Multivariate Long-Term Forecasting on ETTm1 T=192 (test)
0.327MSEGridTST
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GridTSTLookback length=336, Prediction length=1922024.05 | 0.327 | 0.368 | |
| PatchTSTLookback length=336, Prediction length=1922024.05 | 0.33 | 0.368 | |
| DLinearLookback length=336, Prediction length=1922024.05 | 0.335 | 0.365 | |
| iTransformerLookback length=336, Prediction length=1922024.05 | 0.344 | 0.382 | |
| CrossFormerLookback length=336, Prediction length=1922024.05 | 0.361 | 0.409 | |
| CP-NetInput length (I)=96, Forecasting length (O)=1922024.05 | 0.367 | 0.383 | |
| TimesNetInput length (I)=96, Forecasting length (O)=1922024.05 | 0.374 | 0.387 | |
| PatchTSTInput length (I)=96, Forecasting length (O)=1922024.05 | 0.374 | 0.388 | |
| DlinearInput length (I)=96, Forecasting length (O)=1922024.05 | 0.38 | 0.389 | |
| LightTSInput length (I)=96, Forecasting length (O)=1922024.05 | 0.4 | 0.407 | |
| FEDformerInput length (I)=96, Forecasting length (O)=1922024.05 | 0.426 | 0.441 | |
| AutoformerLookback length=336, Prediction length=1922024.05 | 0.514 | 0.495 | |
| AutoformerInput length (I)=96, Forecasting length (O)=1922024.05 | 0.553 | 0.496 | |
| PyraformerLookback length=336, Prediction length=1922024.05 | 0.557 | 0.537 | |
| InformerLookback length=336, Prediction length=1922024.05 | 0.725 | 0.619 |