Research Article

Designing Artificial Neural Networks Using Particle Swarm Optimization Algorithms

Table 10

Number of neurons used by the ANN generated with the SGPSO algorithm.

ID problem Classification problem Connections number
Minimum Maximum Average Std. dev.

1 Spiral 3 4 3.8667 0.3457
2 Synthetic 1 2 4 3.6333 0.5561
3 Synthetic 2 3 4 3.7667 0.4302
4 Iris plant 5 6 5.7667 0.4302
5 Breast cancer 4 7 6.3 0.9154
6 Diabetes 3 7 6.2667 0.9803
7 Liver disorders 4 6 5.3 0.7944
8 Object recognition 10 11 10.9 0.3051
9 Wine 9 11 10.6333 0.6149
10 Glass 13 13 13 0