Traffic flow prediction on PeMS07 (test)
18.33MAESTEI-PCN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| STEI-PCNprediction horizon (Tp)=62025.04 | 18.33 | 7.67 | 30.66 | |
| STD-MAEprediction horizon (Tp)=62025.04 | 18.65 | 7.84 | 31.44 | |
| DTRformer2025.01 | 18.99 | 7.93 | 32.23 | |
| DTRformerprediction horizon (Tp)=62025.04 | 18.99 | 7.93 | 32.23 | |
| STAEformer2025.01 | 19.14 | 8.01 | 32.6 | |
| STAEformerprediction horizon (Tp)=62025.04 | 19.14 | 8.01 | 32.6 | |
| STEPprediction horizon (Tp)=62025.04 | 19.32 | 8.12 | 32.19 | |
| STWaveprediction horizon (Tp)=62025.04 | 19.48 | 8.16 | 33.32 | |
| D2STGNN2025.01 | 19.49 | 8.09 | 32.59 | |
| HTVGNNprediction horizon (Tp)=62025.04 | 19.5 | 8.15 | 32.65 | |
| STIDprediction horizon (Tp)=62025.04 | 19.59 | 8.3 | 32.9 | |
| STID2025.01 | 19.61 | 8.3 | 32.79 | |
| STPGCNprediction horizon (Tp)=62025.04 | 19.7 | 8.19 | 32.99 | |
| PDFormerprediction horizon (Tp)=62025.04 | 19.83 | 8.53 | 32.87 | |
| PDFormer2023.01 | 19.832 | 8.529 | 32.87 | |
| PDFormer2025.01 | 19.97 | 8.55 | 32.95 | |
| DGCRN2025.01 | 20.04 | 8.63 | 32.86 | |
| DGCRNprediction horizon (Tp)=62025.04 | 20.04 | 8.63 | 32.86 | |
| GWNet2025.01 | 20.47 | 8.61 | 33.47 | |
| GWNprediction horizon (Tp)=62025.04 | 20.47 | 8.61 | 33.47 | |
| STNorm2025.01 | 20.5 | 8.75 | 34.66 | |
| STNormprediction horizon (Tp)=62025.04 | 20.5 | 8.75 | 34.66 | |
| AGCRN2025.01 | 20.57 | 8.74 | 34.4 | |
| AGCRNprediction horizon (Tp)=62025.04 | 20.57 | 8.74 | 34.4 | |
| ASTGNN2023.01 | 20.616 | 8.861 | 34.017 | |
| STGNCDE2023.01 | 20.62 | 8.864 | 34.036 | |
| SSGCRTNprediction horizon (Tp)=62025.04 | 20.71 | 8.69 | 34.22 | |
| TFormer2023.01 | 20.754 | 8.972 | 34.062 | |
| MTGNN2023.01 | 20.824 | 9.032 | 34.087 | |
| MTGNN2025.01 | 20.89 | 9 | 34.06 | |
| MTGNNprediction horizon (Tp)=62025.04 | 20.89 | 9 | 34.06 | |
| GMAN2023.01 | 20.967 | 9.052 | 34.097 | |
| GMAN2025.01 | 20.97 | 9.05 | 34.1 | |
| GMANprediction horizon (Tp)=62025.04 | 20.97 | 9.05 | 34.1 | |
| DCRNN2025.01 | 21.16 | 9.02 | 34.14 | |
| DCRNNprediction horizon (Tp)=62025.04 | 21.16 | 9.02 | 34.14 | |
| GWNET2023.01 | 21.221 | 9.514 | 34.117 | |
| STTN2023.01 | 21.344 | 9.932 | 34.588 | |
| DSTAGNNprediction horizon (Tp)=62025.04 | 21.42 | 9.01 | 34.51 | |
| STGCNprediction horizon (Tp)=62025.04 | 21.74 | 9.24 | 35.27 | |
| Z-GCNETsprediction horizon (Tp)=62025.04 | 21.77 | 9.25 | 35.17 | |
| STFGCNprediction horizon (Tp)=62025.04 | 22.07 | 9.21 | 35.8 | |
| STFGNN2023.01 | 22.072 | 9.212 | 35.805 | |
| STGODE2025.01 | 22.29 | 10.14 | 37.54 | |
| STGCN2023.01 | 22.898 | 11.211 | 35.44 | |
| STGODE2023.01 | 22.976 | 10.142 | 36.19 | |
| DLinear2025.01 | 23.23 | 9.64 | 37.77 | |
| LSTM2025.01 | 23.23 | 9.64 | 37.77 | |
| DCRNN2023.01 | 23.634 | 11.235 | 36.514 | |
| STSGCNprediction horizon (Tp)=62025.04 | 24.26 | 10.21 | 39.03 | |
| STSGCN2023.01 | 24.264 | 10.204 | 39.034 | |
| ASTGCNprediction horizon (Tp)=62025.04 | 28.05 | 13.92 | 42.57 | |
| SVR2025.01 | 32.49 | 14.26 | 50.22 | |
| ARIMA2025.01 | 38.17 | 19.46 | 59.27 | |
| HI2025.01 | 49.03 | 22.75 | 71.18 | |
| SVR2023.01 | 50.15 | 23.25 | 110.15 | |
| VAR2025.01 | 75.63 | 32.22 | 115.24 | |
| VAR2023.01 | 101.2 | 39.69 | 155.14 |