Research Article
Improved SpikeProp for Using Particle Swarm Optimization
Table 4
Analysis for Model 1.
| ā | Training Model 1 | Testing Model 1 | MSE | RMSE | MAPE | MAD | MSE | RMSE | MAPE | MAD |
| Breast cancer | 0.356 | 0.361 | 35.261 | 0.723 | 0.367 | 0.372 | 36.268 | 0.745 | BTX | 1.270 | 0.199 | 35.596 | 1.398 | 1.763 | 0.247 | 43.785 | 1.730 | Diabetes | 0.241 | 0.245 | 22.650 | 0.490 | 0.284 | 0.277 | 25.778 | 0.555 | Heart | 0.2828 | 0.281 | 26.813 | 0.563 | 0.272 | 0.272 | 25.997 | 0.545 | Hepatitis | 0.483 | 0.448 | 42.640 | 0.896 | 0.494 | 0.457 | 43.609 | 0.915 | Iris | 0.351 | 0.251 | 33.270 | 0.754 | 0.112 | 0.147 | 18.38 | 0.443 | Liver | 0.360 | 0.340 | 31.854 | 0.680 | 0.383 | 0.357 | 33.332 | 0.714 | Wine | 0.312 | 0.196 | 25.033 | 0.590 | 0.305 | 0.196 | 25.269 | 0.589 |
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