Multivariate forecasting on ILI
1.48MSEPatchTST
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PatchTST2024.02 | 1.48 | 0.807 | |
| GTTEvaluation Protocol=Zero-Shot2024.02 | 1.536 | 0.732 | |
| LeapTSInput length=36, Horizons=P ∈ {18, 24, 36, 48, 60}2026.05 | 1.556 | 0.738 | |
| LeapTSHorizon=AVG, Input sequence length=362026.05 | 1.556 | 0.738 | |
| GTTEvaluation Protocol=Fine-Tune2024.02 | 1.668 | 0.724 | |
| AmplifierInput length=36, Horizons=P ∈ {18, 24, 36, 48, 60}2026.05 | 1.686 | 0.806 | |
| AmplifierHorizon=AVG, Input sequence length=362026.05 | 1.686 | 0.806 | |
| iTransformerInput length=36, Horizons=P ∈ {18, 24, 36, 48, 60}2026.05 | 1.791 | 0.855 | |
| iTransformerHorizon=AVG, Input sequence length=362026.05 | 1.791 | 0.855 | |
| TimesNetInput length=36, Horizons=P ∈ {18, 24, 36, 48, 60}2026.05 | 1.814 | 0.85 | |
| TimesNetHorizon=AVG, Input sequence length=362026.05 | 1.814 | 0.85 | |
| GPT4TS2024.02 | 1.925 | 0.903 | |
| TimeMixerInput length=36, Horizons=P ∈ {18, 24, 36, 48, 60}2026.05 | 2.121 | 0.883 | |
| TimeMixerHorizon=AVG, Input sequence length=362026.05 | 2.121 | 0.883 | |
| TimesNet2024.02 | 2.139 | 0.931 | |
| PatchTSTInput length=36, Horizons=P ∈ {18, 24, 36, 48, 60}2026.05 | 2.166 | 0.878 | |
| PatchTSTHorizon=AVG, Input sequence length=362026.05 | 2.166 | 0.878 | |
| DLinear2024.02 | 2.169 | 1.041 | |
| AMDInput length=36, Horizons=P ∈ {18, 24, 36, 48, 60}2026.05 | 2.248 | 0.937 | |
| AMDHorizon=AVG, Input sequence length=362026.05 | 2.248 | 0.937 | |
| AutoformerInput length I=36, Prediction length O=482021.06 | 2.669 | 1.085 | |
| AutoformerInput length I=36, Prediction length O=602021.06 | 2.77 | 1.125 | |
| TSMixerInput length=36, Horizons=P ∈ {18, 24, 36, 48, 60}2026.05 | 2.845 | 1.145 | |
| TSMixerHorizon=AVG, Input sequence length=362026.05 | 2.845 | 1.145 | |
| Fedformer2024.02 | 2.847 | 1.144 | |
| AutoformerInput length I=36, Prediction length O=362021.06 | 3.103 | 1.148 | |
| Crossformer2024.02 | 3.387 | 1.236 | |
| AutoformerInput length I=36, Prediction length O=242021.06 | 3.483 | 1.287 | |
| ReformerInput length I=36, Prediction length O=242021.06 | 4.4 | 1.382 | |
| LogTransInput length I=36, Prediction length O=242021.06 | 4.48 | 1.444 | |
| DLinearInput length=36, Horizons=P ∈ {18, 24, 36, 48, 60}2026.05 | 4.735 | 1.633 | |
| DLinearHorizon=AVG, Input sequence length=362026.05 | 4.735 | 1.633 | |
| InformerInput length I=36, Prediction length O=362021.06 | 4.755 | 1.467 | |
| InformerInput length I=36, Prediction length O=482021.06 | 4.763 | 1.469 | |
| ReformerInput length I=36, Prediction length O=362021.06 | 4.783 | 1.448 | |
| LogTransInput length I=36, Prediction length O=362021.06 | 4.799 | 1.467 | |
| LogTransInput length I=36, Prediction length O=482021.06 | 4.8 | 1.468 | |
| ReformerInput length I=36, Prediction length O=482021.06 | 4.832 | 1.465 | |
| ReformerInput length I=36, Prediction length O=602021.06 | 4.882 | 1.483 | |
| InformerInput length I=36, Prediction length O=602021.06 | 5.264 | 1.564 | |
| LogTransInput length I=36, Prediction length O=602021.06 | 5.278 | 1.56 | |
| InformerInput length I=36, Prediction length O=242021.06 | 5.764 | 1.677 |