Multivariate long-term forecasting on Electricity T=192 (test)
0.142MSEGridTST
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GridTSTLookback length=336, Prediction length=1922024.05 | 0.142 | 0.237 | |
| PatchTSTLookback length=336, Prediction length=1922024.05 | 0.148 | 0.24 | |
| DLinearLookback length=336, Prediction length=1922024.05 | 0.153 | 0.249 | |
| iTransformerLookback length=336, Prediction length=1922024.05 | 0.155 | 0.249 | |
| TimesNetInput length (I)=96, Forecasting length (O)=1922024.05 | 0.184 | 0.289 | |
| CP-NetInput length (I)=96, Forecasting length (O)=1922024.05 | 0.186 | 0.269 | |
| CrossFormerLookback length=336, Prediction length=1922024.05 | 0.187 | 0.302 | |
| DlinearInput length (I)=96, Forecasting length (O)=1922024.05 | 0.196 | 0.285 | |
| PatchTSTInput length (I)=96, Forecasting length (O)=1922024.05 | 0.198 | 0.289 | |
| FEDformerInput length (I)=96, Forecasting length (O)=1922024.05 | 0.201 | 0.315 | |
| AutoformerLookback length=336, Prediction length=1922024.05 | 0.211 | 0.324 | |
| LightTSInput length (I)=96, Forecasting length (O)=1922024.05 | 0.213 | 0.316 | |
| AutoformerInput length (I)=96, Forecasting length (O)=1922024.05 | 0.222 | 0.334 | |
| InformerLookback length=336, Prediction length=1922024.05 | 0.327 | 0.417 | |
| PyraformerLookback length=336, Prediction length=1922024.05 | 0.386 | 0.443 |