Designing Artificial Neural Networks Using Particle Swarm Optimization Algorithms

Table 8

Number of times that transfer function was selected by NMPSO 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	1	80	25	10	0
2	Synthetic 1	1	9	48	44	6	1
3	Synthetic 2	0	3	62	41	6	1
4	Iris plant	5	17	63	68	17	3
5	Breast cancer	2	41	52	62	29	3
6	Diabetes	3	24	55	82	23	1
7	Liver disorders	0	9	65	81	4	0
8	Object recognition	0	19	174	115	19	0
9	Wine	3	58	76	137	40	5
10	Glass	1	53	114	172	48	2
	Total	15	234	789	827	202	16