Table 3. Results of DMSTSAF and baselines on four datasets.
| Datasets | Metric | FC-LSTM | GRU | T-GCN | DCRNN | STGCN | STSGCN | STFGNN | DMSTSAF |
|---|---|---|---|---|---|---|---|---|---|
| PEMS03 | MAE | 27.35 | 27.19 | 20.83 | 21.07 | 20.29 | 18.30 | 17.33 | 16.59 |
| MAPE (%) | 25.16 | 24.92 | 21.58 | 20.43 | 18.98 | 17.58 | 16.90 | 15.78 | |
| RMSE | 42.32 | 42.24 | 31.18 | 33.23 | 33.08 | 30.20 | 29.04 | 27.97 | |
| PEMS04 | MAE | 34.33 | 34.13 | 26.02 | 27.57 | 25.37 | 22.38 | 20.14 | 19.39 |
| MAPE (%) | 21.72 | 21.53 | 17.08 | 18.29 | 15.50 | 15.03 | 13.76 | 12.73 | |
| RMSE | 50.01 | 49.98 | 38.19 | 42.07 | 39.11 | 35.33 | 32.62 | 31.24 | |
| PEMS07 | MAE | 38.33 | 37.79 | 30.37 | 31.29 | 30.91 | 25.15 | 23.76 | 21.73 |
| MAPE (%) | 16.71 | 16.83 | 13.83 | 15.09 | 14.49 | 10.74 | 9.96 | 9.17 | |
| RMSE | 57.56 | 56.72 | 43.39 | 47.21 | 47.12 | 40.79 | 38.48 | 35.25 | |
| PEMS08 | MAE | 28.90 | 28.12 | 21.37 | 21.21 | 21.39 | 17.72 | 16.99 | 15.65 |
| MAPE (%) | 17.77 | 16.92 | 13.66 | 13.08 | 13.13 | 11.61 | 10.96 | 10.10 | |
| RMSE | 41.83 | 41.85 | 30.69 | 31.43 | 31.42 | 27.21 | 26.80 | 24.75 |