Restricted Boltzmann Machine-Assisted Estimation of Distribution Algorithm for Complex Problems

Table 3

Comparative experimental results.

Problem	EDA			REDA-E			softmaxRBM-EDA
	Avg. ± St	Rate	Time	Avg. ± St	Rate	Time	Avg. ± St	Rate	Time
F1	0 ± 0	100	0.12	0 ± 0	100	48.54	0 ± 0	100	2.88
F2	0 ± 0	100	0.75	0 ± 0	100	70.75	0 ± 0	100	23.45
F3	0 ± 0	100	0.59	0 ± 0	100	78.81	0 ± 0	100	42.07
F4	9.0 ± 1.94	0	2.77	21.0 ± 20.73	40	177.51	7.40 ± 16.94	80	153.50
F5	33.70 ± 62.30	0	2.62	2146.20 ± 1885.78	0	220.39	258.0 ± 355.60	30	146.11
F6	0 ± 0	100	5.27	0 ± 0	100	272.49	0 ± 0	100	242.45
F7	0 ± 0	100	9.30	0 ± 0	100	295.22	0 ± 0	100	129.92
F8	0 ± 0	100	10.33	1.0 ± 1.70	60	1012.42	0 ± 0	100	222.02
F9	0 ± 0	100	11.88	1.89e − 03 ± 4.93e − 03	60	1066.39	0 ± 0	100	332.95