4)0.76 (0.3)↑10.81 (0.5)15/15
CMA-TPA Atamna 1.1 (0.5)1.9 (3)0.73 (0.5)0.82 (0.4)0.66 (0.2)↑10.66 (0.3)0.71 (0.3)15/15
GP1-CMAES Bajer 1.0 (0.8)2.0 (3)1.6 (2)25020/15
GP1-CMAES Bajer 2013instances 0.97 (0.4)2.3 (2)5.2 (5)25020/15
GP5-CMAES Bajer 1.8 (1)13 (9)25160/15
GP5-CMAES Bajer 2013instances 1.2 (2)13 (13)25140/15
IPOPCMAv3p61 Bajer 1.3 (0.5)1.8 (2)0.73 (0.8)25020/15
IPOPCMAv3p61 Bajer 2013instances 1.3 (0.4)1.7 (2)1.2 (0.9)25020/15
LHD-10xDefault-MATSuMoTo Brockhoff 3.4 (2)5000/15
LHD-2xDefault-MATSuMoTo Brockhoff 5.6 (4)5000/15
RAND-2xDefault-MATSuMoTo Brockhoff 15 (17)5000/15
RF1-CMAES Bajer 1.2 (0.6)20 (27)25020/15
RF1-CMAES Bajer 2013instances 1.1 (0.5)20 (19)25020/15
RF5-CMAES Bajer 8.4 (7)25040/15
RF5-CMAES Bajer 2013instances 7.5 (9)25040/15
STEPif Posik 399 (522)1e50/15
STEPifeg Posik 299 (556)1e50/15
STEPrr Posik 324 (469)9e40/15

Δ fopt
f19, 10-D
1e1
1
1e0
1
1e-1
10609
1e-2
9.8e5
1e-3
1.4e6
1e-5
1.4e6
1e-7
1.4e6
#succ
15/15
MATSUMOTO Brockhoff 53 (27)5000/15
R-DE-10e2 Tanabe 81 (26)10000/15
R-DE-10e5 Tanabe 123 (61)4.8e6 (4e6)1e60/15
R-SHADE-10e2 Tanabe 133 (66)10000/15
R-SHADE-10e5 Tanabe 108 (54)3.8e4 (4e4)115 (137)1e60/15
RL-SHADE-10e2 Tanabe 139 (66)10000/15
RL-SHADE-10e5 Tanabe 404 (224)7.3e4 (2e4)188 (172)1e60/15
SOO Derbel 1 (0)★31 (0)★40.30 (0.1)↑01e60/15
BrentSTEPif Posik 35 (4)6.6e5 (8e5)1e50/15
BrentSTEPifeg Posik 35 (4)1.4e6 (1e6)1e50/15
BrentSTEPqi Posik 35 (4)4.5e5 (7e5)1e50/15
BrentSTEPrr Posik 35 (4)3.3e5 (4e5)1e50/15
CMA-CSA Atamna 85 (50)1.1e4 (1e4)12 (7)0.42 (0.2)↑00.33 (0.2)↑00.33 (0.2)↑00.33 (0.2)↑015/15
CMA-MSR Atamna 87 (36)5820 (1e4)21 (21)1e60/15
CMA-TPA Atamna 73 (50)1.2e4 (2e4)12 (8)0.49 (0.2)↑00.51 (0.4)0.51 (0.7)0.51 (0.5)13/15
GP1-CMAES Bajer 68 (31)3.7e4 (6e4)25140/15
GP1-CMAES Bajer 2013instances 59 (20)1.8e4 (1e4)25040/15
GP5-CMAES Bajer 45 (8)3.6e4 (4e4)25480/15
GP5-CMAES Bajer 2013instances 42 (13)25280/15
IPOPCMAv3p61 Bajer 105 (74)3.8e4 (3e4)25140/15
IPOPCMAv3p61 Bajer 2013instances 92 (41)3.8e4 (4e4)25040/15
LHD-10xDefault-MATSuMoTo Brockhoff 182 (86)5000/15
LHD-2xDefault-MATSuMoTo Brockhoff 61 (20)5000/15
RAND-2xDefault-MATSuMoTo Brockhoff 67 (23)5000/15
RF1-CMAES Bajer 77 (36)25140/15
RF1-CMAES Bajer 2013instances 69 (50)6979 (7632)25020/15
RF5-CMAES Bajer 67 (36)3.6e4 (4e4)25160/15
RF5-CMAES Bajer 2013instances 64 (38)25160/15
STEPif Posik 44 (14)1.1e5 (9e4)1e50/15
STEPifeg Posik 45 (14)1.2e5 (8e4)1e50/15
STEPrr Posik 45 (14)1.1e5 (1e5)1e50/15

Δ fopt
f20, 10-D
1e1
32
1e0
15426
1e-1
5.5e5
1e-2
5.7e5
1e-3
5.7e5
1e-5
5.8e5
1e-7
5.9e5
#succ
15/15
MATSUMOTO Brockhoff 3.7 (0.9)5000/15
R-DE-10e2 Tanabe 4.9 (2)0.96 (1)10000/15
R-DE-10e5 Tanabe 8.7 (2)0.21 (0.1)↑00.46 (0.4)↑10.45 (0.4)↑10.44 (0.4)↑10.44 (0.4)↑10.43 (0.4)↑115/15
R-SHADE-10e2 Tanabe 6.3 (2)0.96 (0.9)10000/15
R-SHADE-10e5 Tanabe 8.0 (2)0.71 (0.3)↑13.4 (4)3.3 (4)3.3 (5)4.0 (6)4.0 (6)5/15
RL-SHADE-10e2 Tanabe 7.3 (2)0.22 (0.2)10000/15
RL-SHADE-10e5 Tanabe 44 (15)2.0 (0.3)0.37 (0.2)↑10.38 (0.2)↑10.38 (0.2)↑10.38 (0.2)↑10.38 (0.3)↑115/15
SOO Derbel 75 (0.0)2.3 (3e-5)1e60/15
BrentSTEPif Posik 2.0 (0.8)3.5 (6)1e50/15
BrentSTEPifeg Posik 1.9 (0.7)3.2 (3)1e50/15
BrentSTEPqi Posik 1.8 (0.6)3.4 (4)1e50/15
BrentSTEPrr Posik 1.9 (0.8)2.8 (3)1e50/15
CMA-CSA Atamna 5.3 (0.8)1.8 (1)0.39 (0.2)↑00.39 (0.2)↑00.39 (0.2)↑00.40 (0.2)↑00.40 (0.2)↑015/15
CMA-MSR Atamna 5.9 (2)1e60/15
CMA-TPA Atamna 5.1 (2)18 (25)27 (26)26 (29)26 (22)26 (26)25 (23)1/15
GP1-CMAES Bajer 3.7 (0.9)25020/15
GP1-CMAES Bajer 2013instances 4.0 (0.9)25020/15
GP5-CMAES Bajer 2.6 (1)25140/15
GP5-CMAES Bajer 2013instances 2.3 (0.5)25260/15
IPOPCMAv3p61 Bajer 5.9 (1)25020/15
IPOPCMAv3p61 Bajer 2013instances 6.5 (2)2.3 (2)25020/15
LHD-10xDefault-MATSuMoTo Brockhoff 7.7 (0.7)5000/15
LHD-2xDefault-MATSuMoTo Brockhoff 2.9 (0.9)5000/15
RAND-2xDefault-MATSuMoTo Brockhoff 3.4 (1)5000/15
RF1-CMAES Bajer 5.2 (2)25020/15
RF1-CMAES Bajer 2013instances 5.5 (2)25020/15
RF5-CMAES Bajer 15 (31)25040/15
RF5-CMAES Bajer 2013instances 21 (30)25140/15
STEPif Posik 2.0 (0.8)0.87 (1)1e50/15
STEPifeg Posik 2.0 (0.9)1.4 (2)1e50/15
STEPrr Posik 1.9 (0.6)1.9 (3)1e50/15

Δ fopt
f21, 10-D
1e1
130
1e0
2236
1e-1
4392
1e-2
4487
1e-3
4618
1e-5
5074
1e-7
11329
#succ
15/15
MATSUMOTO Brockhoff 2.5 (4)3.3 (4)5000/15
R-DE-10e2 Tanabe 3.6 (4)1.2 (1.0)3.3 (3)3.3 (2)10000/15
R-DE-10e5 Tanabe 5.1 (3)61 (62)34 (31)35 (31)38 (36)56 (99)28 (71)13/15
R-SHADE-10e2 Tanabe 3.3 (3)6.5 (8)3.3 (2)3.3 (5)10000/15
R-SHADE-10e5 Tanabe 4.6 (3)10 (19)10 (20)10 (20)10 (19)9.1 (18)4.1 (8)15/15
RL-SHADE-10e2 Tanabe 2.8 (2)1.2 (2)10000/15
RL-SHADE-10e5 Tanabe 22 (11)57 (135)72 (114)71 (112)69 (130)64 (99)29 (44)13/15
SOO Derbel 1.9 (1)6.7 (7)8.5 (16)22 (35)24 (34)47 (58)52 (61)9/15
BrentSTEPif Posik 332 (580)301 (324)1e50/15
BrentSTEPifeg Posik 172 (385)308 (251)337 (285)330 (418)320 (358)293 (350)1e50/15
BrentSTEPqi Posik 151 (389)188 (268)331 (439)325 (301)316 (325)292 (187)1e50/15
BrentSTEPrr Posik 159 (390)196 (190)161 (205)158 (165)154 (198)282 (385)127 (104)1/15
CMA-CSA Atamna 7.7 (11)166 (244)184 (152)181 (185)176 (221)161 (268)73 (100)7/15
CMA-MSR Atamna 10 (13)331 (645)219 (193)215 (281)209 (269)190 (169)85 (110)7/15
CMA-TPA Atamna 4.8 (9)132 (261)118 (166)116 (165)113 (160)103 (146)46 (77)8/15
GP1-CMAES Bajer 8.5 (15)25020/15
GP1-CMAES Bajer 2013instances 2.4 (0.5)2.4 (3)8.1 (6)7.9 (7)7.7 (6)7.1 (11)3.2 (2)1/15
GP5-CMAES Bajer 3.5 (4)5.0 (5)4.1 (3)4.1 (3)8.2 (10)25260/15
GP5-CMAES Bajer 2013instances 3.7 (5)4.8 (5)3.9 (5)3.8 (3)3.9 (5)25060/15
IPOPCMAv3p61 Bajer 7.0 (10)25020/15
IPOPCMAv3p61 Bajer 2013instances 10 (11)4.7 (8)8.1 (7)8.0 (9)7.8 (9)7.1 (7)3.2 (3)1/15
LHD-10xDefault-MATSuMoTo Brockhoff 2.7 (2)3.3 (4)5000/15
LHD-2xDefault-MATSuMoTo Brockhoff 1.3 (1)3.2 (3)5000/15
RAND-2xDefault-MATSuMoTo Brockhoff 1.2 (2)1.00 (2)1.7 (2)5000/15
RF1-CMAES Bajer 15 (21)25020/15
RF1-CMAES Bajer 2013instances 9.1 (19)5.0 (6)25020/15
RF5-CMAES Bajer 16 (18)25140/15
RF5-CMAES Bajer 2013instances 13 (20)25140/15
STEPif Posik 111 (243)304 (291)1e50/15
STEPifeg Posik 79 (145)187 (192)1e50/15
STEPrr Posik 78 (136)141 (131)103 (105)101 (111)99 (89)91 (76)63 (41)0/15

Δ fopt
f22, 10-D
1e1
98
1e0
2839
1e-1
6353
1e-2
6620
1e-3
6798
1e-5
8296
1e-7
10351
#succ
15/15
MATSUMOTO Brockhoff 2.4 (2)1.3 (2)5000/15
R-DE-10e2 Tanabe 5.3 (4)1.6 (2)10000/15
R-DE-10e5 Tanabe 19 (6)19 (20)40 (45)79 (86)83 (80)239 (291)421 (413)2/15
R-SHADE-10e2 Tanabe 4.4 (3)0.95 (1)10000/15
R-SHADE-10e5 Tanabe 5.7 (3)10 (16)36 (28)35 (27)34 (26)28 (22)22 (17)14/15
RL-SHADE-10e2 Tanabe 5.8 (6)10000/15
RL-SHADE-10e5 Tanabe 28 (11)85 (176)205 (236)197 (249)192 (161)158 (181)127 (188)7/15
SOO Derbel 3.2 (3)11 (24)33 (25)85 (96)150 (184)508 (546)650 (903)0/15
BrentSTEPif Posik 958 (1405)151 (159)222 (287)1e50/15
BrentSTEPifeg Posik 645 (894)77 (105)49 (82)105 (129)210 (236)1e50/15
BrentSTEPqi Posik 524 (926)76 (71)107 (73)213 (155)209 (283)1e50/15
BrentSTEPrr Posik 643 (1012)66 (91)105 (143)213 (192)209 (176)1e50/15
CMA-CSA Atamna 19 (32)327 (570)1309 (1962)1257 (1522)1224 (1233)1003 (1270)804 (617)1/15
CMA-MSR Atamna 45 (81)583 (585)1826 (1696)1753 (2271)1707 (2517)1399 (1747)1121 (1142)1/15
CMA-TPA Atamna 454 (14)307 (570)1269 (1203)1218 (1838)1186 (1457)972 (1738)779 (858)1/15
GP1-CMAES Bajer 14 (26)25020/15
GP1-CMAES Bajer 2013instances 3.7 (3)1.9 (3)25020/15
GP5-CMAES Bajer 8.0 (13)1.6 (2)2.7 (3)2.7 (3)5.5 (5)25160/15
GP5-CMAES Bajer 2013instances 12 (15)1.6 (2)2.9 (3)5.7 (7)5.5 (5)25160/15
IPOPCMAv3p61 Bajer 9.1 (13)12 (12)25020/15
IPOPCMAv3p61 Bajer 2013instances 16 (13)13 (22)25020/15
LHD-10xDefault-MATSuMoTo Brockhoff 4.2 (3)1.3 (2)5000/15
LHD-2xDefault-MATSuMoTo Brockhoff 3.0 (4)5000/15
RAND-2xDefault-MATSuMoTo Brockhoff 3.4 (4)5000/15
RF1-CMAES Bajer 17 (26)3.7 (4)25020/15
RF1-CMAES Bajer 2013instances 13 (14)5.9 (8)25020/15
RF5-CMAES Bajer 59 (83)25140/15
RF5-CMAES Bajer 2013instances 18 (20)5.9 (8)25140/15
STEPif Posik 632 (1370)98 (63)104 (145)1e50/15
STEPifeg Posik 308 (510)38 (63)50 (57)215 (144)1e50/15
STEPrr Posik 553 (860)60 (63)38 (55)212 (298)1e50/15

Δ fopt
f23, 10-D
1e1
3.0
1e0
915
1e-1
16425
1e-2
1.8e5
1e-3
2.0e5
1e-5
2.1e5
1e-7
2.1e5
#succ
15/15
MATSUMOTO Brockhoff 1.5 (2)5000/15
R-DE-10e2 Tanabe 1.6 (2)10000/15
R-DE-10e5 Tanabe 2.0 (2)204 (220)1e60/15
R-SHADE-10e2 Tanabe 1.4 (1)10000/15
R-SHADE-10e5 Tanabe 2.8 (3)21 (13)8.8 (10)18 (26)34 (48)33 (36)33 (41)2/15
RL-SHADE-10e2 Tanabe 1.3 (1)10000/15
RL-SHADE-10e5 Tanabe 1.5 (2)68 (30)27 (34)24 (32)22 (21)21 (25)21 (25)3/15
SOO Derbel 1.7 (2)2.3 (1)2.0 (2)14 (13)72 (63)1e60/15
BrentSTEPif Posik 2.3 (2)12 (20)1e50/15
BrentSTEPifeg Posik 2.3 (2)13 (15)1e50/15
BrentSTEPqi Posik 2.3 (2)13 (14)1e50/15
BrentSTEPrr Posik 2.3 (2)11 (19)1e50/15
CMA-CSA Atamna 2.8 (4)23 (19)7.0 (9)7.5 (8)8.7 (9)8.5 (8)8.3 (11)6/15
CMA-MSR Atamna 4.4 (7)2.9 (4)1.4 (0.8)0.43 (0.4)↑10.41 (0.4)↑10.44 (0.4)↑10.47 (0.4)↑115/15
CMA-TPA Atamna 2.3 (2)12 (26)4.9 (5)3.8 (5)3.5 (5)3.4 (6)3.4 (2)10/15
GP1-CMAES Bajer 1.8 (2)2.7 (4)25020/15
GP1-CMAES Bajer 2013instances 2.0 (2)2.7 (2)25020/15
GP5-CMAES Bajer 1.9 (2)0.79 (1)25140/15
GP5-CMAES Bajer 2013instances 1.7 (2)0.92 (1)25140/15
IPOPCMAv3p61 Bajer 2.1 (2)25040/15
IPOPCMAv3p61 Bajer 2013instances 2.1 (2)25140/15
LHD-10xDefault-MATSuMoTo Brockhoff 1.5 (2)5000/15
LHD-2xDefault-MATSuMoTo Brockhoff 1.9 (2)5000/15
RAND-2xDefault-MATSuMoTo Brockhoff 1.2 (1)5000/15
RF1-CMAES Bajer 1.7 (2)25060/15
RF1-CMAES Bajer 2013instances 2.3 (3)25060/15
RF5-CMAES Bajer 2.3 (2)25480/15
RF5-CMAES Bajer 2013instances 1.9 (2)25480/15
STEPif Posik 2.3 (2)6.4 (8)1e50/15
STEPifeg Posik 2.3 (2)4.6 (6)1e50/15
STEPrr Posik 2.3 (2)5.7 (6)1e50/15

Δ fopt
f24, 10-D
1e1
98761
1e0
1.0e6
1e-1
7.5e7
1e-2
7.5e7
1e-3
7.5e7
1e-5
7.5e7
1e-7
7.5e7
#succ
1/15
MATSUMOTO Brockhoff 5000/15
R-DE-10e2 Tanabe 10000/15
R-DE-10e5 Tanabe 1e60/15
R-SHADE-10e2 Tanabe 10000/15
R-SHADE-10e5 Tanabe 4.6 (3)1e60/15
RL-SHADE-10e2 Tanabe 10000/15
RL-SHADE-10e5 Tanabe 24 (21)1e60/15
SOO Derbel 3.1 (3)1e60/15
BrentSTEPif Posik 9e40/15
BrentSTEPifeg Posik 9e40/15
BrentSTEPqi Posik 9e40/15
BrentSTEPrr Posik 8e40/15
CMA-CSA Atamna 20 (25)1e60/15
CMA-MSR Atamna 42 (57)6.4 (6)1e60/15
CMA-TPA Atamna 72 (83)6.8 (10)1e60/15
GP1-CMAES Bajer 0.37 (0.4)25040/15
GP1-CMAES Bajer 2013instances 25140/15
GP5-CMAES Bajer 25360/15
GP5-CMAES Bajer 2013instances 25280/15
IPOPCMAv3p61 Bajer 25020/15
IPOPCMAv3p61 Bajer 2013instances 25040/15
LHD-10xDefault-MATSuMoTo Brockhoff 5000/15
LHD-2xDefault-MATSuMoTo Brockhoff 5000/15
RAND-2xDefault-MATSuMoTo Brockhoff 5000/15
RF1-CMAES Bajer 25020/15
RF1-CMAES Bajer 2013instances 25020/15
RF5-CMAES Bajer 25140/15
RF5-CMAES Bajer 2013instances 25140/15
STEPif Posik 9e40/15
STEPifeg Posik 9e40/15
STEPrr Posik 9e40/15

Previous dimension | Dimension = 20 | Next dimension

Δ fopt
f1, 20-D
1e1
43
1e0
43
1e-1
43
1e-2
43
1e-3
43
1e-5
43
1e-7
43
#succ
15/15
MATSUMOTO Brockhoff 4.6 (2)63 (72)110 (110)112 (142)352 (455)10000/15
R-DE-10e2 Tanabe 7.0 (2)19 (10)39 (31)164 (138)344 (209)20000/15
R-DE-10e5 Tanabe 21 (3)44 (3)68 (3)91 (4)113 (7)160 (6)206 (4)15/15
R-SHADE-10e2 Tanabe 10 (1)19 (2)31 (6)57 (37)346 (452)20000/15
R-SHADE-10e5 Tanabe 27 (5)59 (9)89 (11)119 (15)149 (18)208 (19)264 (18)15/15
RL-SHADE-10e2 Tanabe 15 (14)88 (53)691 (477)20000/15
RL-SHADE-10e5 Tanabe 119 (15)272 (18)395 (16)503 (15)599 (17)782 (16)960 (10)15/15
SOO Derbel 15 (7)56 (7)111 (17)189 (17)279 (11)533 (22)847 (24)15/15
BrentSTEPif Posik 1.9 (0.1)2.3 (0.1)2.5 (0.2)2.5 (0.2)2.5 (0.2)2.5 (0.2)2.5 (0.2)15/15
BrentSTEPifeg Posik 1.9 (0.1)2.3 (0.1)2.5 (0.2)2.5 (0.2)2.5 (0.2)2.5 (0.2)2.5 (0.2)15/15
BrentSTEPqi Posik 1.9 (0.1)2.3 (0.1)2.5 (0.2)2.5 (0.2)2.5 (0.2)2.5 (0.2)2.5 (0.2)15/15
BrentSTEPrr Posik 1.9 (0.1)2.3 (0.1)2.5 (0.2)2.5 (0.2)2.5 (0.2)2.5 (0.2)2.5 (0.2)15/15
CMA-CSA Atamna 7.7 (1)14 (1)20 (2)26 (2)32 (3)45 (4)57 (4)15/15
CMA-MSR Atamna 9.2 (1)16 (0.9)23 (2)30 (2)38 (3)53 (3)68 (4)15/15
CMA-TPA Atamna 6.4 (1)11 (2)15 (1)19 (2)24 (2)32 (2)41 (3)15/15
GP1-CMAES Bajer 4.9 (0.5)8.3 (0.8)13 (2)16 (2)20 (2)31 (3)47 (4)15/15
GP1-CMAES Bajer 2013instances 5.1 (1.0)9.2 (2)14 (2)17 (3)21 (3)32 (4)48 (5)15/15
GP5-CMAES Bajer 2.7 (0.3)3.9 (0.3)5.4 (0.8)6.9 (0.6)8.2 (0.8)68 (47)393 (409)0/15
GP5-CMAES Bajer 2013instances 2.8 (0.2)3.9 (0.4)5.2 (0.5)6.7 (0.6)7.9 (0.6)54 (44)567 (543)0/15
IPOPCMAv3p61 Bajer 8.5 (2)15 (2)21 (3)27 (2)33 (3)46 (6)59 (5)15/15
IPOPCMAv3p61 Bajer 2013instances 8.6 (1)15 (2)21 (2)27 (2)34 (2)46 (3)58 (2)15/15
LHD-10xDefault-MATSuMoTo Brockhoff 10 (0.2)11 (0.7)14 (1)15 (2)17 (2)10000/15
LHD-2xDefault-MATSuMoTo Brockhoff 4.5 (0.9)38 (27)78 (112)343 (326)10000/15
RAND-2xDefault-MATSuMoTo Brockhoff 4.2 (0.5)20 (23)26 (17)63 (43)346 (285)10000/15
RF1-CMAES Bajer 7.0 (1)13 (3)19 (3)25 (5)31 (5)46 (8)61 (9)15/15
RF1-CMAES Bajer 2013instances 6.9 (1)12 (1)18 (3)24 (4)30 (3)43 (5)61 (11)15/15
RF5-CMAES Bajer 7.5 (3)119 (180)496 (699)50060/15
RF5-CMAES Bajer 2013instances 6.8 (3)69 (63)1669 (1310)50060/15
STEPif Posik 2.1 (0.1)2.8 (0.1)4.3 (0.6)6.0 (0.7)7.4 (1)8.8 (0.6)10 (0.6)15/15
STEPifeg Posik 2.1 (0.1)2.8 (0.1)4.1 (0.3)5.6 (0.5)6.7 (0.8)8.7 (1.0)10 (0.7)15/15
STEPrr Posik 2.1 (0.1)2.8 (0.1)3.6 (0.1)4.4 (0.2)5.1 (0.1)6.7 (0.1)8.3 (0.1)15/15

Δ fopt
f2, 20-D
1e1
385
1e0
386
1e-1
387
1e-2
388
1e-3
390
1e-5
391
1e-7
393
#succ
15/15
MATSUMOTO Brockhoff 10000/15
R-DE-10e2 Tanabe 77 (69)20000/15
R-DE-10e5 Tanabe 11 (0.6)13 (0.7)16 (0.7)19 (0.9)21 (0.9)26 (1)31 (0.9)15/15
R-SHADE-10e2 Tanabe 38 (38)20000/15
R-SHADE-10e5 Tanabe 18 (2)21 (2)25 (3)28 (3)31 (3)37 (3)43 (3)15/15
RL-SHADE-10e2 Tanabe 76 (74)20000/15
RL-SHADE-10e5 Tanabe 74 (2)84 (2)94 (2)104 (2)114 (2)132 (2)150 (2)15/15
SOO Derbel 2646 (2606)3896 (2610)6477 (8600)6476 (9033)8380 (1e4)1.1e4 (2e4)3.5e4 (5e4)2/15
BrentSTEPif Posik 0.70 (0.1)↑00.79 (0.1)↑00.80 (0.1)↑00.90 (0.1)↑10.94 (0.1)1.00 (0.1)1.1 (0.1)15/15
BrentSTEPifeg Posik 0.66 (0.1)↑00.74 (0.1)↑00.80 (0.1)↑00.90 (0.0)↑10.94 (0.1)1.0 (0.1)1.1 (0.1)15/15
BrentSTEPqi Posik 0.40 (0.0)★4↑00.44 (0.0)★4↑00.47 (0.0)★4↑00.52 (0.0)★4↑00.57 (0.1)★4↑00.69 (0.1)★4↑00.86 (0.1)★215/15
BrentSTEPrr Posik 0.59 (0.1)↑00.65 (0.1)↑00.69 (0.1)↑00.79 (0.1)↑00.87 (0.1)↑01.0 (0.1)1.1 (0.1)15/15
CMA-CSA Atamna 23 (2)27 (2)29 (2)30 (1)31 (2)32 (1)34 (2)15/15
CMA-MSR Atamna 27 (3)32 (4)35 (2)36 (2)37 (1)38 (1)39 (2)15/15
CMA-TPA Atamna 25 (3)30 (3)33 (3)35 (2)36 (2)37 (1)37 (2)15/15
GP1-CMAES Bajer 50060/15
GP1-CMAES Bajer 2013instances 50060/15
GP5-CMAES Bajer 193 (299)195 (198)50060/15
GP5-CMAES Bajer 2013instances 46 (42)50060/15
IPOPCMAv3p61 Bajer 50060/15
IPOPCMAv3p61 Bajer 2013instances 50060/15
LHD-10xDefault-MATSuMoTo Brockhoff 10000/15
LHD-2xDefault-MATSuMoTo Brockhoff 10000/15
RAND-2xDefault-MATSuMoTo Brockhoff 10000/15
RF1-CMAES Bajer 50060/15
RF1-CMAES Bajer 2013instances 50060/15
RF5-CMAES Bajer 50060/15
RF5-CMAES Bajer 2013instances 50060/15
STEPif Posik 0.96 (0.2)1.1 (0.1)1.2 (0.2)1.2 (0.1)1.3 (0.3)1.4 (0.3)1.6 (0.2)15/15
STEPifeg Posik 0.83 (0.1)↑01.0 (0.2)1.2 (0.2)1.2 (0.2)1.4 (0.3)1.4 (0.2)1.6 (0.2)15/15
STEPrr Posik 0.69 (0.1)↑00.78 (0.0)↑00.88 (0.1)↑10.95 (0.1)1.1 (0.1)1.2 (0.1)1.4 (0.1)15/15

Δ fopt
f3, 20-D
1e1
5066
1e0
7626
1e-1
7635
1e-2
7637
1e-3
7643
1e-5
7646
1e-7
7651
#succ
15/15
MATSUMOTO Brockhoff 10000/15
R-DE-10e2 Tanabe 20000/15
R-DE-10e5 Tanabe 2.4 (0.5)26 (32)194 (197)194 (203)194 (183)194 (236)194 (200)11/15
R-SHADE-10e2 Tanabe 20000/15
R-SHADE-10e5 Tanabe 7.7 (0.4)7.1 (0.3)7.7 (0.2)7.9 (0.2)8.1 (0.2)8.4 (0.2)8.7 (0.2)15/15
RL-SHADE-10e2 Tanabe 20000/15
RL-SHADE-10e5 Tanabe 27 (2)23 (0.7)24 (0.5)25 (0.5)25 (0.5)26 (0.5)26 (0.5)15/15
SOO Derbel 2e60/15
BrentSTEPif Posik 0.14 (0.0)↑00.18 (0.0)↑00.22 (0.1)↑00.22 (0.1)↑00.22 (0.1)↑00.22 (0.1)↑00.22 (0.1)↑015/15
BrentSTEPifeg Posik 0.14 (0.0)↑00.18 (0.1)↑00.22 (0.1)↑00.22 (0.1)↑00.22 (0.1)↑00.22 (0.1)↑00.22 (0.1)↑015/15
BrentSTEPqi Posik 0.14 (0.0)↑00.16 (0.0)↑00.20 (0.1)↑00.20 (0.1)↑00.20 (0.1)↑00.20 (0.1)↑00.20 (0.1)↑015/15
BrentSTEPrr Posik 0.14 (0.0)↑00.16 (0.0)↑00.19 (0.0)↑00.20 (0.0)↑00.20 (0.0)↑00.21 (0.0)↑00.21 (0.0)↑015/15
CMA-CSA Atamna 10 (7)2e60/15
CMA-MSR Atamna 6.4 (2)38 (20)70 (70)73 (72)76 (75)81 (80)86 (86)15/15
CMA-TPA Atamna 8.8 (7)1756 (1565)2e60/15
GP1-CMAES Bajer 50060/15
GP1-CMAES Bajer 2013instances 50060/15
GP5-CMAES Bajer 50220/15
GP5-CMAES Bajer 2013instances 50340/15
IPOPCMAv3p61 Bajer 50060/15
IPOPCMAv3p61 Bajer 2013instances 50060/15
LHD-10xDefault-MATSuMoTo Brockhoff 10000/15
LHD-2xDefault-MATSuMoTo Brockhoff 10000/15
RAND-2xDefault-MATSuMoTo Brockhoff 10000/15
RF1-CMAES Bajer 50060/15
RF1-CMAES Bajer 2013instances 50060/15
RF5-CMAES Bajer 50060/15
RF5-CMAES Bajer 2013instances 50060/15
STEPif Posik 0.16 (0.0)↑00.18 (0.0)↑00.23 (0.0)↑00.24 (0.0)↑00.24 (0.0)↑00.24 (0.0)↑00.24 (0.0)↑015/15
STEPifeg Posik 0.15 (0.0)↑00.17 (0.0)↑00.23 (0.1)↑00.23 (0.0)↑00.23 (0.0)↑00.24 (0.0)↑00.24 (0.0)↑015/15
STEPrr Posik 0.12 (0.0)↑00.15 (0.0)↑00.19 (0.0)↑00.20 (0.0)↑00.21 (0.0)↑00.22 (0.0)↑00.23 (0.0)↑015/15

Δ fopt
f4, 20-D
1e1
4722
1e0
7628
1e-1
7666
1e-2
7686
1e-3
7700
1e-5
7758
1e-7
1.4e5
#succ
9/15
MATSUMOTO Brockhoff 10000/15
R-DE-10e2 Tanabe 20000/15
R-DE-10e5 Tanabe 3.9 (2)1952 (2614)2e60/15
R-SHADE-10e2 Tanabe 20000/15
R-SHADE-10e5 Tanabe 9.4 (0.7)8.3 (0.6)12 (5)12 (5)12 (5)13 (5)0.72 (0.3)15/15
RL-SHADE-10e2 Tanabe 20000/15
RL-SHADE-10e5 Tanabe 32 (1)25 (0.5)27 (0.5)28 (0.4)28 (0.4)28 (0.4)1.6 (0.0)15/15
SOO Derbel 2e60/15
BrentSTEPif Posik 0.22 (0.1)↑00.36 (0.1)↑00.42 (0.1)↑00.42 (0.1)↑00.42 (0.1)↑00.42 (0.1)↑00.02 (3e-3)↑015/15
BrentSTEPifeg Posik 0.21 (0.0)↑00.35 (0.1)↑00.40 (0.1)↑00.40 (0.1)↑00.40 (0.1)↑00.40 (0.1)↑00.02 (4e-3)↑015/15
BrentSTEPqi Posik 0.21 (0.0)↑00.30 (0.0)↑00.34 (0.1)↑00.34 (0.1)↑00.34 (0.1)↑00.35 (0.1)↑00.02 (2e-3)↑015/15
BrentSTEPrr Posik 0.18 (0.0)↑00.29 (0.0)↑00.31 (0.0)↑00.32 (0.0)↑00.34 (0.0)↑00.37 (0.0)↑00.03 (5e-3)↑015/15
CMA-CSA Atamna 2e60/15
CMA-MSR Atamna 5792 (6375)2e60/15
CMA-TPA Atamna 2e60/15
GP1-CMAES Bajer 50060/15
GP1-CMAES Bajer 2013instances 50460/15
GP5-CMAES Bajer 50220/15
GP5-CMAES Bajer 2013instances 50220/15
IPOPCMAv3p61 Bajer 50060/15
IPOPCMAv3p61 Bajer 2013instances 50060/15
LHD-10xDefault-MATSuMoTo Brockhoff 10000/15
LHD-2xDefault-MATSuMoTo Brockhoff 10000/15
RAND-2xDefault-MATSuMoTo Brockhoff 10000/15
RF1-CMAES Bajer 50060/15
RF1-CMAES Bajer 2013instances 50060/15
RF5-CMAES Bajer 50060/15
RF5-CMAES Bajer 2013instances 50060/15
STEPif Posik 0.22 (0.0)↑00.35 (0.1)↑00.52 (0.1)↑00.72 (0.1)↑00.81 (0.1)↑10.95 (0.2)0.05 (0.0)↑015/15
STEPifeg Posik 0.21 (0.0)↑00.35 (0.1)↑00.52 (0.1)↑00.70 (0.1)↑00.79 (0.1)↑10.94 (0.2)0.05 (0.0)↑015/15
STEPrr Posik 0.19 (0.0)↑00.30 (0.0)↑00.46 (0.1)↑00.60 (0.0)↑00.72 (0.1)↑00.86 (0.1)↑10.05 (4e-3)↑015/15

Δ fopt
f5, 20-D
1e1
41
1e0
41
1e-1
41
1e-2
41
1e-3
41
1e-5
41
1e-7
41
#succ
15/15
MATSUMOTO Brockhoff 1.8 (0.1)2.0 (0.1)2.1 (0.1)2.4 (0.3)2.4 (0.3)2.4 (0.3)2.4 (0.3)15/15
R-DE-10e2 Tanabe 20 (14)46 (31)112 (79)20000/15
R-DE-10e5 Tanabe 46 (4)77 (6)109 (7)139 (10)172 (9)233 (10)297 (9)15/15
R-SHADE-10e2 Tanabe 15 (2)23 (2)29 (2)36 (4)45 (5)732 (659)20000/15
R-SHADE-10e5 Tanabe 117 (18)212 (19)308 (24)400 (19)489 (20)679 (25)862 (26)15/15
RL-SHADE-10e2 Tanabe 17 (3)30 (25)34 (24)37 (24)41 (25)65 (51)141 (123)3/15
RL-SHADE-10e5 Tanabe 268 (14)438 (21)595 (28)747 (29)892 (24)1170 (28)1428 (30)15/15
SOO Derbel 123 (0.0)309 (0.0)573 (0.0)919 (0.0)1336 (0.0)2415 (0.0)3989 (0.0)15/15
BrentSTEPif Posik 1.5 (0.0)1.5 (0.0)1.5 (0.0)1.5 (0.0)1.5 (0.0)1.5 (0.0)1.5 (0.0)15/15
BrentSTEPifeg Posik 1.5 (0.0)1.5 (0.0)1.5 (0.0)1.5 (0.0)1.5 (0.0)1.5 (0.0)1.5 (0.0)15/15
BrentSTEPqi Posik 1.5 (0.0)1.5 (0.0)1.5 (0.0)1.5 (0.0)1.5 (0.0)1.5 (0.0)1.5 (0.0)15/15
BrentSTEPrr Posik 1.5 (0.0)1.5 (0.0)1.5 (0.0)1.5 (0.0)1.5 (0.0)1.5 (0.0)1.5 (0.0)15/15
CMA-CSA Atamna 4.8 (1)5.7 (1)5.9 (1)5.9 (1)5.9 (1)5.9 (1)5.9 (1)15/15
CMA-MSR Atamna 4.9 (0.9)5.4 (1)5.5 (1)5.5 (1)5.5 (1)5.5 (1)5.5 (1)15/15
CMA-TPA Atamna 4.2 (1)4.9 (1)4.9 (1)4.9 (1)4.9 (1)4.9 (1)4.9 (1)15/15
GP1-CMAES Bajer 10 (6)54 (81)77 (78)85 (72)85 (78)85 (94)85 (104)12/15
GP1-CMAES Bajer 2013instances 12 (7)69 (62)90 (118)91 (115)91 (123)91 (104)91 (109)11/15
GP5-CMAES Bajer 3.3 (0.6)4.7 (2)5.3 (2)5.5 (2)5.5 (2)5.5 (2)5.5 (2)15/15
GP5-CMAES Bajer 2013instances 3.3 (0.7)4.4 (1)4.6 (1)4.7 (1)4.8 (2)4.8 (2)4.8 (2)15/15
IPOPCMAv3p61 Bajer 15 (4)29 (10)33 (9)34 (9)34 (10)34 (10)34 (10)15/15
IPOPCMAv3p61 Bajer 2013instances 16 (7)31 (16)34 (15)35 (15)36 (15)36 (15)36 (15)15/15
LHD-10xDefault-MATSuMoTo Brockhoff 11 (0.2)11 (0.3)11 (0.3)11 (0.3)11 (0.3)11 (0.3)11 (0.3)15/15
LHD-2xDefault-MATSuMoTo Brockhoff 2.7 (0.1)2.9 (0.1)2.9 (0.1)3.0 (0.2)3.0 (0.2)3.0 (0.2)3.0 (0.2)15/15
RAND-2xDefault-MATSuMoTo Brockhoff 2.7 (0.1)2.9 (0.2)3.0 (0.2)3.0 (0.2)3.0 (0.2)3.4 (0.2)3.4 (0.2)15/15
RF1-CMAES Bajer 18 (10)44 (21)49 (23)50 (22)51 (22)51 (22)51 (22)15/15
RF1-CMAES Bajer 2013instances 21 (13)44 (24)48 (26)49 (26)50 (26)50 (26)50 (26)15/15
RF5-CMAES Bajer 53 (35)192 (187)356 (244)903 (973)907 (641)907 (883)907 (912)2/15
RF5-CMAES Bajer 2013instances 42 (37)97 (80)167 (143)224 (132)262 (277)262 (207)262 (349)6/15
STEPif Posik 1.5 (0.0)1.5 (0.0)1.5 (0.0)1.5 (0.0)1.5 (0.0)1.5 (0.0)1.5 (0.0)15/15
STEPifeg Posik 1.5 (0.0)1.5 (0.0)1.5 (0.0)1.5 (0.0)1.5 (0.0)1.5 (0.0)1.5 (0.0)15/15
STEPrr Posik 1.5 (0.0)1.5 (0.0)1.5 (0.0)1.5 (0.0)1.5 (0.0)1.5 (0.0)1.5 (0.0)15/15

Δ fopt
f6, 20-D
1e1
1296
1e0
2343
1e-1
3413
1e-2
4255
1e-3
5220
1e-5
6728
1e-7
8409
#succ
15/15
MATSUMOTO Brockhoff 10000/15
R-DE-10e2 Tanabe 23 (28)20000/15
R-DE-10e5 Tanabe 13 (5)18 (9)29 (16)116 (114)321 (414)951 (849)3363 (4162)1/15
R-SHADE-10e2 Tanabe 20000/15
R-SHADE-10e5 Tanabe 4.2 (0.5)4.0 (0.5)3.8 (0.5)3.9 (0.4)3.9 (0.4)4.1 (0.4)4.1 (0.2)15/15
RL-SHADE-10e2 Tanabe 20000/15
RL-SHADE-10e5 Tanabe 18 (0.7)13 (0.7)11 (0.4)10 (0.2)10 (0.3)10 (0.2)9.3 (0.1)15/15
SOO Derbel 2e60/15
BrentSTEPif Posik 2e50/15
BrentSTEPifeg Posik 962 (663)2e50/15
BrentSTEPqi Posik 749 (774)2e50/7
BrentSTEPrr Posik 811 (682)2e50/15
CMA-CSA Atamna 1.6 (0.3)1.3 (0.2)1.1 (0.2)1.1 (0.2)1.1 (0.1)1.1 (0.1)1.1 (0.1)15/15
CMA-MSR Atamna 1.5 (0.8)1.9 (1.0)2.4 (1)3.9 (4)5.7 (5)11 (7)13 (2)15/15
CMA-TPA Atamna 1.6 (0.4)1.3 (0.3)1.2 (0.3)1.3 (0.3)1.4 (0.3)1.5 (0.3)1.6 (0.4)15/15
GP1-CMAES Bajer 7.6 (10)50060/15
GP1-CMAES Bajer 2013instances 8.5 (8)50060/15
GP5-CMAES Bajer 50100/15
GP5-CMAES Bajer 2013instances 50240/15
IPOPCMAv3p61 Bajer 1.4 (0.3)1.1 (0.2)1.1 (0.2)1.3 (0.6)4.8 (4)50060/15
IPOPCMAv3p61 Bajer 2013instances 1.5 (0.2)1.2 (0.1)1.1 (0.1)1.9 (2)14 (15)50060/15
LHD-10xDefault-MATSuMoTo Brockhoff 10000/15
LHD-2xDefault-MATSuMoTo Brockhoff 10000/15
RAND-2xDefault-MATSuMoTo Brockhoff 10000/15
RF1-CMAES Bajer 18 (26)50060/15
RF1-CMAES Bajer 2013instances 56 (69)50060/15
RF5-CMAES Bajer 50060/15
RF5-CMAES Bajer 2013instances 50060/15
STEPif Posik 644 (608)2e50/15
STEPifeg Posik 193 (206)2e50/15
STEPrr Posik 277 (276)2e50/15

Δ fopt
f7, 20-D
1e1
1351
1e0
4274
1e-1
9503
1e-2
16523
1e-3
16524
1e-5
16524
1e-7
16969
#succ
15/15
MATSUMOTO Brockhoff 10000/15
R-DE-10e2 Tanabe 11 (14)20000/15
R-DE-10e5 Tanabe 12 (6)1951 (2346)2e60/15
R-SHADE-10e2 Tanabe 11 (11)20000/15
R-SHADE-10e5 Tanabe 2.0 (0.4)29 (36)72 (87)1762 (1695)1761 (1785)1761 (2633)1715 (1886)1/15
RL-SHADE-10e2 Tanabe 20000/15
RL-SHADE-10e5 Tanabe 11 (0.7)5.3 (0.3)3.0 (0.2)2.2 (0.1)2.2 (0.1)2.2 (0.1)2.2 (0.1)15/15
SOO Derbel 59 (64)1603 (1891)2e60/15
BrentSTEPif Posik 2e50/15
BrentSTEPifeg Posik 2e50/15
BrentSTEPqi Posik 2e50/15
BrentSTEPrr Posik 2e50/15
CMA-CSA Atamna 1.7 (1)2.3 (0.7)1.7 (0.6)1.1 (0.4)1.1 (0.4)1.1 (0.4)1.0 (0.4)15/15
CMA-MSR Atamna 2.1 (2)4.2 (2)2.4 (1)1.6 (0.7)1.6 (0.7)1.6 (0.7)1.5 (0.6)15/15
CMA-TPA Atamna 2.1 (1)2.7 (1)1.6 (0.7)1.0 (0.5)1.0 (0.5)1.0 (0.5)1.0 (0.4)15/15
GP1-CMAES Bajer 2.8 (3)50220/15
GP1-CMAES Bajer 2013instances 3.0 (4)50100/15
GP5-CMAES Bajer 1.6 (1)50460/15
GP5-CMAES Bajer 2013instances 1.6 (1)50220/15
IPOPCMAv3p61 Bajer 1.3 (1)50200/15
IPOPCMAv3p61 Bajer 2013instances 1.3 (1)50080/15
LHD-10xDefault-MATSuMoTo Brockhoff 10000/15
LHD-2xDefault-MATSuMoTo Brockhoff 10000/15
RAND-2xDefault-MATSuMoTo Brockhoff 10000/15
RF1-CMAES Bajer 16 (13)50340/15
RF1-CMAES Bajer 2013instances 54 (74)50220/15
RF5-CMAES Bajer 50220/15
RF5-CMAES Bajer 2013instances 50340/15
STEPif Posik 2e50/15
STEPifeg Posik 2e50/15
STEPrr Posik 2e50/15

Δ fopt
f8, 20-D
1e1
2039
1e0
3871
1e-1
4040
1e-2
4148
1e-3
4219
1e-5
4371
1e-7
4484
#succ
15/15
MATSUMOTO Brockhoff 10000/15
R-DE-10e2 Tanabe 20000/15
R-DE-10e5 Tanabe 594 (560)2e60/15
R-SHADE-10e2 Tanabe 20000/15
R-SHADE-10e5 Tanabe 11 (3)14 (7)15 (7)15 (7)15 (7)16 (7)16 (7)15/15
RL-SHADE-10e2 Tanabe 20000/15
RL-SHADE-10e5 Tanabe 26 (1)21 (0.9)22 (0.9)23 (0.9)23 (0.9)24 (0.7)25 (0.8)15/15
SOO Derbel 2e60/15
BrentSTEPif Posik 401 (496)2e50/15
BrentSTEPifeg Posik 76 (86)358 (396)689 (826)2e50/15
BrentSTEPqi Posik 30 (41)325 (341)2e50/8
BrentSTEPrr Posik 79 (90)2e50/15
CMA-CSA Atamna 3.4 (0.7)3.4 (0.4)3.6 (0.4)3.7 (0.4)3.8 (0.4)3.8 (0.4)3.8 (0.3)15/15
CMA-MSR Atamna 3.6 (0.9)4.6 (3)4.8 (3)4.8 (3)4.8 (3)4.8 (3)4.9 (3)15/15
CMA-TPA Atamna 3.1 (0.7)3.5 (0.4)3.8 (0.4)3.9 (0.5)3.9 (0.4)3.9 (0.4)3.9 (0.4)15/15
GP1-CMAES Bajer 35 (37)50060/15
GP1-CMAES Bajer 2013instances 50060/15
GP5-CMAES Bajer 50220/15
GP5-CMAES Bajer 2013instances 12 (13)50100/15
IPOPCMAv3p61 Bajer 50060/15
IPOPCMAv3p61 Bajer 2013instances 50060/15
LHD-10xDefault-MATSuMoTo Brockhoff 10000/15
LHD-2xDefault-MATSuMoTo Brockhoff 10000/15
RAND-2xDefault-MATSuMoTo Brockhoff 10000/15
RF1-CMAES Bajer 50060/15
RF1-CMAES Bajer 2013instances 50060/15
RF5-CMAES Bajer 50080/15
RF5-CMAES Bajer 2013instances 50060/15
STEPif Posik 87 (111)327 (655)2e50/15
STEPifeg Posik 51 (53)94 (124)219 (155)2e50/15
STEPrr Posik 61 (70)141 (141)304 (291)606 (684)2e50/15

Δ fopt
f9, 20-D
1e1
1716
1e0
3102
1e-1
3277
1e-2
3379
1e-3
3455
1e-5
3594
1e-7
3727
#succ
15/15
MATSUMOTO Brockhoff 10000/15
R-DE-10e2 Tanabe 20000/15
R-DE-10e5 Tanabe 3021 (2984)2e60/15
R-SHADE-10e2 Tanabe 20000/15
R-SHADE-10e5 Tanabe 16 (5)20 (3)22 (3)23 (3)23 (3)24 (3)24 (3)15/15
RL-SHADE-10e2 Tanabe 20000/15
RL-SHADE-10e5 Tanabe 33 (2)29 (1)30 (1)31 (1)32 (1)33 (1)34 (1)15/15
SOO Derbel 4999 (7286)2e60/15
BrentSTEPif Posik 2e50/15
BrentSTEPifeg Posik 2e50/15
BrentSTEPqi Posik 2e50/5
BrentSTEPrr Posik 2e50/15
CMA-CSA Atamna 3.8 (0.5)4.1 (0.3)4.3 (0.3)4.4 (0.3)4.4 (0.3)4.5 (0.3)4.5 (0.2)15/15
CMA-MSR Atamna 3.8 (0.7)4.5 (0.7)4.8 (0.6)4.8 (0.6)4.8 (0.6)4.8 (0.6)4.8 (0.6)15/15
CMA-TPA Atamna 3.8 (0.8)5.5 (3)5.8 (3)5.8 (3)5.8 (3)5.8 (3)5.8 (3)15/15
GP1-CMAES Bajer 50060/15
GP1-CMAES Bajer 2013instances 50060/15
GP5-CMAES Bajer 50100/15
GP5-CMAES Bajer 2013instances 50200/15
IPOPCMAv3p61 Bajer 50060/15
IPOPCMAv3p61 Bajer 2013instances 50060/15
LHD-10xDefault-MATSuMoTo Brockhoff 10000/15
LHD-2xDefault-MATSuMoTo Brockhoff 10000/15
RAND-2xDefault-MATSuMoTo Brockhoff 10000/15
RF1-CMAES Bajer 50060/15
RF1-CMAES Bajer 2013instances 50060/15
RF5-CMAES Bajer 50060/15
RF5-CMAES Bajer 2013instances 50060/15
STEPif Posik 2e50/15
STEPifeg Posik 2e50/15
STEPrr Posik 2e50/15

Δ fopt
f10, 20-D
1e1
7413
1e0
8661
1e-1
10735
1e-2
13641
1e-3
14920
1e-5
17073
1e-7
17476
#succ
15/15
MATSUMOTO Brockhoff 10000/15
R-DE-10e2 Tanabe 20000/15
R-DE-10e5 Tanabe 2e60/15
R-SHADE-10e2 Tanabe 20000/15
R-SHADE-10e5 Tanabe 16 (5)22 (7)25 (5)26 (8)29 (8)32 (7)40 (11)9/15
RL-SHADE-10e2 Tanabe 20000/15
RL-SHADE-10e5 Tanabe 5.5 (0.7)5.5 (0.6)5.0 (0.5)4.3 (0.3)4.3 (0.4)4.3 (0.3)4.8 (0.3)15/15
SOO Derbel 2e60/15
BrentSTEPif Posik 2e50/15
BrentSTEPifeg Posik 2e50/15
BrentSTEPqi Posik 2e50/15
BrentSTEPrr Posik 9e40/15
CMA-CSA Atamna 1.2 (0.2)1.2 (0.1)1.0 (0.1)0.86 (0.1)↑00.81 (0.0)↑00.74 (0.0)↑00.76 (0.0)↑015/15
CMA-MSR Atamna 1.3 (0.2)1.3 (0.3)1.2 (0.1)0.99 (0.1)0.93 (0.1)0.86 (0.0)↑00.88 (0.0)↑015/15
CMA-TPA Atamna 1.4 (0.2)1.4 (0.2)1.2 (0.1)1.0 (0.1)0.95 (0.1)↑00.86 (0.0)↑00.86 (0.0)↑015/15
GP1-CMAES Bajer 50060/15
GP1-CMAES Bajer 2013instances 50060/15
GP5-CMAES Bajer 1.4 (1)50060/15
GP5-CMAES Bajer 2013instances 3.4 (3)50060/15
IPOPCMAv3p61 Bajer 50060/15
IPOPCMAv3p61 Bajer 2013instances 50060/15
LHD-10xDefault-MATSuMoTo Brockhoff 10000/15
LHD-2xDefault-MATSuMoTo Brockhoff 10000/15
RAND-2xDefault-MATSuMoTo Brockhoff 10000/15
RF1-CMAES Bajer 50060/15
RF1-CMAES Bajer 2013instances 50060/15
RF5-CMAES Bajer 50060/15
RF5-CMAES Bajer 2013instances 50060/15
STEPif Posik 1e50/15
STEPifeg Posik 1e50/15
STEPrr Posik 7e40/15

Δ fopt
f11, 20-D
1e1
1002
1e0
2228
1e-1
6278
1e-2
8586
1e-3
9762
1e-5
12285
1e-7
14831
#succ
15/15
MATSUMOTO Brockhoff 10000/15
R-DE-10e2 Tanabe 20000/15
R-DE-10e5 Tanabe 2e60/15
R-SHADE-10e2 Tanabe 20000/15
R-SHADE-10e5 Tanabe 7.6 (4)13 (7)8.2 (3)8.4 (2)10 (2)11 (2)12 (2)15/15
RL-SHADE-10e2 Tanabe 20000/15
RL-SHADE-10e5 Tanabe 27 (5)15 (2)6.2 (0.8)5.2 (0.6)5.1 (0.4)4.9 (0.4)4.8 (0.3)15/15
SOO Derbel 2e60/15
BrentSTEPif Posik 2e50/15
BrentSTEPifeg Posik 1e50/15
BrentSTEPqi Posik 2e50/15
BrentSTEPrr Posik 8e40/15
CMA-CSA Atamna 4.6 (0.4)2.3 (0.1)0.86 (0.0)↑00.67 (0.0)↑00.63 (0.0)↑00.55 (0.0)↑00.50 (0.0)↑015/15
CMA-MSR Atamna 4.7 (0.3)2.6 (0.2)1.0 (0.1)0.80 (0.1)↑00.74 (0.0)↑00.65 (0.0)↑00.58 (0.0)↑015/15
CMA-TPA Atamna 4.5 (0.4)2.3 (0.1)0.89 (0.0)↑00.69 (0.0)↑00.65 (0.0)↑00.57 (0.0)↑00.51 (0.0)↑015/15
GP1-CMAES Bajer 50060/15
GP1-CMAES Bajer 2013instances 50060/15
GP5-CMAES Bajer 50200/15
GP5-CMAES Bajer 2013instances 50080/15
IPOPCMAv3p61 Bajer 50060/15
IPOPCMAv3p61 Bajer 2013instances 50060/15
LHD-10xDefault-MATSuMoTo Brockhoff 10000/15
LHD-2xDefault-MATSuMoTo Brockhoff 10000/15
RAND-2xDefault-MATSuMoTo Brockhoff 10000/15
RF1-CMAES Bajer 50060/15
RF1-CMAES Bajer 2013instances 50060/15
RF5-CMAES Bajer 50080/15
RF5-CMAES Bajer 2013instances 50080/15
STEPif Posik 1e50/15
STEPifeg Posik 1e50/15
STEPrr Posik 7e40/15

Δ fopt
f12, 20-D
1e1
1042
1e0
1938
1e-1
2740
1e-2
3156
1e-3
4140
1e-5
12407
1e-7
13827
#succ
15/15
MATSUMOTO Brockhoff 10000/15
R-DE-10e2 Tanabe 20000/15
R-DE-10e5 Tanabe 31 (43)219 (521)467 (784)8876 (1e4)6767 (7005)2e60/15
R-SHADE-10e2 Tanabe 20000/15
R-SHADE-10e5 Tanabe 8.5 (1.0)18 (12)23 (17)26 (16)25 (12)12 (5)13 (4)15/15
RL-SHADE-10e2 Tanabe 20000/15
RL-SHADE-10e5 Tanabe 37 (1)24 (2)22 (7)24 (6)22 (4)10 (1)10 (1)15/15
SOO Derbel 1109 (1293)1284 (1586)1597 (2120)2610 (3940)3190 (3849)2e60/15
BrentSTEPif Posik 1e50/15
BrentSTEPifeg Posik 1e50/15
BrentSTEPqi Posik 173 (190)1151 (1272)1e50/15
BrentSTEPrr Posik 676 (719)1e50/15
CMA-CSA Atamna 3.6 (3)3.5 (3)3.8 (3)3.9 (2)3.5 (1)1.4 (0.4)1.5 (0.4)15/15
CMA-MSR Atamna 3.7 (3)3.3 (3)3.5 (3)3.6 (2)3.2 (1)1.3 (0.4)1.4 (0.4)15/15
CMA-TPA Atamna 3.8 (3)4.1 (3)3.8 (2)3.8 (2)3.3 (2)1.4 (0.6)1.4 (0.6)15/15
GP1-CMAES Bajer 4.3 (5)5.2 (4)26 (29)23 (37)50060/15
GP1-CMAES Bajer 2013instances 2.4 (2)2.7 (3)6.1 (8)23 (27)18 (23)50060/15
GP5-CMAES Bajer 21 (24)50200/15
GP5-CMAES Bajer 2013instances 21 (29)18 (27)26 (25)23 (33)50200/15
IPOPCMAv3p61 Bajer 2.3 (0.2)8.3 (9)13 (19)23 (29)18 (18)50060/15
IPOPCMAv3p61 Bajer 2013instances 3.8 (3)5.1 (8)27 (28)23 (20)50060/15
LHD-10xDefault-MATSuMoTo Brockhoff 10000/15
LHD-2xDefault-MATSuMoTo Brockhoff 10000/15
RAND-2xDefault-MATSuMoTo Brockhoff 10000/15
RF1-CMAES Bajer 4.8 (3)8.2 (8)27 (30)50060/15
RF1-CMAES Bajer 2013instances 3.0 (2)11 (9)26 (35)50060/15
RF5-CMAES Bajer 50060/15
RF5-CMAES Bajer 2013instances 50060/15
STEPif Posik 5e40/15
STEPifeg Posik 4e40/15
STEPrr Posik 4e40/15

Δ fopt
f13, 20-D
1e1
652
1e0
2021
1e-1
2751
1e-2
3507
1e-3
18749
1e-5
24455
1e-7
30201
#succ
15/15
MATSUMOTO Brockhoff 23 (27)10000/15
R-DE-10e2 Tanabe 20000/15
R-DE-10e5 Tanabe 45 (63)114 (182)641 (641)8016 (5988)2e60/15
R-SHADE-10e2 Tanabe 20000/15
R-SHADE-10e5 Tanabe 12 (7)8.0 (4)10 (5)12 (3)3.4 (1.0)5.2 (1)25 (27)0/15
RL-SHADE-10e2 Tanabe 20000/15
RL-SHADE-10e5 Tanabe 38 (1.0)17 (0.6)17 (1)17 (0.7)3.7 (0.1)3.6 (0.1)3.6 (0.1)15/15
SOO Derbel 1926 (2053)4491 (4991)2e60/15
BrentSTEPif Posik 2e50/15
BrentSTEPifeg Posik 137 (162)193 (173)2e50/15
BrentSTEPqi Posik 103 (103)182 (167)2e50/15
BrentSTEPrr Posik 120 (183)221 (218)2e50/15
CMA-CSA Atamna 3.2 (3)4.2 (4)4.0 (3)4.5 (3)0.93 (0.5)1.1 (0.5)1.3 (0.8)15/15
CMA-MSR Atamna 4.3 (4)3.3 (3)4.9 (3)4.2 (2)0.87 (0.4)1.0 (0.4)1.5 (0.6)15/15
CMA-TPA Atamna 4.7 (5)4.7 (4)5.0 (2)5.4 (2)1.1 (0.4)1.3 (0.5)1.5 (0.5)15/15
GP1-CMAES Bajer 5.7 (4)17 (33)50060/15
GP1-CMAES Bajer 2013instances 22 (28)50460/15
GP5-CMAES Bajer 2.5 (2)5.0 (6)50220/15
GP5-CMAES Bajer 2013instances 5.5 (9)4.9 (4)13 (14)50220/15
IPOPCMAv3p61 Bajer 6.4 (6)11 (10)26 (28)21 (27)50060/15
IPOPCMAv3p61 Bajer 2013instances 8.3 (8)7.9 (12)26 (36)21 (28)4.0 (6)50060/15
LHD-10xDefault-MATSuMoTo Brockhoff 10000/15
LHD-2xDefault-MATSuMoTo Brockhoff 23 (23)10000/15
RAND-2xDefault-MATSuMoTo Brockhoff 10000/15
RF1-CMAES Bajer 4.6 (8)11 (15)50060/15
RF1-CMAES Bajer 2013instances 8.1 (8)6.4 (6)27 (30)50060/15
RF5-CMAES Bajer 50060/15
RF5-CMAES Bajer 2013instances 50060/15
STEPif Posik 64 (57)282 (431)2e50/15
STEPifeg Posik 44 (48)102 (104)2e50/15
STEPrr Posik 57 (48)109 (69)2e50/15

Δ fopt
f14, 20-D
1e1
75
1e0
239
1e-1
304
1e-2
451
1e-3
932
1e-5
1648
1e-7
15661
#succ
15/15
MATSUMOTO Brockhoff 2.9 (1)14 (13)10000/15
R-DE-10e2 Tanabe 4.5 (3)6.4 (5)23 (28)20000/15
R-DE-10e5 Tanabe 9.4 (3)10 (2)13 (1)30 (7)2e60/15
R-SHADE-10e2 Tanabe 4.8 (1)3.8 (0.8)4.8 (0.9)66 (69)20000/15
R-SHADE-10e5 Tanabe 8.2 (2)9.4 (2)13 (2)13 (2)11 (2)58 (38)1861 (2139)0/15
RL-SHADE-10e2 Tanabe 5.8 (2)40 (38)20000/15
RL-SHADE-10e5 Tanabe 40 (9)51 (4)61 (2)55 (2)34 (2)28 (0.7)3.9 (0.1)15/15
SOO Derbel 5.7 (3)55 (112)713 (807)2525 (3634)2e60/15
BrentSTEPif Posik 1.5 (0.8)12 (12)50 (83)864 (1653)2e50/15
BrentSTEPifeg Posik 1.5 (0.7)11 (14)17 (10)46 (8)2e50/15
BrentSTEPqi Posik 1.5 (0.5)5.0 (3)8.5 (2)37 (15)2e50/4
BrentSTEPrr Posik 1.4 (0.6)7.1 (6)12 (7)34 (13)2e50/15
CMA-CSA Atamna 4.2 (1)2.9 (0.4)3.7 (0.4)4.1 (0.5)3.3 (0.4)3.9 (0.3)0.67 (0.1)↑015/15
CMA-MSR Atamna 4.2 (1)2.8 (0.5)3.4 (0.5)3.6 (0.3)2.9 (0.2)3.9 (0.4)0.73 (0.1)↑015/15
CMA-TPA Atamna 3.5 (2)2.3 (0.4)2.8 (0.4)3.1 (0.5)2.8 (0.3)3.8 (0.4)0.71 (0.1)↑015/15
GP1-CMAES Bajer 2.7 (0.8)2.4 (0.6)3.0 (0.6)3.4 (0.5)3.9 (0.6)50060/15
GP1-CMAES Bajer 2013instances 3.0 (0.8)2.3 (0.6)2.9 (0.6)3.5 (0.8)4.0 (0.6)50060/15
GP5-CMAES Bajer 2.4 (0.9)1.7 (0.7)1.9 (0.7)20 (23)50460/15
GP5-CMAES Bajer 2013instances 2.1 (0.4)1.7 (0.3)1.9 (0.5)8.0 (7)79 (84)50200/15
IPOPCMAv3p61 Bajer 4.3 (1)2.9 (0.3)3.7 (0.4)4.1 (0.5)3.9 (0.3)50060/15
IPOPCMAv3p61 Bajer 2013instances 3.7 (0.7)2.8 (0.4)3.6 (0.3)4.3 (0.3)4.1 (0.3)50060/15
LHD-10xDefault-MATSuMoTo Brockhoff 6.9 (1)10 (10)10000/15
LHD-2xDefault-MATSuMoTo Brockhoff 3.1 (1)5.4 (4)12 (8)10000/15
RAND-2xDefault-MATSuMoTo Brockhoff 3.3 (1)9.4 (9)24 (26)10000/15
RF1-CMAES Bajer 3.2 (1)2.8 (0.8)3.5 (0.9)4.5 (2)11 (10)50060/15
RF1-CMAES Bajer 2013instances 3.5 (0.9)3.2 (1)4.0 (1)4.9 (2)15 (22)50060/15
RF5-CMAES Bajer 5.0 (5)88 (131)50060/15
RF5-CMAES Bajer 2013instances 3.7 (2)300 (445)50060/15
STEPif Posik 1.3 (0.5)1.6 (0.8)3.5 (3)79 (96)2e50/15
STEPifeg Posik 1.3 (0.5)1.4 (0.7)2.8 (1)23 (19)2e50/15
STEPrr Posik 1.3 (0.4)1.2 (0.5)2.0 (0.9)14 (10)2e50/15

Δ fopt
f15, 20-D
1e1
30378
1e0
1.5e5
1e-1
3.1e5
1e-2
3.2e5
1e-3
3.2e5
1e-5
4.5e5
1e-7
4.6e5
#succ
15/15
MATSUMOTO Brockhoff 10000/15
R-DE-10e2 Tanabe 20000/15
R-DE-10e5 Tanabe 2e60/15
R-SHADE-10e2 Tanabe 20000/15
R-SHADE-10e5 Tanabe 52 (58)2e60/15
RL-SHADE-10e2 Tanabe 20000/15
RL-SHADE-10e5 Tanabe 8.3 (0.9)2e60/15
SOO Derbel 2e60/15
BrentSTEPif Posik 2e50/15
BrentSTEPifeg Posik 2e50/15
BrentSTEPqi Posik 2e50/11
BrentSTEPrr Posik 2e50/15
CMA-CSA Atamna 0.83 (0.5)0.99 (0.3)0.64 (0.3)0.65 (0.3)0.65 (0.3)0.49 (0.3)↑00.49 (0.3)↑015/15
CMA-MSR Atamna 0.98 (0.3)0.95 (0.3)0.54 (0.2)↑10.55 (0.2)↑10.56 (0.2)↑10.43 (0.1)↑10.45 (0.1)↑115/15
CMA-TPA Atamna 0.94 (0.5)1.1 (0.5)0.63 (0.2)↑10.64 (0.2)↑10.64 (0.2)↑10.48 (0.2)↑00.49 (0.2)↑015/15
GP1-CMAES Bajer 50060/15
GP1-CMAES Bajer 2013instances 50060/15
GP5-CMAES Bajer 50340/15
GP5-CMAES Bajer 2013instances 50480/15
IPOPCMAv3p61 Bajer 50060/15
IPOPCMAv3p61 Bajer 2013instances 50060/15
LHD-10xDefault-MATSuMoTo Brockhoff 10000/15
LHD-2xDefault-MATSuMoTo Brockhoff 10000/15
RAND-2xDefault-MATSuMoTo Brockhoff 10000/15
RF1-CMAES Bajer 50060/15
RF1-CMAES Bajer 2013instances 50060/15
RF5-CMAES Bajer 50060/15
RF5-CMAES Bajer 2013instances 50060/15
STEPif Posik 2e50/15
STEPifeg Posik 2e50/15
STEPrr Posik 2e50/15

Δ fopt
f16, 20-D
1e1
1384
1e0
27265
1e-1
77015
1e-2
1.4e5
1e-3
1.9e5
1e-5
2.0e5
1e-7
2.2e5
#succ
15/15
MATSUMOTO Brockhoff 11 (12)10000/15
R-DE-10e2 Tanabe 20000/15
R-DE-10e5 Tanabe 236 (305)2e60/15
R-SHADE-10e2 Tanabe 22 (28)20000/15
R-SHADE-10e5 Tanabe 27 (21)246 (246)2e60/15
RL-SHADE-10e2 Tanabe 6.8 (5)20000/15
RL-SHADE-10e5 Tanabe 73 (20)2e60/15
SOO Derbel 1.6 (0.5)0.96 (0.6)14 (18)204 (226)2e60/15
BrentSTEPif Posik 178 (184)2e50/15
BrentSTEPifeg Posik 123 (161)2e50/15
BrentSTEPqi Posik 98 (80)2e50/13
BrentSTEPrr Posik 119 (124)2e50/15
CMA-CSA Atamna 1.9 (0.5)0.64 (0.6)0.84 (0.4)1.2 (0.8)1.4 (1)1.5 (1)1.4 (1)15/15
CMA-MSR Atamna 0.80 (0.2)↑10.84 (0.6)1.1 (0.7)1.3 (0.7)3.3 (6)4.7 (6)4.3 (7)12/15
CMA-TPA Atamna 1.2 (0.7)0.78 (0.4)0.80 (0.6)0.67 (0.4)0.63 (0.2)↑10.66 (0.2)↑10.62 (0.2)↑115/15
GP1-CMAES Bajer 0.64 (0.1)↑050060/15
GP1-CMAES Bajer 2013instances 0.90 (0.2)↑150060/15
GP5-CMAES Bajer 0.68 (1)2.7 (2)50220/15
GP5-CMAES Bajer 2013instances 0.57 (0.7)50220/15
IPOPCMAv3p61 Bajer 1.6 (0.6)0.52 (0.7)50060/15
IPOPCMAv3p61 Bajer 2013instances 1.4 (0.4)0.63 (0.5)50060/15
LHD-10xDefault-MATSuMoTo Brockhoff 3.4 (3)10000/15
LHD-2xDefault-MATSuMoTo Brockhoff 5.1 (4)10000/15
RAND-2xDefault-MATSuMoTo Brockhoff 11 (11)10000/15
RF1-CMAES Bajer 0.83 (0.2)50060/15
RF1-CMAES Bajer 2013instances 0.79 (0.2)↑150060/15
RF5-CMAES Bajer 2.9 (4)50080/15
RF5-CMAES Bajer 2013instances 1.0 (2)50080/15
STEPif Posik 12 (10)2e50/15
STEPifeg Posik 15 (13)2e50/15
STEPrr Posik 14 (13)2e50/15

Δ fopt
f17, 20-D
1e1
63
1e0
1030
1e-1
4005
1e-2
12242
1e-3
30677
1e-5
56288
1e-7
80472
#succ
15/15
MATSUMOTO Brockhoff 2.2 (2)10000/15
R-DE-10e2 Tanabe 2.1 (2)20000/15
R-DE-10e5 Tanabe 4.1 (2)12 (10)37 (25)2397 (1675)2e60/15
R-SHADE-10e2 Tanabe 3.7 (2)29 (33)20000/15
R-SHADE-10e5 Tanabe 3.7 (2)3.4 (1)3.9 (1)18 (27)45 (49)2e60/15
RL-SHADE-10e2 Tanabe 3.9 (0.5)20000/15
RL-SHADE-10e5 Tanabe 13 (8)18 (2)8.1 (0.4)3.7 (0.2)2.0 (0.1)1.6 (0.1)7.1 (12)13/15
SOO Derbel 1.3 (1)16 (8)87 (79)1159 (1675)2e60/15
BrentSTEPif Posik 488 (1563)2e50/15
BrentSTEPifeg Posik 493 (1588)2e50/15
BrentSTEPqi Posik 1.7 (0.6)2e50/3
BrentSTEPrr Posik 476 (1506)2e50/15
CMA-CSA Atamna 3.0 (2)1.0 (0.3)1.4 (2)1.2 (0.6)0.74 (0.4)0.88 (0.5)0.88 (0.3)15/15
CMA-MSR Atamna 2.7 (0.7)6.5 (8)3.5 (2)1.9 (1)0.97 (0.6)0.88 (0.4)0.81 (0.2)15/15
CMA-TPA Atamna 2.7 (0.7)1.4 (0.6)1.5 (0.9)0.94 (0.6)0.74 (0.3)↑10.71 (0.4)0.80 (0.3)15/15
GP1-CMAES Bajer 1.9 (1.0)8.3 (11)50060/15
GP1-CMAES Bajer 2013instances 1.4 (0.8)3.4 (5)50060/15
GP5-CMAES Bajer 2.1 (1)15 (16)50340/15
GP5-CMAES Bajer 2013instances 1.6 (1.0)11 (11)50220/15
IPOPCMAv3p61 Bajer 2.3 (1)1.1 (0.4)0.81 (0.7)0.61 (0.6)1.2 (1.0)50060/15
IPOPCMAv3p61 Bajer 2013instances 2.0 (0.8)0.99 (0.4)0.93 (0.7)1.1 (1)50060/15
LHD-10xDefault-MATSuMoTo Brockhoff 7.3 (1)10000/15
LHD-2xDefault-MATSuMoTo Brockhoff 2.6 (1)10000/15
RAND-2xDefault-MATSuMoTo Brockhoff 2.7 (1)10000/15
RF1-CMAES Bajer 1.8 (1)6.7 (9)50060/15
RF1-CMAES Bajer 2013instances 1.9 (1.0)4.2 (5)50060/15
RF5-CMAES Bajer 1.7 (1)69 (62)50060/15
RF5-CMAES Bajer 2013instances 2.7 (2)50060/15
STEPif Posik 7.1 (8)2e50/15
STEPifeg Posik 230 (10)2e50/15
STEPrr Posik 3.8 (2)2e50/15

Δ fopt
f18, 20-D
1e1
621
1e0
3972
1e-1
19561
1e-2
28555
1e-3
67569
1e-5
1.3e5
1e-7
1.5e5
#succ
15/15
MATSUMOTO Brockhoff 10000/15
R-DE-10e2 Tanabe 8.4 (6)20000/15
R-DE-10e5 Tanabe 6.2 (3)324 (433)2e60/15
R-SHADE-10e2 Tanabe 5.6 (7)20000/15
R-SHADE-10e5 Tanabe 3.1 (0.8)2.0 (0.8)30 (36)1050 (665)2e60/15
RL-SHADE-10e2 Tanabe 11 (11)20000/15
RL-SHADE-10e5 Tanabe 17 (2)7.0 (0.3)2.1 (0.0)2.1 (0.1)1.9 (3)8.0 (8)41 (42)3/15
SOO Derbel 5.0 (2)27 (19)241 (291)2e60/15
BrentSTEPif Posik 2e50/15
BrentSTEPifeg Posik 2e50/14
BrentSTEPqi Posik 2e50/4
BrentSTEPrr Posik 2e50/15
CMA-CSA Atamna 0.96 (0.3)0.72 (0.3)↑10.81 (0.4)↑11.1 (0.4)0.83 (0.3)1.1 (0.3)1.0 (0.3)15/15
CMA-MSR Atamna 2.8 (0.4)2.8 (2)1.4 (1)2.0 (1.0)1.2 (0.5)0.83 (0.3)0.87 (0.4)15/15
CMA-TPA Atamna 1.5 (0.5)1.2 (0.9)0.77 (0.4)0.96 (0.1)0.57 (0.3)↑00.58 (0.5)0.74 (0.3)15/15
GP1-CMAES Bajer 0.88 (0.3)18 (14)3.7 (6)50060/15
GP1-CMAES Bajer 2013instances 0.93 (0.4)50060/15
GP5-CMAES Bajer 4.4 (8)50220/15
GP5-CMAES Bajer 2013instances 2.8 (4)50200/15
IPOPCMAv3p61 Bajer 1.1 (0.4)1.2 (2)50060/15
IPOPCMAv3p61 Bajer 2013instances 1.1 (0.4)0.90 (0.7)3.7 (5)50060/15
LHD-10xDefault-MATSuMoTo Brockhoff 10000/15
LHD-2xDefault-MATSuMoTo Brockhoff 10000/15
RAND-2xDefault-MATSuMoTo Brockhoff 10000/15
RF1-CMAES Bajer 1.7 (0.9)18 (17)50060/15
RF1-CMAES Bajer 2013instances 1.0 (0.3)50060/15
RF5-CMAES Bajer 26 (34)50060/15
RF5-CMAES Bajer 2013instances 53 (83)50060/15
STEPif Posik 4561 (6691)2e50/15
STEPifeg Posik 2e50/15
STEPrr Posik 2e50/15

Δ fopt
f19, 20-D
1e1
1
1e0
1
1e-1
3.4e5
1e-2
4.7e6
1e-3
6.2e6
1e-5
6.7e6
1e-7
6.7e6
#succ
15/15
MATSUMOTO Brockhoff 417 (246)10000/15
R-DE-10e2 Tanabe 191 (87)20000/15
R-DE-10e5 Tanabe 670 (230)2e60/15
R-SHADE-10e2 Tanabe 371 (140)20000/15
R-SHADE-10e5 Tanabe 344 (80)1.1e6 (1e6)2e60/15
RL-SHADE-10e2 Tanabe 453 (193)20000/15
RL-SHADE-10e5 Tanabe 1800 (497)3.3e5 (7e4)2e60/15
SOO Derbel 1 (0)★21 (0)★23.2 (3)2e60/15
BrentSTEPif Posik 603 (71)2e50/15
BrentSTEPifeg Posik 161 (66)2e50/15
BrentSTEPqi Posik 171 (175)2e50/8
BrentSTEPrr Posik 151 (84)2e50/15
CMA-CSA Atamna 221 (53)3.3e4 (4e4)0.82 (0.6)0.56 (0.8)2.4 (3)4.5 (4)4.5 (6)1/15
CMA-MSR Atamna 212 (78)3.5e4 (5e4)1.2 (0.4)2e60/15
CMA-TPA Atamna 177 (38)1.9e4 (2e4)1.6 (0.7)1.2 (0.9)4.7 (4)4.3 (4)4.3 (4)1/15
GP1-CMAES Bajer 140 (43)1.1e4 (2e4)50060/15
GP1-CMAES Bajer 2013instances 153 (48)3.6e4 (2e4)50060/15
GP5-CMAES Bajer 102 (16)7.3e4 (6e4)50480/15
GP5-CMAES Bajer 2013instances 97 (15)1.6e4 (3e4)50200/15
IPOPCMAv3p61 Bajer 222 (36)50080/15
IPOPCMAv3p61 Bajer 2013instances 229 (70)50080/15
LHD-10xDefault-MATSuMoTo Brockhoff 507 (14)10000/15
LHD-2xDefault-MATSuMoTo Brockhoff 185 (178)10000/15
RAND-2xDefault-MATSuMoTo Brockhoff 165 (142)10000/15
RF1-CMAES Bajer 198 (46)7.4e4 (8e4)50080/15
RF1-CMAES Bajer 2013instances 177 (30)3.7e4 (4e4)50080/15
RF5-CMAES Bajer 180 (52)50480/15
RF5-CMAES Bajer 2013instances 182 (108)50340/15
STEPif Posik 176 (212)2e50/15
STEPifeg Posik 164 (174)2e50/15
STEPrr Posik 166 (182)2e50/15

Δ fopt
f20, 20-D
1e1
82
1e0
46150
1e-1
3.1e6
1e-2
5.5e6
1e-3
5.5e6
1e-5
5.6e6
1e-7
5.6e6
#succ
14/15
MATSUMOTO Brockhoff 4.5 (1)10000/15
R-DE-10e2 Tanabe 5.0 (2)0.63 (0.6)20000/15
R-DE-10e5 Tanabe 14 (2)0.50 (0.1)↑10.18 (0.2)↑00.57 (0.7)0.57 (0.5)0.56 (0.7)0.56 (0.6)7/15
R-SHADE-10e2 Tanabe 6.7 (1)20000/15
R-SHADE-10e5 Tanabe 10 (3)1.3 (0.3)2e60/15
RL-SHADE-10e2 Tanabe 11 (5)20000/15
RL-SHADE-10e5 Tanabe 68 (18)3.3 (0.5)0.38 (0.4)0.52 (0.7)0.52 (0.5)0.52 (0.5)0.61 (0.6)6/15
SOO Derbel 39 (6e-3)2e60/15
BrentSTEPif Posik 1.7 (0.9)2.8 (3)2e50/15
BrentSTEPifeg Posik 1.7 (0.9)0.83 (1)2e50/15
BrentSTEPqi Posik 1.3 (0.6)5.7 (8)2e50/4
BrentSTEPrr Posik 1.6 (0.7)2.1 (3)2e50/15
CMA-CSA Atamna 4.9 (1)2.5 (1)0.35 (0.2)↑00.29 (0.0)↑00.29 (0.0)↑00.29 (0.0)↑00.30 (0.0)↑015/15
CMA-MSR Atamna 5.1 (1.0)2e60/15
CMA-TPA Atamna 4.0 (0.7)2e60/15
GP1-CMAES Bajer 3.2 (0.4)50060/15
GP1-CMAES Bajer 2013instances 3.2 (0.6)50060/15
GP5-CMAES Bajer 2.2 (0.5)50360/15
GP5-CMAES Bajer 2013instances 2.3 (0.5)50220/15
IPOPCMAv3p61 Bajer 5.4 (1)50060/15
IPOPCMAv3p61 Bajer 2013instances 5.4 (0.8)50060/15
LHD-10xDefault-MATSuMoTo Brockhoff 7.5 (0.4)10000/15
LHD-2xDefault-MATSuMoTo Brockhoff 4.0 (1)10000/15
RAND-2xDefault-MATSuMoTo Brockhoff 4.5 (2)10000/15
RF1-CMAES Bajer 4.5 (1)50060/15
RF1-CMAES Bajer 2013instances 4.9 (1)50060/15
RF5-CMAES Bajer 13 (7)50060/15
RF5-CMAES Bajer 2013instances 15 (26)50060/15
STEPif Posik 1.8 (1)1.0 (1)2e50/15
STEPifeg Posik 1.8 (0.7)0.73 (1)2e50/15
STEPrr Posik 1.6 (0.4)0.74 (1)2e50/15

Δ fopt
f21, 20-D
1e1
561
1e0
6541
1e-1
14103
1e-2
14318
1e-3
14643
1e-5
15567
1e-7
17589
#succ
15/15
MATSUMOTO Brockhoff 0.83 (0.9)0.57 (0.9)1.2 (1)10000/15
R-DE-10e2 Tanabe 1.9 (2)4.5 (4)20000/15
R-DE-10e5 Tanabe 18 (20)75 (156)57 (103)108 (133)138 (164)169 (206)187 (188)7/15
R-SHADE-10e2 Tanabe 4.0 (4)4.4 (6)2.1 (2)2.1 (2)20000/15
R-SHADE-10e5 Tanabe 3.0 (1)6.6 (9)6.5 (8)6.5 (8)6.4 (7)6.1 (7)5.5 (6)15/15
RL-SHADE-10e2 Tanabe 3.9 (5)4.4 (4)2.1 (2)20000/15
RL-SHADE-10e5 Tanabe 16 (4)150 (153)118 (114)116 (112)114 (123)107 (116)95 (97)10/15
SOO Derbel 2.7 (3)98 (158)100 (125)162 (140)232 (318)1893 (1446)2e60/15
BrentSTEPif Posik 91 (178)2e50/15
BrentSTEPifeg Posik 91 (178)430 (520)2e50/15
BrentSTEPqi Posik 153 (141)2e50/4
BrentSTEPrr Posik 96 (178)137 (210)211 (216)208 (178)203 (188)192 (167)2e50/15
CMA-CSA Atamna 113 (143)159 (169)95 (143)94 (104)92 (114)87 (158)77 (94)7/15
CMA-MSR Atamna 24 (5)278 (424)449 (505)442 (494)433 (537)407 (509)360 (470)3/15
CMA-TPA Atamna 63 (83)248 (286)115 (153)114 (147)111 (163)105 (106)93 (94)6/15
GP1-CMAES Bajer 5.0 (8)5.4 (6)5.0 (5)5.0 (5)4.9 (5)4.7 (6)4.2 (4)1/15
GP1-CMAES Bajer 2013instances 2.5 (4)2.2 (3)5.0 (5)5.0 (6)4.9 (5)4.6 (6)4.1 (5)1/15
GP5-CMAES Bajer 3.1 (5)2.3 (3)2.4 (3)2.4 (3)4.9 (5)50220/15
GP5-CMAES Bajer 2013instances 2.3 (2)11 (13)50460/15
IPOPCMAv3p61 Bajer 6.1 (7)5.1 (5)5.1 (6)5.0 (4)4.9 (5)4.6 (5)4.1 (4)1/15
IPOPCMAv3p61 Bajer 2013instances 4.8 (7)2.5 (2)5.1 (6)5.1 (6)5.0 (5)4.7 (8)4.2 (4)1/15
LHD-10xDefault-MATSuMoTo Brockhoff 2.6 (2)2.2 (2)10000/15
LHD-2xDefault-MATSuMoTo Brockhoff 1.2 (2)2.3 (2)10000/15
RAND-2xDefault-MATSuMoTo Brockhoff 0.46 (0.3)↑10.67 (0.7)1.0 (2)10000/15
RF1-CMAES Bajer 5.8 (5)11 (16)50060/15
RF1-CMAES Bajer 2013instances 7.4 (9)2.4 (3)2.5 (3)2.5 (2)2.5 (2)4.7 (4)4.2 (6)1/15
RF5-CMAES Bajer 5.7 (7)11 (11)50060/15
RF5-CMAES Bajer 2013instances 7.3 (14)50060/15
STEPif Posik 103 (178)102 (64)68 (84)67 (63)66 (74)190 (203)170 (171)0/15
STEPifeg Posik 65 (155)137 (112)210 (288)207 (150)203 (359)191 (187)2e50/15
STEPrr Posik 82 (178)130 (153)100 (87)99 (103)97 (119)92 (78)2e50/15

Δ fopt
f22, 20-D
1e1
467
1e0
5580
1e-1
23491
1e-2
24163
1e-3
24948
1e-5
26847
1e-7
1.3e5
#succ
12/15
MATSUMOTO Brockhoff 1.0 (1)2.9 (4)10000/15
R-DE-10e2 Tanabe 3.8 (4)20000/15
R-DE-10e5 Tanabe 41 (94)101 (172)2e60/15
R-SHADE-10e2 Tanabe 3.5 (3)1.7 (2)20000/15
R-SHADE-10e5 Tanabe 14 (2)29 (39)1200 (1660)1167 (1552)1130 (1844)1051 (894)209 (223)1/15
RL-SHADE-10e2 Tanabe 3.9 (4)5.3 (4)20000/15
RL-SHADE-10e5 Tanabe 247 (7)362 (412)2e60/15
SOO Derbel 90 (7)117 (182)1257 (1384)2e60/15
BrentSTEPif Posik 129 (214)233 (224)2e50/15
BrentSTEPifeg Posik 129 (218)77 (120)124 (121)124 (151)2e50/15
BrentSTEPqi Posik 297 (437)133 (138)2e50/5
BrentSTEPrr Posik 131 (214)61 (70)2e50/15
CMA-CSA Atamna 22 (27)145 (232)1e60/15
CMA-MSR Atamna 254 (6)249 (569)2e60/15
CMA-TPA Atamna 162 (11)216 (191)1e60/15
GP1-CMAES Bajer 8.0 (11)2.7 (4)50080/15
GP1-CMAES Bajer 2013instances 6.9 (11)1.4 (1)50080/15
GP5-CMAES Bajer 4.7 (6)6.1 (11)50200/15
GP5-CMAES Bajer 2013instances 3.9 (6)3.9 (5)50220/15
IPOPCMAv3p61 Bajer 9.3 (13)3.8 (6)50060/15
IPOPCMAv3p61 Bajer 2013instances 4.9 (6)13 (14)50060/15
LHD-10xDefault-MATSuMoTo Brockhoff 3.2 (2)0.63 (0.6)10000/15
LHD-2xDefault-MATSuMoTo Brockhoff 1.4 (1)2.7 (3)10000/15
RAND-2xDefault-MATSuMoTo Brockhoff 1.2 (1)2.6 (3)10000/15
RF1-CMAES Bajer 13 (21)2.7 (4)50060/15
RF1-CMAES Bajer 2013instances 3.5 (6)6.2 (7)50060/15
RF5-CMAES Bajer 6.8 (9)13 (13)50060/15
RF5-CMAES Bajer 2013instances 11 (19)50060/15
STEPif Posik 120 (242)107 (147)126 (132)2e50/15
STEPifeg Posik 212 (322)83 (129)2e50/15
STEPrr Posik 132 (214)77 (66)2e50/15

Δ fopt
f23, 20-D
1e1
3.0
1e0
1614
1e-1
67457
1e-2
3.7e5
1e-3
4.9e5
1e-5
8.1e5
1e-7
8.4e5
#succ
15/15
MATSUMOTO Brockhoff 2.1 (2)10000/15
R-DE-10e2 Tanabe 2.4 (3)20000/15
R-DE-10e5 Tanabe 2.3 (2)2e60/15
R-SHADE-10e2 Tanabe 2.3 (2)20000/15
R-SHADE-10e5 Tanabe 2.3 (2)95 (96)12 (14)2e60/15
RL-SHADE-10e2 Tanabe 1.9 (2)20000/15
RL-SHADE-10e5 Tanabe 1.8 (2)116 (27)75 (47)2e60/15
SOO Derbel 1.7 (2)3.9 (2)1.1 (0.8)2e60/15
BrentSTEPif Posik 3.0 (2)37 (39)2e50/15
BrentSTEPifeg Posik 3.0 (2)60 (55)2e50/15
BrentSTEPrr Posik 3.0 (2)54 (40)2e50/15
CMA-CSA Atamna 6.5 (5)93 (45)13 (15)16 (8)58 (46)35 (39)34 (50)1/15
CMA-MSR Atamna 7.3 (7)2.0 (4)0.79 (0.6)0.74 (0.2)↑10.73 (0.1)↑10.49 (0.1)↑00.51 (0.1)↑015/15
CMA-TPA Atamna 7.0 (11)23 (45)4.8 (9)3.0 (3)9.3 (15)5.6 (6)5.5 (4)5/15
GP1-CMAES Bajer 1.9 (2)1.2 (0.4)1.1 (0.8)50060/15
GP1-CMAES Bajer 2013instances 2.7 (2)1.6 (0.9)50060/15
GP5-CMAES Bajer 2.5 (2)0.93 (1)50200/15
GP5-CMAES Bajer 2013instances 2.2 (4)0.84 (0.8)50100/15
IPOPCMAv3p61 Bajer 2.0 (2)50080/15
IPOPCMAv3p61 Bajer 2013instances 2.2 (3)50200/15
LHD-10xDefault-MATSuMoTo Brockhoff 2.0 (2)10000/15
LHD-2xDefault-MATSuMoTo Brockhoff 2.1 (3)10000/15
RAND-2xDefault-MATSuMoTo Brockhoff 2.2 (2)10000/15
RF1-CMAES Bajer 1.9 (1)45 (33)50100/15
RF1-CMAES Bajer 2013instances 1.7 (2)50100/15
RF5-CMAES Bajer 2.7 (3)50840/15
RF5-CMAES Bajer 2013instances 2.4 (3)50860/15
STEPif Posik 3.0 (2)11 (16)2e50/15
STEPifeg Posik 3.0 (2)6.5 (6)2e50/15
STEPrr Posik 3.0 (2)5.2 (4)2e50/15

Δ fopt
f24, 20-D
1e1
1.3e6
1e0
7.5e6
1e-1
5.2e7
1e-2
5.2e7
1e-3
5.2e7
1e-5
5.2e7
1e-7
5.2e7
#succ
3/15
MATSUMOTO Brockhoff 10000/15
R-DE-10e2 Tanabe 20000/15
R-DE-10e5 Tanabe 2e60/15
R-SHADE-10e2 Tanabe 20000/15
R-SHADE-10e5 Tanabe 2e60/15
RL-SHADE-10e2 Tanabe 20000/15
RL-SHADE-10e5 Tanabe 2e60/15
SOO Derbel 2e60/15
BrentSTEPif Posik 2e50/15
BrentSTEPifeg Posik 2e50/15
BrentSTEPrr Posik 2e50/15
CMA-CSA Atamna 6.0 (8)2e60/15
CMA-MSR Atamna 4.1 (7)1.8 (2)0.55 (0.8)0.55 (0.7)0.55 (0.8)0.55 (0.6)0.55 (0.9)1/15
CMA-TPA Atamna 6.2 (8)3.9 (4)2e60/15
GP1-CMAES Bajer 50100/15
GP1-CMAES Bajer 2013instances 50060/15
GP5-CMAES Bajer 50480/15
GP5-CMAES Bajer 2013instances 50260/15
IPOPCMAv3p61 Bajer 50080/15
IPOPCMAv3p61 Bajer 2013instances 50080/15
LHD-10xDefault-MATSuMoTo Brockhoff 10000/15
LHD-2xDefault-MATSuMoTo Brockhoff 10000/15
RAND-2xDefault-MATSuMoTo Brockhoff 10000/15
RF1-CMAES Bajer 50060/15
RF1-CMAES Bajer 2013instances 50060/15
RF5-CMAES Bajer 50100/15
RF5-CMAES Bajer 2013instances 50340/15
STEPif Posik 2e50/15
STEPifeg Posik 2e50/15
STEPrr Posik 2e50/15

Previous dimension | Dimension = 40 | First dimension

Δ fopt
f1, 40-D
1e1
83
1e0
83
1e-1
83
1e-2
83
1e-3
83
1e-5
83
1e-7
83
#succ
15/15
CMA-CSA Atamna 10 (1.0)16 (2)22 (1)28 (1)34 (2)46 (2)58 (3)15/15
CMA-MSR Atamna 10 (1)16 (1)23 (1)29 (1)35 (2)48 (2)60 (2)15/15
CMA-TPA Atamna 6.7 (0.6)★411 (0.9)★414 (1)★418 (1)★422 (1)★431 (1)★439 (2)★415/15

Δ fopt
f2, 40-D
1e1
796
1e0
797
1e-1
799
1e-2
799
1e-3
800
1e-5
802
1e-7
804
#succ
15/15
CMA-CSA Atamna 37 (4)43 (4)★247 (4)★351 (4)★354 (4)★357 (2)★459 (2)★415/15
CMA-MSR Atamna 45 (6)53 (6)58 (5)62 (4)64 (3)67 (2)68 (2)15/15
CMA-TPA Atamna 41 (6)50 (5)56 (5)61 (5)65 (4)67 (3)68 (2)15/15

Δ fopt
f3, 40-D
1e1
15526
1e0
15602
1e-1
15612
1e-2
15641
1e-3
15646
1e-5
15651
1e-7
15656
#succ
15/15
CMA-CSA Atamna 4e60/15
CMA-MSR Atamna 11 (3)★466 (71)★4142 (158)★4144 (137)★4147 (149)★4154 (234)★4160 (205)★412/15
CMA-TPA Atamna 1829 (1608)4e60/15

Δ fopt
f4, 40-D
1e1
15536
1e0
15601
1e-1
15659
1e-2
15678
1e-3
15703
1e-5
15733
1e-7
2.8e5
#succ
6/15
CMA-CSA Atamna 4e60/15
CMA-MSR Atamna 4e60/15
CMA-TPA Atamna 4e60/15

Δ fopt
f5, 40-D
1e1
98
1e0
116
1e-1
120
1e-2
121
1e-3
121
1e-5
121
1e-7
121
#succ
15/15
CMA-CSA Atamna 4.6 (0.6)4.5 (0.4)4.4 (0.4)4.4 (0.4)4.4 (0.4)4.4 (0.4)4.4 (0.4)15/15
CMA-MSR Atamna 3.9 (0.6)3.7 (0.7)3.6 (0.7)3.5 (0.6)3.5 (0.6)3.5 (0.6)3.5 (0.6)15/15
CMA-TPA Atamna 3.8 (0.9)3.6 (0.5)3.5 (0.6)3.5 (0.6)3.5 (0.6)3.5 (0.6)3.5 (0.6)15/15

Δ fopt
f6, 40-D
1e1
3507
1e0
5523
1e-1
7168
1e-2
9470
1e-3
11538
1e-5
15007
1e-7
19222
#succ
15/15
CMA-CSA Atamna 1.6 (0.2)1.5 (0.1)1.4 (0.1)1.3 (0.1)★31.3 (0.1)★41.3 (0.1)★41.3 (0.1)★415/15
CMA-MSR Atamna 3.7 (2)7.4 (4)28 (23)43 (1)36 (1)31 (2)27 (1)15/15
CMA-TPA Atamna 1.6 (0.5)1.6 (0.4)1.8 (0.5)1.9 (0.4)2.0 (0.5)2.5 (0.6)2.8 (0.8)15/15

Δ fopt
f7, 40-D
1e1
10698
1e0
17839
1e-1
41037
1e-2
66294
1e-3
66294
1e-5
66294
1e-7
68145
#succ
15/15
CMA-CSA Atamna 1.2 (1)2.8 (0.2)1.5 (0.5)0.97 (0.3)0.97 (0.3)0.97 (0.3)0.95 (0.3)15/15
CMA-MSR Atamna 3.0 (2)3.9 (1)2.1 (0.6)1.4 (0.4)1.4 (0.4)1.4 (0.4)1.4 (0.4)15/15
CMA-TPA Atamna 3.9 (1)3.7 (0.2)1.8 (0.6)1.2 (0.4)1.2 (0.4)1.2 (0.4)1.2 (0.4)15/15

Δ fopt
f8, 40-D
1e1
7080
1e0
10655
1e-1
11012
1e-2
11265
1e-3
11430
1e-5
11701
1e-7
11969
#succ
15/15
CMA-CSA Atamna 5.4 (0.7)5.5 (3)5.6 (3)5.6 (3)5.7 (3)5.6 (3)5.6 (3)15/15
CMA-MSR Atamna 5.8 (0.5)5.5 (1)5.6 (1)5.6 (1)5.6 (1)5.6 (1)5.6 (1)15/15
CMA-TPA Atamna 5.7 (0.6)5.8 (2)5.9 (2)5.9 (2)5.9 (2)5.9 (2)5.8 (2)15/15

Δ fopt
f9, 40-D
1e1
6122
1e0
12982
1e-1
13300
1e-2
13496
1e-3
13651
1e-5
13909
1e-7
14142
#succ
15/15
CMA-CSA Atamna 6.3 (0.6)4.2 (0.3)4.4 (0.3)4.4 (0.3)4.5 (0.3)4.5 (0.3)4.5 (0.3)15/15
CMA-MSR Atamna 6.9 (0.3)4.6 (0.2)4.8 (0.2)4.8 (0.2)4.8 (0.2)4.8 (0.2)4.8 (0.2)15/15
CMA-TPA Atamna 6.4 (0.9)4.8 (3)4.9 (3)4.9 (3)4.9 (3)4.9 (3)4.9 (3)15/15

Δ fopt
f10, 40-D
1e1
25536
1e0
29762
1e-1
35676
1e-2
51579
1e-3
56007
1e-5
65128
1e-7
70824
#succ
15/15
CMA-CSA Atamna 1.2 (0.1)1.2 (0.1)★21.1 (0.1)★30.79 (0.1)★4↑00.77 (0.0)★4↑00.70 (0.0)★4↑00.67 (0.0)★4↑015/15
CMA-MSR Atamna 1.3 (0.2)1.4 (0.1)1.3 (0.1)0.95 (0.1)0.93 (0.0)↑00.83 (0.0)↑00.78 (9e-3)↑015/15
CMA-TPA Atamna 1.3 (0.2)1.4 (0.2)1.3 (0.1)0.94 (0.1)0.91 (0.0)↑00.84 (0.0)↑00.78 (0.0)↑015/15

Δ fopt
f11, 40-D
1e1
2368
1e0
4855
1e-1
11681
1e-2
25315
1e-3
29749
1e-5
38949
1e-7
48211
#succ
15/15
CMA-CSA Atamna 5.0 (0.2)2.6 (0.1)1.2 (0.0)0.57 (0.0)↑00.51 (0.0)↑00.42 (0.0)↑00.37 (7e-3)↑015/15
CMA-MSR Atamna 4.9 (0.2)2.8 (0.1)1.3 (0.0)0.64 (0.0)↑00.57 (0.0)↑00.48 (0.0)↑00.42 (0.0)↑015/15
CMA-TPA Atamna 4.6 (0.2)★22.5 (0.1)★21.1 (0.0)0.56 (0.0)↑00.50 (9e-3)↑00.41 (1e-2)↑00.36 (9e-3)↑015/15

Δ fopt
f12, 40-D
1e1
4169
1e0
7452
1e-1
9174
1e-2
10751
1e-3
13146
1e-5
22758
1e-7
25192
#succ
15/15
CMA-CSA Atamna 1.1 (0.0)1.1 (1)1.8 (1)1.9 (0.7)1.9 (0.6)1.4 (0.4)1.4 (0.3)15/15
CMA-MSR Atamna 2.0 (2)2.4 (1)2.7 (1.0)2.6 (0.8)2.5 (0.7)1.8 (0.4)1.8 (0.4)15/15
CMA-TPA Atamna 1.7 (2)1.7 (2)1.9 (1)2.0 (0.9)1.9 (0.7)1.4 (0.4)1.4 (0.4)15/15

Δ fopt
f13, 40-D
1e1
2029
1e0
6916
1e-1
8734
1e-2
11861
1e-3
71936
1e-5
98467
1e-7
1.2e5
#succ
15/15
CMA-CSA Atamna 2.5 (4)2.5 (2)4.6 (3)6.0 (4)1.2 (0.5)1.3 (0.5)1.7 (0.9)15/15
CMA-MSR Atamna 2.8 (3)4.3 (3)5.4 (3)5.3 (3)1.4 (0.7)1.2 (0.5)1.4 (0.6)15/15
CMA-TPA Atamna 2.3 (3)2.1 (2)5.7 (4)6.1 (3)1.2 (0.4)1.2 (0.5)1.5 (0.9)15/15

Δ fopt
f14, 40-D
1e1
304
1e0
616
1e-1
777
1e-2
1105
1e-3
2207
1e-5
4825
1e-7
57711
#succ
15/15
CMA-CSA Atamna 2.8 (0.5)2.6 (0.4)3.1 (0.3)3.8 (0.3)3.6 (0.3)4.0 (0.4)0.59 (0.0)↑015/15
CMA-MSR Atamna 2.4 (0.5)2.1 (0.3)2.4 (0.3)2.8 (0.3)2.5 (0.2)3.6 (0.2)0.65 (0.0)↑015/15
CMA-TPA Atamna 2.2 (0.4)2.0 (0.2)2.2 (0.2)★22.7 (0.3)2.6 (0.2)3.6 (0.3)0.63 (0.0)↑015/15

Δ fopt
f15, 40-D
1e1
1.9e5
1e0
7.9e5
1e-1
1.0e6
1e-2
1.1e6
1e-3
1.1e6
1e-5
1.1e6
1e-7
1.1e6
#succ
15/15
CMA-CSA Atamna 0.91 (0.3)0.65 (0.2)↑00.66 (0.2)↑10.67 (0.2)↑10.67 (0.2)↑10.69 (0.2)↑10.70 (0.2)↑115/15
CMA-MSR Atamna 0.81 (0.3)0.81 (0.2)0.72 (0.2)↑00.74 (0.2)↑00.76 (0.2)↑00.80 (0.2)↑00.83 (0.2)↑015/15
CMA-TPA Atamna 0.62 (0.3)0.69 (0.3)0.66 (0.2)↑00.67 (0.2)↑00.67 (0.2)↑00.69 (0.2)↑00.70 (0.2)↑015/15

Δ fopt
f16, 40-D
1e1
5244
1e0
72122
1e-1
3.2e5
1e-2
7.1e5
1e-3
1.4e6
1e-5
2.0e6
1e-7
2.0e6
#succ
15/15
CMA-CSA Atamna 1.0 (0.3)1.3 (0.7)0.69 (0.4)0.51 (0.3)↑10.34 (0.2)↑00.44 (0.3)↑10.47 (0.3)↑115/15
CMA-MSR Atamna 0.43 (0.1)★2↑11.3 (0.7)1.2 (0.4)1.3 (1)1.1 (0.8)1.0 (0.6)1.2 (0.6)14/15
CMA-TPA Atamna 1.3 (2)0.93 (0.4)0.50 (0.4)↑00.52 (0.3)↑10.31 (0.1)↑00.32 (0.2)↑00.33 (0.2)↑015/15

Δ fopt
f17, 40-D
1e1
399
1e0
4220
1e-1
14158
1e-2
34948
1e-3
51958
1e-5
1.3e5
1e-7
2.7e5
#succ
14/15
CMA-CSA Atamna 1.3 (0.6)0.56 (0.1)↑00.95 (1)1.1 (0.5)1.3 (0.9)0.82 (0.3)0.60 (0.0)↑115/15
CMA-MSR Atamna 0.96 (0.4)7.3 (8)3.0 (2)1.4 (0.9)1.4 (1.0)1.00 (0.5)0.67 (0.3)↑115/15
CMA-TPA Atamna 0.93 (0.3)5.0 (6)1.9 (2)1.1 (0.9)1.1 (0.5)0.82 (0.4)0.64 (0.3)15/15

Δ fopt
f18, 40-D
1e1
1442
1e0
16998
1e-1
47068
1e-2
1.3e5
1e-3
1.9e5
1e-5
6.7e5
1e-7
9.5e5
#succ
15/15
CMA-CSA Atamna 1.0 (0.3)0.47 (0.7)0.98 (0.4)0.65 (0.2)↑10.67 (0.2)↑10.53 (0.5)0.40 (0.4)↑115/15
CMA-MSR Atamna 13 (23)1.8 (2)1.7 (1)1.0 (0.5)0.95 (0.5)1.0 (0.3)1.1 (2)13/15
CMA-TPA Atamna 1.5 (0.3)0.91 (0.2)0.87 (0.3)↑10.57 (0.2)↑00.59 (0.0)↑00.34 (0.1)↑00.30 (0.1)↑015/15

Δ fopt
f19, 40-D
1e1
1
1e0
1
1e-1
1.4e6
1e-2
1.7e7
1e-3
2.6e7
1e-5
4.5e7
1e-7
4.5e7
#succ
8/15
CMA-CSA Atamna 435 (112)1.4e5 (2e5)1.0 (0.6)3.5 (4)4e60/15
CMA-MSR Atamna 428 (46)2.2e5 (2e5)1.4 (0.6)4e60/15
CMA-TPA Atamna 317 (78)1.4e5 (2e5)1.0 (0.5)3.6 (5)4e60/15

Δ fopt
f20, 40-D
1e1
222
1e0
1.3e5
1e-1
1.6e8
1e-2
1e-3
1e-5
1e-7
#succ
0/15
CMA-CSA Atamna 4.2 (0.5)4.3 (2)★40.04 (0.0)★45.8e7 (8e7) 5.8e7 (4e7) 5.8e7 (5e7) 5.9e7 (5e7) 1/15
CMA-MSR Atamna 3.3 (0.6)3e60/15
CMA-TPA Atamna 2.7 (0.3)★24e60/15

Δ fopt
f21, 40-D
1e1
1044
1e0
21144
1e-1
1.0e5
1e-2
1.0e5
1e-3
1.0e5
1e-5
1.0e5
1e-7
1.0e5
#succ
26/30
CMA-CSA Atamna 4.3 (11)233 (376)158 (122)158 (146)158 (247)157 (126)156 (142)2/15
CMA-MSR Atamna 229 (4)312 (773)66 (74)66 (74)66 (81)66 (105)65 (64)5/15
CMA-TPA Atamna 3.6 (9)224 (414)153 (135)152 (146)152 (146)151 (255)150 (150)2/15

Δ fopt
f22, 40-D
1e1
3090
1e0
35442
1e-1
6.5e5
1e-2
6.5e5
1e-3
6.5e5
1e-5
6.5e5
1e-7
6.5e5
#succ
8/30
CMA-CSA Atamna 87 (183)139 (159)2e60/15
CMA-MSR Atamna 77 (1)106 (140)3e60/15
CMA-TPA Atamna 1.6 (3)80 (107)2e60/15

Δ fopt
f23, 40-D
1e1
7.0
1e0
11925
1e-1
75453
1e-2
6.6e5
1e-3
1.3e6
1e-5
3.2e6
1e-7
3.4e6
#succ
15/15
CMA-CSA Atamna 13 (9)5.7 (4)5.7 (7)3.7 (6)46 (31)18 (22)17 (27)1/15
CMA-MSR Atamna 12 (6)0.11 (0.0)★4↑01.8 (2)1.5 (0.8)1.6 (0.4)★20.75 (0.2)↑00.79 (0.2)↑015/15
CMA-TPA Atamna 13 (9)5.7 (9)4.6 (5)2.6 (3)14 (16)5.6 (11)5.4 (5)3/15

Δ fopt
f24, 40-D
1e1
5.8e6
1e0
9.8e7
1e-1
3.0e8
1e-2
3.0e8
1e-3
3.0e8
1e-5
3.0e8
1e-7
3.0e8
#succ
1/15
CMA-CSA Atamna 4.5 (9)4e60/15
CMA-MSR Atamna 1.9 (3)0.28 (0.4)4e60/15
CMA-TPA Atamna 4.5 (7)4e60/15

Expected runtime (ERT in number of f-evaluations) divided by the respective best ERT measured during BBOB-2009 (when finite) in different dimensions. This ERT ratio 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 ERT  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. The best entry is marked by a star when the largest p-value of pairwise rank-sum tests with the other algorithms either obeys 0.01 < p ≤ 0.05 or 10−k−1 < p ≤ 10−k when the star is followed by the number k, with Bonferroni correction by the number of functions (24). A ↑ signifies the number of trials that were worse than the ERT of the best algorithm from BBOB 2009 shown only when less than 10 percent were worse and the ERT was better. Best results are printed in bold.