Multivariate long-term forecasting on Weather T=192 (test)
0.191MSEGridTST
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GridTSTLookback length=336, Prediction length=1922024.05 | 0.191 | 0.241 | |
| PatchTSTLookback length=336, Prediction length=1922024.05 | 0.195 | 0.241 | |
| iTransformerLookback length=336, Prediction length=1922024.05 | 0.203 | 0.249 | |
| CrossFormerLookback length=336, Prediction length=1922024.05 | 0.215 | 0.289 | |
| TimesNetInput length (I)=96, Forecasting length (O)=1922024.05 | 0.219 | 0.261 | |
| DLinearLookback length=336, Prediction length=1922024.05 | 0.22 | 0.282 | |
| CP-NetInput length (I)=96, Forecasting length (O)=1922024.05 | 0.226 | 0.259 | |
| PatchTSTInput length (I)=96, Forecasting length (O)=1922024.05 | 0.226 | 0.259 | |
| LightTSInput length (I)=96, Forecasting length (O)=1922024.05 | 0.227 | 0.287 | |
| DlinearInput length (I)=96, Forecasting length (O)=1922024.05 | 0.237 | 0.296 | |
| FEDformerInput length (I)=96, Forecasting length (O)=1922024.05 | 0.276 | 0.336 | |
| AutoformerInput length (I)=96, Forecasting length (O)=1922024.05 | 0.307 | 0.367 | |
| AutoformerLookback length=336, Prediction length=1922024.05 | 0.325 | 0.37 | |
| InformerLookback length=336, Prediction length=1922024.05 | 0.419 | 0.454 | |
| PyraformerLookback length=336, Prediction length=1922024.05 | 0.622 | 0.624 |