Table 4.
Comparison of the methods.
| Methods | Metric | Global | Germany | USA |
|---|---|---|---|---|
| Random Forest | MAE | 269.274,0518 | 955,1736 | 42.496,719 |
| MAPE | 2,0726 | 0,4477 | 1,5608 | |
| RMSE | 340.926,4251 | 1.387,0147 | 53.864,6539 | |
| Linear Regression | MAE | 17.081,1363 | 224,0337 | 11.745,2812 |
| MAPE | 0,1853 | 0,1125 | 0,3331 | |
| RMSE | 21.816,6988 | 324,0253 | 16.508,4263 | |
| MLP | MAE | 139.330,4846 | 752,3291 | 19.819,1675 |
| MAPE | 0,8179 | 0,381 | 0,6497 | |
| RMSE | 223.638,9972 | 832.688,26 | 26.713,8094 | |
| SVM | MAE | 19.771,7317 | 191,0731 | 5.852,0147 |
| MAPE | 0,1247 | 0,0918 | 0,1406 | |
| RMSE | 25.825,8366 | 329,196 | 9.531,6776 |