Research Article

Designing Artificial Neural Networks Using Particle Swarm Optimization Algorithms

Table 6

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

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

1 Spiral 4 10 6.8667 1.8520
2 Synthetic 1 4 9 6.6333 1.4016
3 Synthetic 2 5 10 7.0667 1.4368
4 Iris plant 12 25 19.7667 3.025
5 Breast cancer 30 49 40.9333 4.2906
6 Diabetes 20 47 36.7 6.8337
7 Liver disorders 14 34 26.9333 4.1517
8 Object recognition 52 79 66.1667 6.2648
9 Wine 71 107 93.833 9.0443
10 Glass 81 109 96.2 7.4575