Multivariate Time Series Forecasting on PEMS-BAY (H3, H6, H12, and Averages)
1.3MAE @ 3GWNet
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| GWNet2022.08 | 1.3 | 1.63 | 1.95 | 1.58 | 2.78 | 3.73 | 4.52 | 3.65 | 2.71 | 3.66 | 4.63 | 3.52 | |
| STID2022.08 | 1.3 | 1.62 | 1.89 | 1.55 | 2.81 | 3.72 | 4.4 | 3.62 | 2.73 | 3.68 | 4.47 | 3.51 | |
| DCRNN2022.08 | 1.31 | 1.67 | 1.99 | 1.62 | 2.8 | 3.81 | 4.66 | 3.74 | 2.73 | 3.75 | 4.73 | 3.61 | |
| GMAN2022.08 | 1.34 | 1.65 | 1.89 | 1.58 | 2.92 | 3.81 | 4.38 | 3.75 | 2.88 | 3.71 | 4.51 | 3.69 | |
| MTGNN2022.08 | 1.34 | 1.67 | 1.97 | 1.6 | 2.84 | 3.79 | 4.55 | 3.7 | 2.8 | 3.74 | 4.57 | 3.57 | |
| STNorm2022.08 | 1.34 | 1.67 | 1.96 | 1.6 | 2.88 | 3.83 | 4.52 | 3.71 | 2.82 | 3.75 | 4.62 | 3.6 | |
| STGCN2022.08 | 1.35 | 1.69 | 2.01 | 1.63 | 2.88 | 3.83 | 4.56 | 3.73 | 2.88 | 3.85 | 4.74 | 3.69 | |
| AGCRN2022.08 | 1.37 | 1.7 | 1.99 | 1.63 | 2.93 | 3.89 | 4.64 | 3.78 | 2.95 | 3.88 | 4.72 | 3.73 | |
| StemGNN2022.08 | 1.44 | 1.93 | 2.57 | 1.92 | 3.12 | 4.38 | 5.88 | 4.46 | 3.08 | 4.54 | 6.55 | 4.54 | |
| VAR2022.08 | 1.74 | 2.32 | 2.93 | 2.21 | 3.16 | 4.25 | 5.44 | 4.12 | 3.6 | 5 | 6.5 | 5.01 | |
| LSTM2022.08 | 2.05 | 2.2 | 2.37 | 2.18 | 4.19 | 4.55 | 4.96 | 4.47 | 4.8 | 5.2 | 5.7 | 5.04 | |
| HI2022.08 | 3.06 | 3.06 | 3.05 | 3.06 | 7.05 | 7.05 | 7.03 | 7.04 | 6.85 | 6.84 | 6.83 | 6.84 |