Research Article
Bus Single-Trip Time Prediction Based on Ensemble Learning
Table 8
Model evaluation indices.
| Models | TimeStep = 4 | TimeStep = 6 | MAE | RMSE | MAE | RMSE |
| LSTM | 4.306787 | 5.199513 | 4.481952 | 5.300563 | GRU | 4.861043 | 5.786797 | 4.392949 | 5.170590 | LR | 4.539661 | 5.596035 | 4.361890 | 5.276523 | KNN | 4.954903 | 6.027883 | 4.684654 | 5.524954 | XGBoost | 5.214021 | 6.529260 | 4.698066 | 5.579520 | LR-stacking | 4.129265 | 5.092021 | 4.098628 | 4.870725 | RF-bagging | 4.146337 | 5.069491 | 3.935297 | 4.683990 | AdaBoost-boosting | 4.347092 | 5.273396 | 4.139669 | 4.920567 |
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