Research Article

Designing Artificial Neural Networks Using Particle Swarm Optimization Algorithms

Table 9

Number of connections used by the ANN generated with the NMPSO algorithm.

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

1 Spiral 4 10 7.1333 1.4320
2 Synthetic 1 3 10 6.5333 1.4559
3 Synthetic 2 4 10 7.4667 1.5916
4 Iris plant 15 24 19.2667 2.6121
5 Breast cancer 22 51 38.6333 7.7792
6 Diabetes 12 44 34.5667 7.6775
7 Liver disorders 16 30 22.8667 4.9461
8 Object recognition 51 70 62.8667 5.3223
9 Wine 76 109 92.9333 9.1007
10 Glass 79 107 95.4333 6.8213