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 |
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