Performance measures of algorithms
| Performance measures | Algorithm | |||||
|---|---|---|---|---|---|---|
| SVM | DT | RF | LR | XGBoost | KNN | |
| R-square | 0.10 | 0.57 | 0.77 | 0.68 | 0.79 | 0.31 |
| Adjusted R-square | 0.09 | 0.57 | 0.77 | 0.68 | 0.78 | 0.30 |
| Mean square error (MSE) | 149,194,459.22 | 58,612,767.52 | 30,736,317.10 | 43,614,936.74 | 29,099,812.49 | 94,609,424.94 |
| Root MSE (RMSE) | 12,214.52 | 7,595.89 | 5,544.03 | 6,604.16 | 5,394.42 | 9,726.74 |
| Mean absolute error (MAE) | 8,188.16 | 5,170.15 | 4,066.94 | 5,072.64 | 3,870.03 | 6,769.37 |
| Mean absolute percentage error (MAPE) | 1.01 | 0.72 | 0.66 | 0.71 | 0.63 | 0.98 |