Table 4.
Errors of models based on ADN with different attention mechanisms, on Metr-LA. Models marked with * represent our own implementation of the baseline.
| 15-min | 30-min | 60-min | |||||||
|---|---|---|---|---|---|---|---|---|---|
| Model | MAE | RMSE | MAPE | MAE | RMSE | MAPE | MAE | RMSE | MAPE |
| ADN-DA * | 3.01 | 6.04 | 8.18% | 3.57 | 7.40 | 10.28% | 4.30 | 8.88 | 12.82% |
| ADN-GA * | 3.06 | 6.14 | 8.37% | 3.62 | 7.54 | 10.50% | 4.37 | 9.04 | 12.98% |
| ADN-RA | 3.04 | 6.10 | 8.25% | 3.60 | 7.45 | 10.40% | 4.32 | 8.91 | 12.99% |
| ADN-FA | 3.02 | 6.01 | 8.20% | 3.56 | 7.30 | 10.22% | 4.31 | 8.70 | 12.61% |
| ADN-EA | 3.06 | 6.11 | 8.33% | 3.61 | 7.47 | 10.41% | 4.36 | 8.93 | 13.08% |
| ADN-LA | 3.05 | 6.14 | 8.20% | 3.64 | 7.53 | 10.35% | 4.42 | 9.16 | 13.03% |
| ADN-FV | 3.02 | 6.05 | 8.20% | 3.58 | 7.42 | 10.32% | 4.38 | 8.94 | 13.75% |