Multivariate long-term forecasting on ETTh1 T=336 (test)
0.436MSEGridTST
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GridTSTLookback length=336, Prediction length=3362024.05 | 0.436 | 0.44 | |
| DLinearLookback length=336, Prediction length=3362024.05 | 0.439 | 0.443 | |
| PatchTSTLookback length=336, Prediction length=3362024.05 | 0.44 | 0.44 | |
| FEDformerInput length (I)=96, Forecasting length (O)=3362024.05 | 0.459 | 0.465 | |
| iTransformerLookback length=336, Prediction length=3362024.05 | 0.463 | 0.462 | |
| CP-NetInput length (I)=96, Forecasting length (O)=3362024.05 | 0.479 | 0.45 | |
| CrossFormerLookback length=336, Prediction length=3362024.05 | 0.481 | 0.472 | |
| DlinearInput length (I)=96, Forecasting length (O)=3362024.05 | 0.481 | 0.459 | |
| AutoformerLookback length=336, Prediction length=3362024.05 | 0.486 | 0.487 | |
| TimesNetInput length (I)=96, Forecasting length (O)=3362024.05 | 0.491 | 0.469 | |
| PatchTSTInput length (I)=96, Forecasting length (O)=3362024.05 | 0.5 | 0.465 | |
| LightTSInput length (I)=96, Forecasting length (O)=3362024.05 | 0.518 | 0.488 | |
| AutoformerInput length (I)=96, Forecasting length (O)=3362024.05 | 0.521 | 0.496 | |
| PyraformerLookback length=336, Prediction length=3362024.05 | 0.891 | 0.738 | |
| InformerLookback length=336, Prediction length=3362024.05 | 1.038 | 0.784 |