Research Article
Urban Traffic Travel Time Short-Term Prediction Model Based on Spatio-Temporal Feature Extraction
Table 6
Comparison between the forecasting model and baseline model evaluation index.
| Forecast model | MAPE (%) | MAE | RMSE | R2 |
| ARIMA | 20.627 | 3.576 | 7.688 | 0.879 | ANN | 20.653 | 3.740 | 8.080 | 0.866 | SVR | 20.265 | 3.381 | 7.477 | 0.885 | XGBoost | 19.262 | 3.319 | 6.858 | 0.903 | CN-XGBoost | 19.111 | 3.305 | 6.840 | 0.904 | EDM-XGBoost | 18.744 | 3.256 | 6.728 | 0.908 | EDMCN-XGBoost | 18.695 | 3.230 | 6.710 | 0.909 |
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