An Improved Brain Storm Optimization with Differential Evolution Strategy for Applications of ANNs

Table 5

Comparisons between BSODE and other algorithms on -tests.

BSODE versus		BSO	PSO	DE	CoDE	SaDE
	value	6.18	11.53	1.49	−6.49	−6.49
	value	0.00007	0	0.29712	0.00003	0.00003
	value	1	1	0	1	1
	value	23.91	5.65	1.43	5.69	−9.07
	value	0	0.00022	0.31701	0.002	0
	value	1	1	1	1	1
	value	10.64	3.20	−7.38	−6.92	6.62
	value	0	0.02842	0	0	0.00002
	value	1	1	1	1	0
	value	10.04	4.93	1.50	2.51	2.50
	value	0	0.00105	0.0291	0.03137	0.0233
	value	1	1	1	1	1
	value	21.75	15.77	−7.99	7.99	2.49
	value	0	0	0	0	0.08411
	value	1	1	1	0	0
	value	−0.32	6.20	2.54	−4.64	−4.56
	value	0.08210	0.00006	0.0790	0.00194	0.00227
	value	0	1	0	1	1
	value	162.80	70.98	3165211.38	3165211.38	3165211.38
	value	0	0	0	0	0
	value	1	1	1	1	1
	value	11.70	43.94	43.35	6.73	50.07
	value	0	0	0	0.00002	0
	value	1	1	1	1	1
	value	8.59	10.28	−8.30	−28.45	−26.50
	value	0	0	0	0	0
	value	1	1	1	1	1
	value	5.10	16.34	3.05	1.96	5.98
	value	0.00074	0	0.03618	0.01729	0.0001
	value	1	1	1	1	1
	value	20.95	12.61	9.62	−5.38	4.73
	value	0	0	0	0.0004	0.00162
	value	1	1	1	1	1
	value	4.61	−2.53	16.25	24.62	21.93
	value	0.00205	0.08008	0	0	0
	value	1	0	1	1	1
	value	10.15	1.45	−1.02	3.25	−5.51
	value	0	0.31127	0.47521	0.02607	0.00031
	value	1	0	0	1	1
	value	4.35	−7.05	2.73	3.53	1.01
	value	0.00344	0.00001	0.05952	0.01618	0.47943
	value	1	1	0	0	0
	Better	13	11	7	7	6
	Same	0	2	3	2	3
	Worse	1	1	4	5	5