Latest Stored Information Based Adaptive Selection Strategy for Multiobjective Evolutionary Algorithm
Table 3
Comparative results of all the compared algorithms on the ZDT 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
ZDT1
Mean
3.6251
3.6519
3.6466
3.6523
3.6471
3.6219
3.6587
IQR
Rank
6
3
5
2
4
7
1
ZDT2
Mean
3.2992
3.3181
3.2892
3.3107
3.2826
3.3268
3.3231
IQR
Rank
5
3
6
4
7
1
2
ZDT3
Mean
4.7789
4.7713
4.8087
4.7865
4.8063
4.7897
4.7995
IQR
Rank
6
7
1
5
2
4
3
ZDT4
Mean
3.6201
3.6054
3.6258
3.6432
3.6204
3.6456
3.6389
IQR
Rank
6
7
4
2
5
1
3
ZDT6
Mean
3.0420
3.0294
3.0367
3.0313
3.0375
3.0379
3.0426
IQR
Rank
2≈
7
5
6
4
3
1
Rank Sum
25
27
21
19
22
16
10
+/−/≈
0/4/1
0/5/0
1/4/0
1/4/0
1/4/0
2/3/0
“+,” “−,” 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 .
