Multivariate long-term forecasting on ETTh1 T=720 (test)
0.35MSEMoHETS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MoHETSPrediction Length=962026.01 | 0.35 | 0.383 | |
| TimeMixerPrediction Length=962026.01 | 0.375 | 0.4 | |
| MoHETSPrediction Length=1922026.01 | 0.376 | 0.404 | |
| FEDformerPrediction Length=962026.01 | 0.376 | 0.419 | |
| SOFTSPrediction Length=962026.01 | 0.381 | 0.399 | |
| TimeXerPrediction Length=962026.01 | 0.382 | 0.403 | |
| MoHETSPrediction Length=Avg.2026.01 | 0.383 | 0.412 | |
| TimesNetPrediction Length=962026.01 | 0.384 | 0.402 | |
| iTransformerPrediction Length=962026.01 | 0.386 | 0.405 | |
| DLinearPrediction Length=962026.01 | 0.386 | 0.4 | |
| MoHETSPrediction Length=3362026.01 | 0.393 | 0.418 | |
| MoHETSPrediction Length=7202026.01 | 0.414 | 0.441 | |
| PatchTSTPrediction Length=962026.01 | 0.414 | 0.419 | |
| CrossformerPrediction Length=962026.01 | 0.423 | 0.448 | |
| HiMTM2024.01 | 0.425 | 0.447 | |
| TimeXerPrediction Length=Avg.2026.01 | 0.437 | 0.437 | |
| FEDformerPrediction Length=Avg.2026.01 | 0.44 | 0.459 | |
| PatchTST2024.01 | 0.447 | 0.466 | |
| TimeMixerPrediction Length=Avg.2026.01 | 0.448 | 0.442 | |
| SOFTSPrediction Length=Avg.2026.01 | 0.449 | 0.442 | |
| GridTSTLookback length=336, Prediction length=7202024.05 | 0.451 | 0.464 | |
| iTransformerPrediction Length=Avg.2026.01 | 0.454 | 0.447 | |
| TimesNetPrediction Length=Avg.2026.01 | 0.454 | 0.45 | |
| DLinearPrediction Length=Avg.2026.01 | 0.455 | 0.451 | |
| PatchTSTLookback length=336, Prediction length=7202024.05 | 0.456 | 0.471 | |
| PatchTSTPrediction Length=Avg.2026.01 | 0.469 | 0.454 | |
| DLinearLookback length=336, Prediction length=7202024.05 | 0.472 | 0.49 | |
| DLinear2024.01 | 0.472 | 0.49 | |
| TiDEPrediction Length=962026.01 | 0.479 | 0.464 | |
| CrossFormerLookback length=336, Prediction length=7202024.05 | 0.481 | 0.512 | |
| CP-NetInput length (I)=96, Forecasting length (O)=7202024.05 | 0.49 | 0.473 | |
| iTransformerLookback length=336, Prediction length=7202024.05 | 0.496 | 0.501 | |
| PatchTSTInput length (I)=96, Forecasting length (O)=7202024.05 | 0.498 | 0.487 | |
| FEDformerInput length (I)=96, Forecasting length (O)=7202024.05 | 0.506 | 0.507 | |
| Fedformer2024.01 | 0.506 | 0.507 | |
| Crossformer2024.01 | 0.508 | 0.514 | |
| MTSMixer2024.01 | 0.51 | 0.506 | |
| AutoformerInput length (I)=96, Forecasting length (O)=7202024.05 | 0.514 | 0.512 | |
| Autoformer2024.01 | 0.514 | 0.512 | |
| AutoformerLookback length=336, Prediction length=7202024.05 | 0.515 | 0.517 | |
| DlinearInput length (I)=96, Forecasting length (O)=7202024.05 | 0.519 | 0.516 | |
| TimesNetInput length (I)=96, Forecasting length (O)=7202024.05 | 0.521 | 0.5 | |
| TimesNet2024.01 | 0.521 | 0.5 | |
| CrossformerPrediction Length=Avg.2026.01 | 0.529 | 0.522 | |
| TiDEPrediction Length=Avg.2026.01 | 0.54 | 0.507 | |
| Scaleformer2024.01 | 0.544 | 0.528 | |
| LightTSInput length (I)=96, Forecasting length (O)=7202024.05 | 0.547 | 0.533 | |
| MICN2024.01 | 0.599 | 0.576 | |
| PyraformerLookback length=336, Prediction length=7202024.05 | 0.963 | 0.782 | |
| InformerLookback length=336, Prediction length=7202024.05 | 1.144 | 0.857 | |
| Informer2024.01 | 1.181 | 0.865 |