Table 3.
K-Fold | Decision Tree | AdaBoost | Random Forest | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
MAE | MAPE | RMSE | R2 | MAE | MAPE | RMSE | R2 | MAE | MAPE | RMSE | R2 | |
1 | 16.03 | 18.70 | 21.92 | 0.60 | 8.70 | 13.25 | 13.04 | 0.43 | 10.70 | 12.97 | 13.43 | 0.54 |
2 | 7.02 | 16.93 | 11.57 | 0.76 | 5.65 | 12.30 | 8.01 | 0.49 | 5.33 | 13.76 | 8.09 | 0.72 |
3 | 9.15 | 16.03 | 10.94 | 0.20 | 6.56 | 14.03 | 8.16 | 0.79 | 5.54 | 14.88 | 8.37 | 0.64 |
4 | 11.76 | 17.21 | 10.43 | 0.70 | 8.18 | 12.55 | 8.43 | 0.67 | 8.06 | 13.66 | 11.40 | 0.52 |
5 | 7.31 | 16.02 | 12.41 | 0.59 | 6.11 | 12.98 | 7.47 | 0.90 | 5.34 | 12.90 | 7.85 | 0.77 |
6 | 12.96 | 16.55 | 17.07 | 0.37 | 12.94 | 14.45 | 14.34 | 0.57 | 9.85 | 13.77 | 13.82 | 0.53 |
7 | 7.72 | 18.67 | 19.58 | 0.72 | 9.50 | 13.66 | 12.06 | 0.60 | 9.43 | 12.42 | 15.56 | 0.74 |
8 | 10.92 | 16.03 | 15.26 | 0.41 | 9.33 | 13.08 | 14.33 | 0.86 | 11.12 | 14.02 | 13.93 | 0.34 |
9 | 8.15 | 17.22 | 16.50 | 0.72 | 5.20 | 12.95 | 7.68 | 0.74 | 5.80 | 13.79 | 7.60 | 0.79 |
10 | 19.78 | 17.02 | 23.23 | 0.83 | 14.68 | 12.35 | 18.28 | 0.61 | 18.47 | 12.50 | 19.31 | 0.90 |