Multivariate long-term forecasting on Electricity T=720 (test)
0.186MSEGridTST
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GridTSTLookback length=336, Prediction length=7202024.05 | 0.186 | 0.28 | |
| DLinearLookback length=336, Prediction length=7202024.05 | 0.203 | 0.301 | |
| iTransformerLookback length=336, Prediction length=7202024.05 | 0.207 | 0.3 | |
| PatchTSTLookback length=336, Prediction length=7202024.05 | 0.21 | 0.298 | |
| CrossFormerLookback length=336, Prediction length=7202024.05 | 0.211 | 0.338 | |
| TimesNetInput length (I)=96, Forecasting length (O)=7202024.05 | 0.22 | 0.32 | |
| AutoformerLookback length=336, Prediction length=7202024.05 | 0.236 | 0.342 | |
| CP-NetInput length (I)=96, Forecasting length (O)=7202024.05 | 0.243 | 0.319 | |
| DlinearInput length (I)=96, Forecasting length (O)=7202024.05 | 0.245 | 0.333 | |
| FEDformerInput length (I)=96, Forecasting length (O)=7202024.05 | 0.246 | 0.355 | |
| AutoformerInput length (I)=96, Forecasting length (O)=7202024.05 | 0.254 | 0.361 | |
| PatchTSTInput length (I)=96, Forecasting length (O)=7202024.05 | 0.256 | 0.336 | |
| LightTSInput length (I)=96, Forecasting length (O)=7202024.05 | 0.265 | 0.36 | |
| InformerLookback length=336, Prediction length=7202024.05 | 0.351 | 0.427 | |
| PyraformerLookback length=336, Prediction length=7202024.05 | 0.376 | 0.445 |