Table 5.
Statistical results of optimized ICA–ANN
| No. | Model | MAE | RMSE | RMSD | |||
|---|---|---|---|---|---|---|---|
| Train | Test | Train | Test | Train | Test | ||
| 1 | 50GEN_2IN | 0.155 | 0.275 | 0.048 | 0.189 | 0.359 | 0.460 |
| 2 | 50GEN_3IN | 0.309 | 0.394 | 0.201 | 0.271 | 0.475 | 0.559 |
| 3 | 50GEN_4IN | 0.206 | 0.271 | 0.070 | 0.233 | 0.417 | 0.420 |
| 4 | 100GEN_2IN | 0.410 | 0.490 | 0.264 | 0.360 | 0.586 | 0.635 |
| 5 | 100GEN_3IN | 0.173 | 0.291 | 0.052 | 0.215 | 0.383 | 0.467 |
| 6 | 100GEN_4IN | 0.410 | 0.490 | 0.264 | 0.360 | 0.586 | 0.635 |
| 7 | 150GEN_2IN | 0.319 | 0.403 | 0.203 | 0.276 | 0.490 | 0.568 |
| 8 | 150GEN_3IN | 0.660 | 0.726 | 0.584 | 0.811 | 0.765 | 0.772 |
| 9 | 150GEN_4IN | 0.147 | 0.263 | 0.043 | 0.207 | 0.353 | 0.429 |
| 10 | 200GEN_2IN | 0.331 | 0.410 | 0.206 | 0.276 | 0.513 | 0.584 |
| 11 | 200GEN_3IN | 0.152 | 0.262 | 0.043 | 0.188 | 0.358 | 0.431 |
| 12 | 200GEN_4IN | 0.335 | 0.421 | 0.208 | 0.288 | 0.512 | 0.588 |
| 13 | 250GEN_2IN | 0.403 | 0.482 | 0.249 | 0.323 | 0.585 | 0.658 |
| 14 | 250GEN_3IN | 0.320 | 0.388 | 0.210 | 0.271 | 0.486 | 0.558 |
| 15 | 250GEN_4IN | 0.098 | 0.214 | 0.023 | 0.157 | 0.282 | 0.372 |