Forecasting on Exchange (test)
0.0972MSESAN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SANBackbone=PatchTST, Prediction Horizon (H)=962026.05 | 0.0972 | — | |
| RevINBackbone=PatchTST, Prediction Horizon (H)=962026.05 | 0.098 | — | |
| NoRINBackbone=PatchTST, Prediction Horizon (H)=962026.05 | 0.0982 | — | |
| NoRINBackbone=iTransformer, Prediction Horizon (H)=962026.05 | 0.1133 | — | |
| RevINBackbone=iTransformer, Prediction Horizon (H)=962026.05 | 0.1296 | — | |
| NoRINBackbone=Informer, Prediction Horizon (H)=962026.05 | 0.1795 | — | |
| SANBackbone=iTransformer, Prediction Horizon (H)=962026.05 | 0.183 | — | |
| RevINBackbone=Informer, Prediction Horizon (H)=962026.05 | 0.2083 | — | |
| SANBackbone=Informer, Prediction Horizon (H)=962026.05 | 0.2223 | — | |
| NoRINBackbone=iTransformer, Prediction Horizon (H)=3362026.05 | 0.355 | — | |
| NoRINBackbone=PatchTST, Prediction Horizon (H)=3362026.05 | 0.3665 | — | |
| RevINBackbone=PatchTST, Prediction Horizon (H)=3362026.05 | 0.3698 | — | |
| SANBackbone=PatchTST, Prediction Horizon (H)=3362026.05 | 0.3701 | — | |
| RevINBackbone=iTransformer, Prediction Horizon (H)=3362026.05 | 0.4019 | — | |
| NoRINBackbone=Informer, Prediction Horizon (H)=3362026.05 | 0.4124 | — | |
| NoneBackbone=PatchTST, Prediction Horizon (H)=962026.05 | 0.4299 | — | |
| SANBackbone=iTransformer, Prediction Horizon (H)=3362026.05 | 0.463 | — | |
| RevINBackbone=Informer, Prediction Horizon (H)=3362026.05 | 0.504 | — | |
| SANBackbone=Informer, Prediction Horizon (H)=3362026.05 | 0.5379 | — | |
| NoRINBackbone=iTransformer, Prediction Horizon (H)=7202026.05 | 0.8746 | — | |
| Dish-TSBackbone=PatchTST, Prediction Horizon (H)=962026.05 | 0.9323 | — | |
| NoneBackbone=Informer, Prediction Horizon (H)=962026.05 | 0.9383 | — | |
| NoRINBackbone=PatchTST, Prediction Horizon (H)=7202026.05 | 0.9416 | — | |
| NoneBackbone=iTransformer, Prediction Horizon (H)=962026.05 | 0.9567 | — | |
| NoRINBackbone=Informer, Prediction Horizon (H)=7202026.05 | 0.9617 | — | |
| SANBackbone=PatchTST, Prediction Horizon (H)=7202026.05 | 1.1436 | — | |
| RevINBackbone=PatchTST, Prediction Horizon (H)=7202026.05 | 1.147 | — | |
| SANBackbone=iTransformer, Prediction Horizon (H)=7202026.05 | 1.1484 | — | |
| RevINBackbone=iTransformer, Prediction Horizon (H)=7202026.05 | 1.1674 | — | |
| SANBackbone=Informer, Prediction Horizon (H)=7202026.05 | 1.1761 | — | |
| NoneBackbone=PatchTST, Prediction Horizon (H)=3362026.05 | 1.1995 | — | |
| RevINBackbone=Informer, Prediction Horizon (H)=7202026.05 | 1.2155 | — | |
| NoneBackbone=Informer, Prediction Horizon (H)=3362026.05 | 1.2922 | — | |
| NoneBackbone=iTransformer, Prediction Horizon (H)=3362026.05 | 1.5746 | — | |
| NoneBackbone=Informer, Prediction Horizon (H)=7202026.05 | 1.6406 | — | |
| NoneBackbone=PatchTST, Prediction Horizon (H)=7202026.05 | 1.7657 | — | |
| Dish-TSBackbone=Informer, Prediction Horizon (H)=3362026.05 | 1.907 | — | |
| NoneBackbone=iTransformer, Prediction Horizon (H)=7202026.05 | 2.2124 | — | |
| Dish-TSBackbone=iTransformer, Prediction Horizon (H)=962026.05 | 2.2455 | — | |
| Dish-TSBackbone=Informer, Prediction Horizon (H)=7202026.05 | 2.9038 | — | |
| Dish-TSBackbone=Informer, Prediction Horizon (H)=962026.05 | 3.0874 | — | |
| DeStatBackbone=PatchTST, Prediction Horizon (H)=962026.05 | 3.2046 | — | |
| DeStatBackbone=iTransformer, Prediction Horizon (H)=962026.05 | 3.2907 | — | |
| DeStatBackbone=PatchTST, Prediction Horizon (H)=3362026.05 | 3.312 | — | |
| DeStatBackbone=iTransformer, Prediction Horizon (H)=3362026.05 | 3.3524 | — | |
| DeStatBackbone=PatchTST, Prediction Horizon (H)=7202026.05 | 3.5781 | — | |
| DeStatBackbone=iTransformer, Prediction Horizon (H)=7202026.05 | 3.5816 | — | |
| DeStatBackbone=Informer, Prediction Horizon (H)=7202026.05 | 3.7798 | — | |
| DeStatBackbone=Informer, Prediction Horizon (H)=3362026.05 | 4.5115 | — | |
| Dish-TSBackbone=PatchTST, Prediction Horizon (H)=7202026.05 | 5.0858 | — | |
| DeStatBackbone=Informer, Prediction Horizon (H)=962026.05 | 5.528 | — | |
| Dish-TSBackbone=PatchTST, Prediction Horizon (H)=3362026.05 | 6.0701 | — | |
| Dish-TSBackbone=iTransformer, Prediction Horizon (H)=3362026.05 | 6.2921 | — | |
| Dish-TSBackbone=iTransformer, Prediction Horizon (H)=7202026.05 | 8.3912 | — | |
| DRL-STAF2026.05 | 13.2381 | 1.6438 | |
| NCTRL2026.05 | 13.6292 | 1.8486 | |
| Markovian-RNN2026.05 | 28.1406 | 2.5361 | |
| NHMM2026.05 | 100.0099 | 4.4926 | |
| CHMM2026.05 | 293.5766 | 8.5851 | |
| Parallel HOHMM2026.05 | 294.0307 | 8.5905 | |
| Parallel HMM2026.05 | 294.0451 | 8.6701 | |
| Parallel HSMM2026.05 | 366.7165 | 9.9193 | |
| DEN-HMM2026.05 | 470.4355 | 11.5619 |