Traffic Flow Forecasting on PeMSD7 Large
5.76RMSESTG-NCDE
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| STG-NCDE2021.12 | 5.76 | 2.87 | 7.31 | |
| STG-NCDE2023.03 | 5.76 | 2.87 | 7.31 | |
| STG-NRDE2023.03 | 5.76 | 2.85 | 7.14 | |
| STG-NRDEablation=Only Spatial2023.03 | 5.77 | 2.9 | 7.4 | |
| Z-GCNETs2021.12 | 5.83 | 2.91 | 7.33 | |
| Z-GCNETS2023.03 | 5.83 | 2.91 | 7.33 | |
| STG-NCDEAblation=Only spatial2021.12 | 5.85 | 2.99 | 7.6 | |
| S2TAT2023.03 | 5.89 | 2.88 | 7.35 | |
| STFGNN2021.12 | 5.91 | 2.99 | 7.69 | |
| STFGNN2023.03 | 5.91 | 2.99 | 7.69 | |
| AGCRN2021.12 | 5.92 | 2.99 | 7.59 | |
| AGCRN2023.03 | 5.92 | 2.99 | 7.59 | |
| GMSDR2023.03 | 5.96 | 3.1 | 7.68 | |
| STGODE2021.06 | 5.98 | 3.22 | 7.94 | |
| STGODE2021.12 | 5.98 | 3.22 | 7.94 | |
| STGODE2023.03 | 5.98 | 3.22 | 7.94 | |
| DSTAGNN2023.03 | 5.98 | 3.05 | 7.7 | |
| MTGNN2023.03 | 6.07 | 3.26 | 7.82 | |
| MSTGCN2021.12 | 6.43 | 3.58 | 9.01 | |
| MSTGCN2023.03 | 6.43 | 3.58 | 9.01 | |
| LSGCN2021.12 | 6.55 | 3.49 | 8.77 | |
| LSGCN2023.03 | 6.55 | 3.49 | 8.77 | |
| TrafficTransformer2023.03 | 6.7 | 3.79 | 9.26 | |
| STTN2023.03 | 6.77 | 3.5 | 8.89 | |
| ASTGCN(r)2021.12 | 6.81 | 3.51 | 9.24 | |
| ASTGCNconfig=(r)2023.03 | 6.81 | 3.51 | 9.24 | |
| STGCN2021.12 | 6.83 | 3.89 | 10.09 | |
| STGCN2023.03 | 6.83 | 3.89 | 10.09 | |
| STSGCN2021.06 | 6.88 | 3.61 | 9.13 | |
| STSGCN2021.12 | 6.88 | 3.61 | 9.13 | |
| STSGCN2023.03 | 6.88 | 3.61 | 9.13 | |
| STG-NRDEablation=Only Temporal2023.03 | 6.99 | 3.48 | 8.72 | |
| STG-NCDEAblation=Only temporal2021.12 | 7.03 | 3.54 | 8.89 | |
| Graph WaveNet2021.06 | 7.09 | 3.75 | 9.41 | |
| GraphWaveNet2021.12 | 7.09 | 3.75 | 9.41 | |
| GraphWaveNet2023.03 | 7.09 | 3.75 | 9.41 | |
| STG2Seq2021.12 | 7.12 | 3.78 | 9.5 | |
| STG2Seq2023.03 | 7.12 | 3.78 | 9.5 | |
| DSANet2021.12 | 7.2 | 3.66 | 9.02 | |
| DSANet2023.03 | 7.2 | 3.66 | 9.02 | |
| TCN2021.12 | 7.29 | 4.05 | 10.43 | |
| TCN2023.03 | 7.29 | 4.05 | 10.43 | |
| ASTGCN(r)2021.06 | 7.64 | 4.09 | 10.25 | |
| GRU-ED2021.12 | 7.71 | 3.98 | 10.22 | |
| GRU-ED2023.03 | 7.71 | 3.98 | 10.22 | |
| TCNVariant=w/o causal2021.12 | 7.77 | 4.58 | 11.53 | |
| TCNcausal=false2023.03 | 7.77 | 4.58 | 11.53 | |
| VAR2021.12 | 8.09 | 4.45 | 11.62 | |
| VAR2023.03 | 8.09 | 4.45 | 11.62 | |
| FC-LSTM2021.12 | 8.2 | 4.66 | 11.69 | |
| FC-LSTM2023.03 | 8.2 | 4.66 | 11.69 | |
| STGCN2021.06 | 8.28 | 4.84 | 11.76 | |
| DCRNN2021.06 | 8.33 | 4.33 | 11.41 | |
| DCRNN2021.12 | 8.33 | 4.33 | 11.41 | |
| DCRNN2023.03 | 8.33 | 4.33 | 11.41 | |
| HA2021.12 | 9.03 | 4.84 | 14.9 | |
| HA2023.03 | 9.03 | 4.84 | 14.9 | |
| ARIMA2021.06 | 12.39 | 7.51 | 15.83 | |
| ARIMA2021.12 | 12.39 | 7.51 | 15.83 | |
| ARIMA2023.03 | 12.39 | 7.51 | 15.83 |