Research Article
Designing Artificial Neural Networks Using Particle Swarm Optimization Algorithms
Table 2
Number of times that transfer function was selected by basic PSO algorithm.
| ID problem | Classification problems | Sigmoid function (LS) | Hyp. Tan. function (HT) | Sinusoid function (SN) | Gaussian function (GS) | Linear function (LN) | Hard limit function (HL) |
| 1 | Spiral | 3 | 3 | 66 | 32 | 9 | 0 | 2 | Synthetic 1 | 1 | 10 | 51 | 29 | 18 | 2 | 3 | Synthetic 1 | 2 | 12 | 57 | 29 | 9 | 7 | 4 | Iris plant | 6 | 27 | 51 | 63 | 25 | 1 | 5 | Breast cancer | 2 | 40 | 51 | 61 | 32 | 8 | 6 | Diabetes | 4 | 30 | 57 | 76 | 26 | 0 | 7 | Liver disorders | 3 | 18 | 62 | 65 | 19 | 4 | 8 | Object recognition | 6 | 33 | 116 | 126 | 40 | 6 | 9 | Wine | 1 | 46 | 98 | 125 | 42 | 3 | 10 | Glass | 5 | 54 | 140 | 145 | 46 | 0 |
| ā | Total | 33 | 273 | 749 | 751 | 266 | 31 |
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