Traffic Prediction on PeMS (test)
2.297RMSEMemDA
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MemDA2023.09 | 2.297 | — | — | — | — | — | — | — | — | — | 1.053 | 1.861 | |
| GW-Net2023.09 | 2.385 | — | — | — | — | — | — | — | — | — | 1.125 | 1.976 | |
| EAST-Net2023.09 | 2.399 | — | — | — | — | — | — | — | — | — | 1.118 | 1.988 | |
| ASTGCN2023.09 | 2.402 | — | — | — | — | — | — | — | — | — | 1.157 | 2.078 | |
| StemGNN2023.09 | 2.414 | — | — | — | — | — | — | — | — | — | 1.144 | 2.03 | |
| MTGNN2023.09 | 2.426 | — | — | — | — | — | — | — | — | — | 1.148 | 2.007 | |
| STTN2023.09 | 2.441 | — | — | — | — | — | — | — | — | — | 1.168 | 2.04 | |
| DCRNN2023.09 | 2.5 | — | — | — | — | — | — | — | — | — | 1.158 | 2.03 | |
| STGCN2023.09 | 2.556 | — | — | — | — | — | — | — | — | — | 1.212 | 2.114 | |
| AGCRN2023.09 | 2.572 | — | — | — | — | — | — | — | — | — | 1.191 | 2.094 | |
| GMAN2023.09 | 2.849 | — | — | — | — | — | — | — | — | — | 1.298 | 2.308 | |
| ARIMA2023.09 | 3.135 | — | — | — | — | — | — | — | — | — | 1.215 | 2.301 | |
| CLD2023.09 | 4.022 | — | — | — | — | — | — | — | — | — | 1.784 | 3.14 | |
| ARIMAsettings=Li et al. 2018b2019.11 | — | 1.62 | 3.3 | 3.5 | 2.33 | 4.76 | 5.4 | 3.38 | 6.5 | 8.3 | — | — | |
| DCRNNsettings=default2019.11 | — | 1.38 | 2.95 | 2.9 | 1.74 | 3.97 | 3.9 | 2.07 | 4.74 | 4.9 | — | — | |
| FC-LSTMsettings=Li et al. 2018b2019.11 | — | 2.05 | 4.19 | 4.8 | 2.2 | 4.55 | 5.2 | 2.37 | 4.96 | 5.7 | — | — | |
| FNNsettings=Li et al. 2018b2019.11 | — | 2.2 | 4.42 | 5.19 | 2.3 | 4.63 | 5.43 | 2.46 | 4.98 | 5.89 | — | — | |
| GMANST-Attention blocks L=3, Attention heads K=8, Head dimensionality d=8, Channel D=642019.11 | — | 1.34 | 2.82 | 2.81 | 1.62 | 3.72 | 3.63 | 1.86 | 4.32 | 4.31 | — | — | |
| Graph WaveNetsettings=default2019.11 | — | 1.3 | 2.74 | 2.73 | 1.63 | 3.7 | 3.67 | 1.95 | 4.52 | 4.63 | — | — | |
| STGCNsettings=default2019.11 | — | 1.36 | 2.96 | 2.9 | 1.81 | 4.27 | 4.17 | 2.49 | 5.69 | 5.79 | — | — | |
| SVRsettings=Li et al. 2018b2019.11 | — | 1.85 | 3.59 | 3.8 | 2.48 | 5.18 | 5.5 | 3.28 | 7.08 | 8 | — | — |