Research Article
AGCN-T: A Traffic Flow Prediction Model for Spatial-Temporal Network Dynamics
Table 8
Performance of variants of AGCN-T on Los-loop.
| Time (min) | Evaluation metrics | AGCN-T-T | AGCN-T-A | AGCN-T-G | AGCN-T |
| 15 | MAE | 6.4086 | 5.6626 | 5.4912 | 5.5518 | MAPE (%) | 17.8962 | 15.5348 | 15.5348 | 15.2011 | RMSE | 9.4501 | 8.3365 | 8.2559 | 8.0986 | 30 | MAE | 6.4682 | 5.6977 | 5.4644 | 5.4398 | MAPE (%) | 18.0092 | 15.6929 | 15.6609 | 15.0389 | RMSE | 9.5057 | 8.3926 | 8.2992 | 8.1511 | 45 | MAE | 6.4774 | 5.7609 | 5.5355 | 5.4472 | MAPE (%) | 18.0913 | 15.8714 | 15.6214 | 15.2411 | RMSE | 9.5265 | 8.4556 | 8.4143 | 8.1982 | 60 | MAE | 6.5484 | 5.7511 | 5.6634 | 5.5311 | MAPE (%) | 18.3326 | 16.8024 | 15.9994 | 15.0778 | RMSE | 9.6421 | 8.5178 | 8.4268 | 8.2084 |
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