Research Article
Designing Artificial Neural Networks Using Particle Swarm Optimization Algorithms
Table 4
Number of neurons used by the ANN generated with the basic PSO algorithm.
| | ID problem | Classification problems | Neurons number | | Minimum | Maximum | Average | Std. dev. |
| | 1 | Spiral | 3 | 4 | 3.7667 | 0.4302 | | 2 | Synthetic 1 | 2 | 4 | 3.7 | 0.5350 | | 3 | Synthetic 2 | 3 | 4 | 3.8667 | 0.3457 | | 4 | Iris plant | 5 | 6 | 5.7667 | 0.4302 | | 5 | Breast cancer | 3 | 7 | 6.4667 | 0.9371 | | 6 | Diabetes | 2 | 7 | 6.4333 | 1.0063 | | 7 | Liver disorders | 4 | 6 | 5.7 | 0.5350 | | 8 | Object recognition | 10 | 11 | 10.9 | 0.3051 | | 9 | Wine | 8 | 11 | 10.5 | 0.8610 | | 10 | Glass | 13 | 13 | 13 | 0 |
|
|