Traffic flow prediction on PeMS04 (test)
17.8MAESTD-MAE
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| STD-MAEprediction horizon (Tp)=62025.04 | 17.8 | 11.97 | 29.25 | |
| STEI-PCNprediction horizon (Tp)=62025.04 | 17.8 | 11.74 | 29.16 | |
| DTRformerprediction horizon (Tp)=62025.04 | 18 | 12.3 | 29.58 | |
| HTVGNNprediction horizon (Tp)=62025.04 | 18.01 | 11.89 | 29.81 | |
| STEPprediction horizon (Tp)=62025.04 | 18.2 | 12.48 | 29.71 | |
| STAEformerprediction horizon (Tp)=62025.04 | 18.22 | 11.98 | 30.18 | |
| STIDprediction horizon (Tp)=62025.04 | 18.29 | 12.46 | 29.86 | |
| PDFormerprediction horizon (Tp)=62025.04 | 18.32 | 12.1 | 29.97 | |
| PDFormer2023.01 | 18.321 | 12.103 | 29.965 | |
| STPGCNprediction horizon (Tp)=62025.04 | 18.46 | 12.01 | 30.15 | |
| GWNprediction horizon (Tp)=62025.04 | 18.53 | 12.89 | 29.92 | |
| ASTGNN2023.01 | 18.601 | 12.63 | 31.028 | |
| STWaveprediction horizon (Tp)=62025.04 | 18.68 | 12.62 | 30.62 | |
| DGCRNprediction horizon (Tp)=62025.04 | 18.84 | 12.92 | 30.48 | |
| TFormer2023.01 | 18.916 | 12.711 | 31.349 | |
| STNormprediction horizon (Tp)=62025.04 | 18.96 | 12.69 | 30.98 | |
| MTGNN2023.01 | 19.076 | 12.961 | 31.564 | |
| GMAN2023.01 | 19.139 | 13.192 | 31.601 | |
| GMANprediction horizon (Tp)=62025.04 | 19.14 | 13.19 | 31.6 | |
| MTGNNprediction horizon (Tp)=62025.04 | 19.17 | 13.37 | 31.7 | |
| STGNCDE2023.01 | 19.211 | 12.772 | 31.088 | |
| SSGCRTNprediction horizon (Tp)=62025.04 | 19.28 | 12.68 | 31.17 | |
| DSTAGNNprediction horizon (Tp)=62025.04 | 19.3 | 12.7 | 31.46 | |
| GWNET2023.01 | 19.358 | 13.301 | 31.719 | |
| AGCRNprediction horizon (Tp)=62025.04 | 19.38 | 13.4 | 31.25 | |
| STTN2023.01 | 19.478 | 13.631 | 31.91 | |
| Z-GCNETsprediction horizon (Tp)=62025.04 | 19.5 | 12.78 | 31.61 | |
| STGCNprediction horizon (Tp)=62025.04 | 19.57 | 13.44 | 31.38 | |
| DCRNNprediction horizon (Tp)=62025.04 | 19.63 | 13.59 | 31.26 | |
| STFGNN2023.01 | 19.83 | 13.021 | 31.87 | |
| STFGCNprediction horizon (Tp)=62025.04 | 19.83 | 13.02 | 31.88 | |
| STGODE2023.01 | 20.849 | 13.781 | 32.825 | |
| STSGCN2023.01 | 21.185 | 13.882 | 33.649 | |
| STSGCNprediction horizon (Tp)=62025.04 | 21.19 | 13.9 | 33.65 | |
| STGCN2023.01 | 21.758 | 13.874 | 34.769 | |
| DCRNN2023.01 | 22.737 | 14.751 | 36.575 | |
| ASTGCNprediction horizon (Tp)=62025.04 | 22.93 | 16.56 | 35.22 | |
| VAR2023.01 | 23.75 | 18.09 | 36.66 | |
| SVR2023.01 | 28.66 | 19.15 | 44.59 |