Multivariate long-term forecasting on Electricity T=336 (test)
0.158MSEGridTST
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GridTSTLookback length=336, Prediction length=3362024.05 | 0.158 | 0.254 | |
| PatchTSTLookback length=336, Prediction length=3362024.05 | 0.166 | 0.259 | |
| DLinearLookback length=336, Prediction length=3362024.05 | 0.169 | 0.267 | |
| iTransformerLookback length=336, Prediction length=3362024.05 | 0.17 | 0.266 | |
| TimesNetInput length (I)=96, Forecasting length (O)=3362024.05 | 0.198 | 0.3 | |
| CP-NetInput length (I)=96, Forecasting length (O)=3362024.05 | 0.202 | 0.286 | |
| CrossFormerLookback length=336, Prediction length=3362024.05 | 0.205 | 0.324 | |
| DlinearInput length (I)=96, Forecasting length (O)=3362024.05 | 0.209 | 0.301 | |
| AutoformerLookback length=336, Prediction length=3362024.05 | 0.214 | 0.327 | |
| PatchTSTInput length (I)=96, Forecasting length (O)=3362024.05 | 0.214 | 0.304 | |
| FEDformerInput length (I)=96, Forecasting length (O)=3362024.05 | 0.214 | 0.329 | |
| LightTSInput length (I)=96, Forecasting length (O)=3362024.05 | 0.23 | 0.333 | |
| AutoformerInput length (I)=96, Forecasting length (O)=3362024.05 | 0.231 | 0.338 | |
| InformerLookback length=336, Prediction length=3362024.05 | 0.333 | 0.422 | |
| PyraformerLookback length=336, Prediction length=3362024.05 | 0.378 | 0.443 |