Research Article
AGCN-T: A Traffic Flow Prediction Model for Spatial-Temporal Network Dynamics
Table 7
Performance of variants of AGCN-T on Seattle.
| Time (min) | Evaluation metrics | AGCN-T-T | AGCN-T-A | AGCN-T-G | AGCN-T |
| 15 | MAE | 5.4521 | 4.2821 | 4.5121 | 3.9826 | MAPE (%) | 17.4125 | 12.3318 | 13.5921 | 11.1394 | RMSE | 8.2782 | 6.3716 | 6.8016 | 5.9907 | 30 | MAE | 5.4356 | 4.2468 | 4.5951 | 4.0206 | MAPE (%) | 17.8181 | 12.1546 | 13.4543 | 11.2235 | RMSE | 8.2469 | 6.3168 | 6.8143 | 6.0103 | 45 | MAE | 5.4483 | 4.2385 | 4.6619 | 4.2175 | MAPE (%) | 17.8553 | 12.1304 | 13.6041 | 11.2301 | RMSE | 8.2661 | 6.3378 | 6.8343 | 6.1332 | 60 | MAE | 5.5267 | 4.3451 | 4.7084 | 4.3032 | MAPE (%) | 18.0679 | 12.4229 | 13.9697 | 11.6223 | RMSE | 8.3715 | 6.4904 | 7.0653 | 6.1932 |
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