Designing Artificial Neural Networks Using Particle Swarm Optimization Algorithms

Table 5

Number of times that transfer function was selected by SGPSO algorithm.

ID problem	Classification problems	Sigmoid function (LS)	Hyp. Tan. function (HT)	Sinusoid function (SN)	Gaussian function (GS)	Linear function (LN)	Hard limit function (HL)
1	Spiral	0	9	70	30	1	0
2	Synthetic 1	0	2	72	38	2	0
3	Synthetic 2	0	1	80	29	2	0
4	Iris plant	2	13	103	54	4	0
5	Breast cancer	5	28	71	72	22	1
6	Diabetes	2	17	93	73	6	0
7	Liver disorders	2	12	99	56	2	0
8	Object recognition	0	11	198	116	3	0
9	Wine	3	34	134	120	24	1
10	Glass	0	24	215	144	4	0
	Total	14	151	1135	732	70	2