Table 5 The effect of the number of epochs on the accuracy of the MLP model.
EPOCH number | Data Type | \(\:{\varvec{R}}^{2}\) | MSE | RMSE |
|---|---|---|---|---|
20 | Training Validation All Data | 0.890847 0.951898 0.90310 | 23.588282 13.45727 21.55342 | 4.633269 3.620462 4.642566 |
100 | Training Validation All Data | 0.962447 0.985969 0.967171 | 9.371948 3.967907 8.286520 | 2.813169 1.971177 2.878631 |
200 | Training Validation All Data | 0.98113 0.993067 0.983527 | 3.943535 1.839153 3.5208599 | 1.844339 1.298763 1.73475 |
250 | Training Validation All Data | 0.985691 0.985352 0.985622 | 3.696124 3.85349 3.72773 | 1.704355 1.747475 1.930733 |
