Multivariate long-term forecasting on ETTm1 T=720 (test)
0.417MSEGridTST
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GridTSTLookback length=336, Prediction length=7202024.05 | 0.417 | 0.428 | |
| PatchTSTLookback length=336, Prediction length=7202024.05 | 0.417 | 0.424 | |
| DLinearLookback length=336, Prediction length=7202024.05 | 0.425 | 0.423 | |
| iTransformerLookback length=336, Prediction length=7202024.05 | 0.438 | 0.437 | |
| CrossFormerLookback length=336, Prediction length=7202024.05 | 0.446 | 0.458 | |
| CP-NetInput length (I)=96, Forecasting length (O)=7202024.05 | 0.462 | 0.441 | |
| PatchTSTInput length (I)=96, Forecasting length (O)=7202024.05 | 0.462 | 0.44 | |
| DlinearInput length (I)=96, Forecasting length (O)=7202024.05 | 0.474 | 0.453 | |
| TimesNetInput length (I)=96, Forecasting length (O)=7202024.05 | 0.478 | 0.45 | |
| AutoformerLookback length=336, Prediction length=7202024.05 | 0.527 | 0.493 | |
| LightTSInput length (I)=96, Forecasting length (O)=7202024.05 | 0.527 | 0.502 | |
| FEDformerInput length (I)=96, Forecasting length (O)=7202024.05 | 0.543 | 0.49 | |
| AutoformerInput length (I)=96, Forecasting length (O)=7202024.05 | 0.671 | 0.561 | |
| PyraformerLookback length=336, Prediction length=7202024.05 | 0.908 | 0.724 | |
| InformerLookback length=336, Prediction length=7202024.05 | 1.133 | 0.845 |