Time Series Forecasting on Illness (ILI) (test)
0.819MSEPatchTST + LIFT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PatchTST + LIFTBackbone=PatchTST, Prediction Length=6, LIFT enhancement=true2024.01 | 0.819 | 0.543 | |
| PatchTSTBackbone=PatchTST, Prediction Length=62024.01 | 0.909 | 0.562 | |
| DLinear + LIFTBackbone=DLinear, Prediction Length=6, LIFT enhancement=true2024.01 | 0.974 | 0.645 | |
| DLinearBackbone=DLinear, Prediction Length=62024.01 | 1.115 | 0.713 | |
| PatchTST + LIFTBackbone=PatchTST, Prediction Length=12, LIFT enhancement=true2024.01 | 1.378 | 0.726 | |
| PatchTSTBackbone=PatchTST, Prediction Length=122024.01 | 1.523 | 0.764 | |
| PatchTST + LIFTBackbone=PatchTST, Prediction Length=36, LIFT enhancement=true2024.01 | 1.629 | 0.83 | |
| PatchTSTBackbone=PatchTST, Prediction Length=362024.01 | 1.651 | 0.857 | |
| PatchTST + LIFTBackbone=PatchTST, Prediction Length=48, LIFT enhancement=true2024.01 | 1.668 | 0.844 | |
| PatchTST + LIFTBackbone=PatchTST, Prediction Length=24, LIFT enhancement=true2024.01 | 1.677 | 0.841 | |
| DLinear + LIFTBackbone=DLinear, Prediction Length=12, LIFT enhancement=true2024.01 | 1.705 | 0.904 | |
| PatchTSTBackbone=PatchTST, Prediction Length=482024.01 | 1.711 | 0.859 | |
| PatchTSTBackbone=PatchTST, Prediction Length=242024.01 | 1.767 | 0.83 | |
| PatchTST + LIFTBackbone=PatchTST, Prediction Length=60, LIFT enhancement=true2024.01 | 1.77 | 0.88 | |
| PatchTSTBackbone=PatchTST, Prediction Length=602024.01 | 1.816 | 0.884 | |
| DLinearBackbone=DLinear, Prediction Length=122024.01 | 1.844 | 0.941 | |
| PatchTSTVariant=BSA2024.10 | 1.974 | 0.866 | |
| PatchTSTVariant=base2024.10 | 2.016 | 0.88 | |
| DLinear + LIFTBackbone=DLinear, Prediction Length=24, LIFT enhancement=true2024.01 | 2.083 | 1.002 | |
| DLinear + LIFTBackbone=DLinear, Prediction Length=36, LIFT enhancement=true2024.01 | 2.172 | 1.033 | |
| DLinear + LIFTBackbone=DLinear, Prediction Length=48, LIFT enhancement=true2024.01 | 2.187 | 1.052 | |
| DLinearBackbone=DLinear, Prediction Length=242024.01 | 2.215 | 1.081 | |
| DLinearBackbone=DLinear, Prediction Length=362024.01 | 2.301 | 1.076 | |
| DLinearBackbone=DLinear, Prediction Length=482024.01 | 2.316 | 1.091 | |
| DLinear + LIFTBackbone=DLinear, Prediction Length=60, LIFT enhancement=true2024.01 | 2.342 | 1.094 | |
| DLinearBackbone=DLinear, Prediction Length=602024.01 | 2.445 | 1.123 | |
| iTransformerVariant=base2024.10 | 2.454 | 0.947 | |
| iTransformerVariant=BSA2024.10 | 2.54 | 0.957 | |
| RLinearVariant=BSA2024.10 | 2.605 | 1.005 | |
| RLinearVariant=base2024.10 | 2.637 | 1.013 | |
| TimesNetVariant=base2024.10 | 2.719 | 0.942 | |
| TimesNetVariant=BSA2024.10 | 2.72 | 0.938 | |
| DLinearVariant=BSA2024.10 | 2.797 | 1.114 | |
| DLinearVariant=base2024.10 | 2.849 | 1.111 | |
| CrossformerVariant=BSA2024.10 | 4.809 | 1.489 | |
| FreTSVariant=BSA2024.10 | 4.93 | 1.591 | |
| CrossformerVariant=base2024.10 | 4.946 | 1.518 | |
| FreTSVariant=base2024.10 | 5.073 | 1.603 |