Univariate Time Series Forecasting on ETTh2
0.127MSEPatchTST
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PatchTSTInput length (H)=96, Prediction length (F)=962024.02 | 0.127 | 0.273 | |
| PathformerInput length (H)=96, Prediction length (F)=962024.02 | 0.128 | 0.274 | |
| FEDformerInput length (H)=96, Prediction length (F)=962024.02 | 0.128 | 0.271 | |
| AutoformerInput length (H)=96, Prediction length (F)=962024.02 | 0.153 | 0.306 | |
| CF-JEPAAvg (MSE)=0.36, Avg (MAE)=0.38, Rank (MSE)=3.17, Rank (MAE)=3.19, Rank (w/o CoST) (MSE)=2.56, Rank (w/o CoST) (MAE)=2.582026.06 | 0.17 | 0.32 | |
| PathformerInput length (H)=96, Prediction length (F)=1922024.02 | 0.177 | 0.33 | |
| PatchTSTInput length (H)=96, Prediction length (F)=1922024.02 | 0.178 | 0.328 | |
| PathformerInput length (H)=96, Prediction length (F)=3362024.02 | 0.18 | 0.34 | |
| MinusformerInput Length=96, Prediction Length=Avg2024.02 | 0.185 | 0.337 | |
| MinusformerInput length=962024.02 | 0.185 | 0.337 | |
| FEDformerInput length (H)=96, Prediction length (F)=1922024.02 | 0.185 | 0.33 | |
| TS2VecAvg=0.39, Rank=5.60, Rank (w/o CoST)=4.752026.06 | 0.19 | — | |
| PeriodformerInput Length=144, Prediction Length=Avg2024.02 | 0.192 | 0.343 | |
| PeriodformerInput length=14402024.02 | 0.192 | 0.343 | |
| AutoformerInput length (H)=96, Prediction length (F)=1922024.02 | 0.204 | 0.351 | |
| FEDformerInput Length=96, Prediction Length=Avg2024.02 | 0.206 | 0.35 | |
| FEDformerInput length=962024.02 | 0.206 | 0.35 | |
| PathformerInput length (H)=96, Prediction length (F)=7202024.02 | 0.213 | 0.371 | |
| AutoformerInput Length=96, Prediction Length=Avg2024.02 | 0.218 | 0.364 | |
| AutoformerInput length=962024.02 | 0.218 | 0.364 | |
| PatchTSTInput length (H)=96, Prediction length (F)=3362024.02 | 0.221 | 0.374 | |
| FEDformerInput length (H)=96, Prediction length (F)=3362024.02 | 0.231 | 0.378 | |
| InformerInput Length=96, Prediction Length=Avg2024.02 | 0.243 | 0.4 | |
| InformerInput length=962024.02 | 0.243 | 0.4 | |
| AutoformerInput length (H)=96, Prediction length (F)=3362024.02 | 0.246 | 0.389 | |
| PatchTSTInput length (H)=96, Prediction length (F)=7202024.02 | 0.25 | 0.403 | |
| LogTransInput Length=96, Prediction Length=Avg2024.02 | 0.252 | 0.408 | |
| LogTransInput length=962024.02 | 0.252 | 0.408 | |
| AutoformerInput length (H)=96, Prediction length (F)=7202024.02 | 0.268 | 0.409 | |
| FEDformerInput length (H)=96, Prediction length (F)=7202024.02 | 0.278 | 0.42 | |
| ReformerInput Length=96, Prediction Length=Avg2024.02 | 3.472 | 1.283 | |
| ReformerInput length=962024.02 | 3.472 | 1.283 |