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 |
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