Latest Stored Information Based Adaptive Selection Strategy for Multiobjective Evolutionary Algorithm
Table 5
Comparative results of all the compared algorithms on the DTLZ test problems regarding HV.
Problems
Algorithms
MOEA/D-DE
MOEA/D-DRA
MOEA/D-FRRMAB
MOEA/D-STM
MOEA/D-UCB-T
MOEA/D-ARG
MOEA/D-LSIAS
DTLZ1
Mean
0.9556
0.9689
0.9597
0.9644
0.9598
0.9641
0.9691
IQR
Rank
7
2≈
6
4
5
3
1
DTLZ2
Mean
7.3994
7.3902
7.3763
7.4067
7.3755
7.3808
7.4058
IQR
Rank
3
4
6
1
7
5
2
DTLZ3
Mean
7.3846
7.3897
7.3924
7.4046
7.3965
7.4151
7.4124
IQR
Rank
7
6
5
3
4
1
2
DTLZ4
Mean
7.3975
7.3924
7.4027
7.4118
7.4008
7.4103
7.4172
IQR
Rank
6
7
4
2
5
3
1
DTLZ5
Mean
6.0502
6.0433
6.0833
6.0908
6.0852
6.0975
6.0910
IQR
Rank
6
7
5
3≈
4
1
2
DTLZ6
Mean
6.0613
6.0737
6.1042
6.0985
6.1043
6.1007
6.1022
IQR
Rank
7
6
2
5
1
4
3
DTLZ7
Mean
13.224
13.299
13.303
13.453
13.310
13.371
13.456
IQR
Rank
7
6
5
2≈
4
3
1
Rank Sum
43
38
33
20
30
20
12
+/−/≈
0/7/0
0/6/1
1/6/0
1/4/2
1/6/0
2/5/0
“+,” “−,” and “≈,” respectively, indicate the result of the algorithm is better than, worse than, and similar to that of MOEA/D-LSIAS based on the Wilcoxon’s rank sum test with a significance .
