Research Article
Stacking Ensemble Learning Process to Predict Rural Road Traffic Flow
Table 4
Error metrics for the final models.
| Time horizon | Model | Road | RMSE | MAPE |
| Mid-term | RF | Tehran to Saveh | 775 | 27.14 | Saveh to Tehran | 729 | 21.23 | KNN | Tehran to Saveh | 1060 | 33.58 | Saveh to Tehran | 1315 | 33.58 | RNN | Tehran to Saveh | 845 | 42.22 | Saveh to Tehran | 1080 | 34.12 |
| Short-term | RF | Tehran to Saveh | 453 | 16.61 | Saveh to Tehran | 535 | 15.25 | KNN | Tehran to Saveh | 914 | 34.59 | Saveh to Tehran | 1229 | 34.47 | RNN | Tehran to Saveh | 538 | 25.03 | Saveh to Tehran | 671 | 21.60 |
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