Traffic Forecasting on PeMSD4 (test)
19.13MAESTG-NRDE
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| STG-NRDEablation=Full2023.03 | 19.13 | 30.94 | 12.68 | |
| TrafficTransformer2023.03 | 19.16 | 30.57 | 13.7 | |
| S2TAT2023.03 | 19.19 | 31.05 | 12.77 | |
| STG-NCDE2021.12 | 19.21 | 31.09 | 12.76 | |
| STG-NCDE2023.03 | 19.21 | 31.09 | 12.76 | |
| DSTAGNN2023.03 | 19.3 | 31.46 | 12.7 | |
| MTGNN2023.03 | 19.32 | 31.57 | 13.52 | |
| STG-NRDEablation=Only Spatial2023.03 | 19.46 | 31.41 | 13.13 | |
| STTN2023.03 | 19.48 | 31.91 | 13.63 | |
| Z-GCNETs2021.12 | 19.5 | 31.61 | 12.78 | |
| Z-GCNETS2023.03 | 19.5 | 31.61 | 12.78 | |
| AGCRN2021.12 | 19.83 | 32.26 | 12.97 | |
| AGCRN2023.03 | 19.83 | 32.26 | 12.97 | |
| STG-NCDEAblation=Only spatial2021.12 | 19.86 | 31.92 | 13.35 | |
| STFGNN2021.12 | 20.48 | 32.51 | 16.77 | |
| STFGNN2023.03 | 20.48 | 32.51 | 16.77 | |
| GMSDR2023.03 | 20.49 | 32.13 | 14.15 | |
| STGODE2021.12 | 20.84 | 32.82 | 13.77 | |
| STGODE2023.03 | 20.84 | 32.82 | 13.77 | |
| STGCN2021.12 | 21.16 | 34.89 | 13.83 | |
| STGCN2023.03 | 21.16 | 34.89 | 13.83 | |
| STSGCN2021.12 | 21.19 | 33.65 | 13.9 | |
| STSGCN2023.03 | 21.19 | 33.65 | 13.9 | |
| DCRNN2021.12 | 21.22 | 33.44 | 14.17 | |
| DCRNN2023.03 | 21.22 | 33.44 | 14.17 | |
| LSGCN2021.12 | 21.53 | 33.86 | 13.18 | |
| LSGCN2023.03 | 21.53 | 33.86 | 13.18 | |
| DSANet2021.12 | 22.79 | 35.77 | 16.03 | |
| DSANet2023.03 | 22.79 | 35.77 | 16.03 | |
| TCN(w/o causal)2021.12 | 22.81 | 36.87 | 14.31 | |
| TCNcausal_convolution=false2023.03 | 22.81 | 36.87 | 14.31 | |
| ASTGCN(r)2021.12 | 22.93 | 35.22 | 16.56 | |
| ASTGCN(r)2023.03 | 22.93 | 35.22 | 16.56 | |
| TCN2021.12 | 23.22 | 37.26 | 15.59 | |
| TCN2023.03 | 23.22 | 37.26 | 15.59 | |
| GRU-ED2021.12 | 23.68 | 39.27 | 16.44 | |
| GRU-ED2023.03 | 23.68 | 39.27 | 16.44 | |
| MSTGCN2021.12 | 23.96 | 37.21 | 14.33 | |
| MSTGCN2023.03 | 23.96 | 37.21 | 14.33 | |
| VAR2021.12 | 24.54 | 38.61 | 17.24 | |
| VAR2023.03 | 24.54 | 38.61 | 17.24 | |
| GraphWaveNet2021.12 | 24.89 | 39.66 | 17.29 | |
| GraphWaveNet2023.03 | 24.89 | 39.66 | 17.29 | |
| STG2Seq2021.12 | 25.2 | 38.48 | 18.77 | |
| STG2Seq2023.03 | 25.2 | 38.48 | 18.77 | |
| STG-NRDEablation=Only Temporal2023.03 | 26.17 | 40.61 | 18.09 | |
| STG-NCDEAblation=Only temporal2021.12 | 26.31 | 40.97 | 17.95 | |
| FC-LSTM2021.12 | 26.77 | 40.65 | 18.23 | |
| FC-LSTM2023.03 | 26.77 | 40.65 | 18.23 | |
| ARIMA2021.12 | 33.73 | 48.8 | 24.18 | |
| ARIMA2023.03 | 33.73 | 48.8 | 24.18 | |
| HA2021.12 | 38.03 | 59.24 | 27.88 | |
| HA2023.03 | 38.03 | 59.24 | 27.88 |