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Performance evaluation of several prediction models.
| Model | MAE (%) | MSE (%) | MSLE (%) | RMSLE (%) | RMSE (%) | R2 (%) |
|---|---|---|---|---|---|---|
| Nonparametric regression | 5.08 | 18.94 | 9.02 | 10.99 | 9.98 | 8.83 |
| XGB regression | 4.86 | 16.17 | 4.66 | 5.88 | 7.88 | 11.93 |
| Random forest regression | 4.67 | 9.04 | 3.24 | 5.03 | 7.25 | 76.62 |
| Decision tree regression | 1.06 | 2.22 | 1.19 | 1.39 | 3.27 | 90.24 |
| Ensemble regression | 0.83 | 1.64 | 0.44 | 0.56 | 1.83 | 97.79 |
