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

Table 5

Experimental results comparing with SMAS and SMDN.

Problem (dimensions)	SMAS		SMDN		RBMAEDA
	Avg. ± St	Rate	Avg. ± St	Rate	Avg. ± St	Rate
Problem 8.3 (5)	−733.35 ± 3.62	45	−737 ± 0	100	−737 ± 0	100
Rastrigin (10)	8.30 ± 5.12	0	1.25 ± 1.16	30	0.1 ± 0.32	90
Ellisoid (15)	0 ± 0	100	0 ± 0	100	0 ± 0	100
Rosenbrock (15)	84.53 ± 99.44	10	0.2 ± 0.89	95	3.03E + 02 ± 1.89E + 02	10
Step (20)	0.05 ± 0.22	95	0 ± 0	100	0 ± 0	100
Ackley (20)	0 ± 0	100	0 ± 0	100	3.97E − 02 ± 1.25E − 01	90
Griewank (20)	0.96 ± 0.04	0	0.87 ± 0.08	0	2.75E − 05 ± 8.71E − 05	90