Table 3 Summary of the best results across all the subsets.
Dataset | Regression model | Original/MFE features | MAE | MAPE (%) |
|---|---|---|---|---|
Subset-1 | SMOReg | D2 | 308.98 | 12.13 |
Subset-2 | Nu-SVR | D1 | 361.74 | 14.57 |
Subset-3 | RF | D1 | 345.08 | 13.76 |
Subset-4 | RF | D1 | 352.91 | 14.07 |
Subset-5 | Bagging (Rep tree) | D2 | 306.0239 | 11.88 |
Subset-6 | Bagging (Rep tree) | D1 | 356.61 | 14.18 |
Combined features | Linear Regression | D2 | 299.32 | 11.23 |
Combined features | RF | Feature selection | 294.53 | 11.49 |
