Multivariate Long-Term Forecasting on ETTm1 T=336 (test)
0.36MSEGridTST
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GridTSTLookback length=336, Prediction length=3362024.05 | 0.36 | 0.388 | |
| PatchTSTLookback length=336, Prediction length=3362024.05 | 0.365 | 0.391 | |
| DLinearLookback length=336, Prediction length=3362024.05 | 0.369 | 0.386 | |
| iTransformerLookback length=336, Prediction length=3362024.05 | 0.378 | 0.403 | |
| CrossFormerLookback length=336, Prediction length=3362024.05 | 0.392 | 0.425 | |
| CP-NetInput length (I)=96, Forecasting length (O)=3362024.05 | 0.4 | 0.406 | |
| PatchTSTInput length (I)=96, Forecasting length (O)=3362024.05 | 0.406 | 0.405 | |
| TimesNetInput length (I)=96, Forecasting length (O)=3362024.05 | 0.41 | 0.411 | |
| DlinearInput length (I)=96, Forecasting length (O)=3362024.05 | 0.413 | 0.413 | |
| LightTSInput length (I)=96, Forecasting length (O)=3362024.05 | 0.438 | 0.438 | |
| FEDformerInput length (I)=96, Forecasting length (O)=3362024.05 | 0.445 | 0.459 | |
| AutoformerLookback length=336, Prediction length=3362024.05 | 0.51 | 0.492 | |
| AutoformerInput length (I)=96, Forecasting length (O)=3362024.05 | 0.621 | 0.537 | |
| PyraformerLookback length=336, Prediction length=3362024.05 | 0.754 | 0.655 | |
| InformerLookback length=336, Prediction length=3362024.05 | 1.005 | 0.741 |