Table 6 Comparison of all models.
From: A comparative study and simple baseline for travel time prediction
Model | Taiwan Dataset (OF) | Taiwan Dataset (EF) | California Dataset (OF) | California Dataset (EF) | ||||
|---|---|---|---|---|---|---|---|---|
MAE | RMSE | MAE | RMSE | MAE | RMSE | MAE | RMSE | |
Ting’s Hybrid Model | 19.743 | 52.205 | 16.871 | 49.024 | 4.723 | 9.290 | 3.687 | 7.598 |
Ho’s Hybrid Model | 23.844 | 55.150 | 21.800 | 54.972 | 4.378 | 8.627 | 4.284 | 8.505 |
DE-SLSTM | 17.235 | 44.902 | 16.648 | 44.109 | 4.538 | 8.022 | 4.654 | 8.117 |
T-GCN | 17.955 | 46.882 | 18.908 | 47.266 | 27.626 | 30.832 | 26.039 | 30.424 |
ATT-GRU | - | - | 18.417 | 42.207 | - | - | 3.833 | 7.837 |
LSTM | - | - | 16.041 | 44.128 | - | - | 3.577 | 7.200 |
XGBoost | - | - | 15.927 | 46.807 | - | - | 3.476 | 7.239 |
