Research Article

Designing Artificial Neural Networks Using Particle Swarm Optimization Algorithms

Table 2

Number of times that transfer function was selected by basic PSO 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 3 3 66 32 9 0
2 Synthetic 1 1 10 51 29 18 2
3 Synthetic 1 2 12 57 29 9 7
4 Iris plant 6 27 51 63 25 1
5 Breast cancer 2 40 51 61 32 8
6 Diabetes 4 30 57 76 26 0
7 Liver disorders 3 18 62 65 19 4
8 Object recognition 6 33 116 126 40 6
9 Wine 1 46 98 125 42 3
10 Glass 5 54 140 145 46 0

ā€‰ Total 33 273 749 751 266 31