Spatiotemporal Forecasting on E-PEMS-BAY (test)
0.916MAEStemGNN
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| StemGNNHorizon=12026.06 | 0.916 | 1.787 | 1.746 | |
| FDNHorizon=12026.06 | 0.937 | 1.875 | 1.757 | |
| TCNHorizon=12026.06 | 0.942 | 1.835 | 1.776 | |
| GRUHorizon=12026.06 | 0.974 | 1.912 | 1.826 | |
| SCINetHorizon=12026.06 | 0.987 | 1.962 | 1.866 | |
| LTSF DLinearHorizon=12026.06 | 1 | 1.945 | 1.987 | |
| AGCRNHorizon=12026.06 | 1.034 | 2.046 | 1.868 | |
| MTGNNHorizon=12026.06 | 1.185 | 2.707 | 2.199 | |
| FED-formerHorizon=12026.06 | 1.354 | 2.797 | 2.492 | |
| FDNHorizon=62026.06 | 1.475 | 3.106 | 3.076 | |
| StemGNNHorizon=62026.06 | 1.549 | 3.263 | 3.276 | |
| STGMHorizon=12026.06 | 1.558 | 2.909 | 2.398 | |
| GRUHorizon=62026.06 | 1.587 | 3.334 | 3.414 | |
| TCNHorizon=62026.06 | 1.588 | 3.279 | 3.502 | |
| SCINetHorizon=62026.06 | 1.598 | 3.402 | 3.181 | |
| LTSF DLinearHorizon=62026.06 | 1.689 | 3.493 | 3.664 | |
| AGCRNHorizon=62026.06 | 1.705 | 3.571 | 3.406 | |
| FDNHorizon=122026.06 | 1.792 | 3.857 | 3.803 | |
| MTGNNHorizon=62026.06 | 1.817 | 4.064 | 3.749 | |
| SCINetHorizon=122026.06 | 1.95 | 4.208 | 3.897 | |
| StemGNNHorizon=122026.06 | 1.971 | 4.245 | 4.125 | |
| A3T-GCNHorizon=12026.06 | 2.021 | 4.157 | 3.284 | |
| FED-formerHorizon=62026.06 | 2.021 | 4.232 | 3.974 | |
| T-GCNHorizon=12026.06 | 2.04 | 4.207 | 3.28 | |
| GRUHorizon=122026.06 | 2.076 | 4.459 | 4.465 | |
| AGCRNHorizon=122026.06 | 2.083 | 4.371 | 4.166 | |
| TCNHorizon=122026.06 | 2.117 | 4.555 | 4.655 | |
| LTSF DLinearHorizon=122026.06 | 2.225 | 4.684 | 4.858 | |
| FED-formerHorizon=122026.06 | 2.329 | 4.891 | 4.657 | |
| A3T-GCNHorizon=62026.06 | 2.383 | 5.005 | 4.218 | |
| T-GCNHorizon=62026.06 | 2.42 | 5.109 | 4.2 | |
| MTGNNHorizon=122026.06 | 2.604 | 5.929 | 5.364 | |
| T-GCNHorizon=122026.06 | 2.708 | 5.781 | 4.9 | |
| A3T-GCNHorizon=122026.06 | 2.719 | 5.774 | 4.955 | |
| STGMHorizon=62026.06 | 5.38 | 10.242 | 7.345 | |
| STGMHorizon=122026.06 | 12.531 | 21.043 | 16.393 |