Multivariate long-term forecasting on Illness v1 (test)
1.819MSESTELLA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| STELLAInput sequence length (T)=36, Predictive lengths (H)={24, 36, 48, 60}2025.12 | 1.819 | 0.814 | |
| TimeLLMInput sequence length (T)=36, Predictive lengths (H)={24, 36, 48, 60}2025.12 | 2 | 0.88 | |
| NSformerInput sequence length (T)=36, Predictive lengths (H)={24, 36, 48, 60}2025.12 | 2.077 | 0.914 | |
| TimesNetInput sequence length (T)=36, Predictive lengths (H)={24, 36, 48, 60}2025.12 | 2.139 | 0.931 | |
| iTransformerInput sequence length (T)=36, Predictive lengths (H)={24, 36, 48, 60}2025.12 | 2.183 | 0.943 | |
| PatchTSTInput sequence length (T)=36, Predictive lengths (H)={24, 36, 48, 60}2025.12 | 2.388 | 1.011 | |
| DLinearInput sequence length (T)=36, Predictive lengths (H)={24, 36, 48, 60}2025.12 | 2.616 | 1.09 | |
| GPT4TSInput sequence length (T)=36, Predictive lengths (H)={24, 36, 48, 60}2025.12 | 2.623 | 1.06 | |
| MICNInput sequence length (T)=36, Predictive lengths (H)={24, 36, 48, 60}2025.12 | 2.664 | 1.221 | |
| FEDformerInput sequence length (T)=36, Predictive lengths (H)={24, 36, 48, 60}2025.12 | 2.847 | 1.144 | |
| AutoformerInput sequence length (T)=36, Predictive lengths (H)={24, 36, 48, 60}2025.12 | 3.006 | 1.161 | |
| TiDEInput sequence length (T)=36, Predictive lengths (H)={24, 36, 48, 60}2025.12 | 4.02 | 1.454 | |
| CrossformerInput sequence length (T)=36, Predictive lengths (H)={24, 36, 48, 60}2025.12 | 4.431 | 1.429 | |
| ReformerInput sequence length (T)=36, Predictive lengths (H)={24, 36, 48, 60}2025.12 | 4.724 | 1.445 | |
| InformerInput sequence length (T)=36, Predictive lengths (H)={24, 36, 48, 60}2025.12 | 5.137 | 1.544 |