Multivariate Time Series Forecasting Accuracy on PEMS07 (MAE/RMSE/MAPE)
18.31MAE@3STID
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| STID2022.08 | 18.31 | 19.59 | 21.52 | 19.54 | 30.39 | 32.9 | 36.29 | 32.85 | 7.72 | 8.3 | 9.15 | 8.25 | |
| GWNet2022.08 | 18.69 | 20.26 | 22.79 | 20.25 | 30.69 | 33.37 | 37.11 | 33.32 | 8.02 | 8.56 | 9.73 | 8.63 | |
| STNorm2022.08 | 19.15 | 20.63 | 22.6 | 20.52 | 31.7 | 35.1 | 38.65 | 34.85 | 8.26 | 8.84 | 9.6 | 8.77 | |
| MTGNN2022.08 | 19.23 | 20.83 | 23.6 | 20.94 | 31.15 | 33.93 | 38.1 | 34.03 | 8.55 | 9.3 | 10.1 | 9.1 | |
| GMAN2022.08 | 19.25 | 20.33 | 22.25 | 20.43 | 31.2 | 33.3 | 36.4 | 33.3 | 8.21 | 8.63 | 9.48 | 8.69 | |
| AGCRN2022.08 | 19.31 | 20.7 | 22.74 | 20.64 | 31.68 | 34.52 | 37.94 | 34.39 | 8.18 | 8.66 | 9.71 | 8.74 | |
| DCRNN2022.08 | 19.45 | 21.18 | 24.14 | 21.2 | 31.39 | 34.42 | 38.84 | 34.43 | 8.29 | 9.01 | 10.42 | 9.06 | |
| StemGNN2022.08 | 19.74 | 22.07 | 26.2 | 22.23 | 32.32 | 36.16 | 42.32 | 36.46 | 8.27 | 9.2 | 11 | 9.2 | |
| STGCN2022.08 | 20.33 | 21.66 | 24.16 | 21.71 | 32.73 | 35.35 | 39.48 | 35.41 | 8.68 | 9.16 | 10.26 | 9.25 | |
| LSTM2022.08 | 20.42 | 23.18 | 28.73 | 23.54 | 33.21 | 37.54 | 45.63 | 38.2 | 8.79 | 9.8 | 12.23 | 9.96 | |
| VAR2022.08 | 32.02 | 35.18 | 38.37 | 37.06 | 48.83 | 52.91 | 56.82 | 55.73 | 18.3 | 20.54 | 22.04 | 19.93 | |
| HI2022.08 | 49.02 | 49.03 | 49.06 | 49.04 | 71.16 | 71.18 | 71.2 | 71.18 | 22.73 | 22.75 | 22.79 | 22.75 |