Method | SVR hyper-parameters | Error criterion | |||||
---|---|---|---|---|---|---|---|
C | γ | ε | R | RMSE | MAE | MAPE (%) | |
DT | - | - | - | 0.8817 | 1.7395 | 1.2772 | 9.6428 |
RF | - | - | - | 0.9308 | 1.3396 | 1.0107 | 7.6304 |
SVR | 10 | 5 | 0.001 | 0.9107 | 1.4924 | 1.1141 | 8.4110 |
SVR–GWO | 521.3222 | 1.175882 | 0.00199 | 0.9396 | 1.3202 | 1.0056 | 7.5920 |
SVR–MRFO | 132.6669 | 1.083281 | 0.01984 | 0.9443 | 1.2837 | 0.9655 | 7.2895 |
SVR−BES | 14.8385 | 0.828621 | 0.09595 | 0.9457 | 1.2598 | 0.9374 | 7.0774 |