Multivariate Time Series Forecasting on PEMS-BAY (Horizons 3, 6, 12)
1.26MAE Horizon 3STEP
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| STEP2022.06 | 1.26 | 2.73 | 2.59 | 1.55 | 3.58 | 3.43 | 1.79 | 4.2 | 4.18 | |
| Graph WaveNet2022.06 | 1.3 | 2.74 | 2.73 | 1.63 | 3.7 | 3.67 | 1.95 | 4.52 | 4.63 | |
| MTGNN2022.06 | 1.32 | 2.79 | 2.77 | 1.65 | 3.74 | 3.69 | 1.94 | 4.49 | 4.53 | |
| GMAN2022.06 | 1.34 | 2.91 | 2.86 | 1.63 | 3.76 | 3.68 | 1.86 | 4.32 | 4.37 | |
| GTS2022.06 | 1.34 | 2.83 | 2.82 | 1.66 | 3.78 | 3.77 | 1.95 | 4.43 | 4.58 | |
| STGCN2022.06 | 1.36 | 2.96 | 2.9 | 1.81 | 4.27 | 4.17 | 2.49 | 5.69 | 5.79 | |
| DCRNN2022.06 | 1.38 | 2.95 | 2.9 | 1.74 | 3.97 | 3.9 | 2.07 | 4.74 | 4.9 | |
| STSGCN2022.06 | 1.44 | 3.01 | 3.04 | 1.83 | 4.18 | 4.17 | 2.26 | 5.21 | 5.4 | |
| ASTGCN2022.06 | 1.52 | 3.13 | 3.22 | 2.01 | 4.27 | 4.48 | 2.61 | 5.42 | 6 | |
| VAR2022.06 | 1.74 | 3.16 | 3.6 | 2.32 | 4.25 | 5 | 2.93 | 5.44 | 6.5 | |
| SVR2022.06 | 1.85 | 3.59 | 3.8 | 2.48 | 5.18 | 5.5 | 3.28 | 7.08 | 8 | |
| HA2022.06 | 1.89 | 4.3 | 4.16 | 2.5 | 5.82 | 5.62 | 3.31 | 7.54 | 7.65 | |
| FC-LSTM2022.06 | 2.05 | 4.19 | 4.8 | 2.2 | 4.55 | 5.2 | 2.37 | 4.96 | 5.7 |