Research Article

Designing Artificial Neural Networks Using Particle Swarm Optimization Algorithms

Table 7

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

ID problem Classification problems Neurons number
Minimum Maximum Average Std. dev.

1 Spiral 2 4 3.6667 0.5467
2 Synthetic 1 3 4 3.8 0.4068
3 Synthetic 2 3 4 3.7333 0.4498
4 Iris plant 4 6 5.8667 0.4342
5 Breast cancer 5 7 6.6333 0.5561
6 Diabetes 4 7 6.3667 0.8899
7 Liver disorders 4 6 5.7 0.5350
8 Object recognition 10 11 10.9333 0.2537
9 Wine 9 11 10.5333 0.6288
10 Glass 12 13 12.9 0.3051