Research Article
Monthly Rainfall Estimation Using Data-Mining Process
Table 2
The performance criteria of the models having 2-input parameters.
| Input parameters | Eğirdir-Uluborlu | Eğirdir-Yalvaç | Eğirdir-Senirkent | Senirkent-Uluborlu | Senirkent-Yalvaç | Uluborlu-Yalvaç | Models | | RMSE | | RMSE | | RMSE | | RMSE | | RMSE | | RMSE |
| Decision Table | 0.638 | 68.62 | 0.254 | 141.52 | 0.695 | 57.90 | 0.695 | 57.90 | 0.695 | 57.90 | 0.638 | 68.62 | KStar | 0.765 | 44.52 | 0.732 | 50.83 | 0.751 | 47.21 | 0.727 | 51.81 | 0.668 | 62.93 | 0.684 | 60.07 | Multilinear Regression | 0.807 | 36.65 | 0.743 | 48.80 | 0.792 | 39.40 | 0.765 | 44.60 | 0.745 | 48.44 | 0.717 | 53.63 | M5’Rules | 0.807 | 36.65 | 0.743 | 48.80 | 0.792 | 39.40 | 0.765 | 44.60 | 0.745 | 48.44 | 0.717 | 53.63 | Multilayer Perceptron | 0.796 | 38.64 | 0.743 | 48.69 | 0.746 | 48.29 | 0.678 | 61.08 | 0.662 | 64.12 | 0.670 | 62.64 | RBF Network | 0.663 | 63.87 | 0.550 | 85.41 | 0.568 | 81.96 | 0.647 | 67.02 | 0.556 | 84.19 | 0.567 | 82.21 | Random Subspace | 0.782 | 41.45 | 0.620 | 72.05 | 0.725 | 52.27 | 0.695 | 57.93 | 0.610 | 74.12 | 0.638 | 68.65 | Simple Linear | 0.717 | 53.63 | 0.671 | 62.49 | 0.745 | 48.44 | 0.745 | 48.44 | 0.745 | 48.44 | 0.717 | 53.63 | Regression |
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