Short-term forecasting on COVID-19
0.123MAEFreTS
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FreTSInput length=12, Prediction length=122023.11 | 0.123 | 0.167 | — | |
| ReformerInput length=12, Prediction length=122023.11 | 0.152 | 0.209 | — | |
| AutoformerInput length=12, Prediction length=122023.11 | 0.159 | 0.211 | — | |
| FEDformerInput length=12, Prediction length=122023.11 | 0.16 | 0.219 | — | |
| DeepGLOInput length=12, Prediction length=122023.11 | 0.169 | 0.253 | — | |
| InformerInput length=12, Prediction length=122023.11 | 0.2 | 0.259 | — | |
| GraphWaveNetInput length=12, Prediction length=122023.11 | 0.201 | 0.255 | — | |
| SFMInput length=12, Prediction length=122023.11 | 0.205 | 0.308 | — | |
| VARInput length=12, Prediction length=122023.11 | 0.226 | 0.326 | — | |
| LSTNetInput length=12, Prediction length=122023.11 | 0.248 | 0.305 | — | |
| AGCRNInput length=12, Prediction length=122023.11 | 0.254 | 0.309 | — | |
| TCNInput length=12, Prediction length=122023.11 | 0.317 | 0.354 | — | |
| MTGNNInput length=12, Prediction length=122023.11 | 0.394 | 0.488 | — | |
| StemGNNInput length=12, Prediction length=122023.11 | 0.421 | 0.508 | — | |
| vLinearInput Length=12 and 36, Prediction Horizon={3,6,9,12} and {24,36,48,60}, Averaging Protocol=Averaged across 8 horizons2026.01 | 1.187 | — | 4.834 | |
| OLinearInput Length=12 and 36, Prediction Horizon={3,6,9,12} and {24,36,48,60}, Averaging Protocol=Averaged across 8 horizons2026.01 | 1.211 | — | 5.187 | |
| LeddamInput Length=12 and 36, Prediction Horizon={3,6,9,12} and {24,36,48,60}, Averaging Protocol=Averaged across 8 horizons2026.01 | 1.285 | — | 5.251 | |
| FredformerInput Length=12 and 36, Prediction Horizon={3,6,9,12} and {24,36,48,60}, Averaging Protocol=Averaged across 8 horizons2026.01 | 1.287 | — | 5.279 | |
| iTrans.Input Length=12 and 36, Prediction Horizon={3,6,9,12} and {24,36,48,60}, Averaging Protocol=Averaged across 8 horizons2026.01 | 1.293 | — | 5.301 | |
| CARDInput Length=12 and 36, Prediction Horizon={3,6,9,12} and {24,36,48,60}, Averaging Protocol=Averaged across 8 horizons2026.01 | 1.314 | — | 5.536 | |
| FilterNetInput Length=12 and 36, Prediction Horizon={3,6,9,12} and {24,36,48,60}, Averaging Protocol=Averaged across 8 horizons2026.01 | 1.322 | — | 5.607 | |
| TimeMixerInput Length=12 and 36, Prediction Horizon={3,6,9,12} and {24,36,48,60}, Averaging Protocol=Averaged across 8 horizons2026.01 | 1.35 | — | 5.919 | |
| PatchTSTInput Length=12 and 36, Prediction Horizon={3,6,9,12} and {24,36,48,60}, Averaging Protocol=Averaged across 8 horizons2026.01 | 1.362 | — | 5.836 | |
| TimeMix.++Input Length=12 and 36, Prediction Horizon={3,6,9,12} and {24,36,48,60}, Averaging Protocol=Averaged across 8 horizons2026.01 | 1.369 | — | 5.974 | |
| TimesNetInput Length=12 and 36, Prediction Horizon={3,6,9,12} and {24,36,48,60}, Averaging Protocol=Averaged across 8 horizons2026.01 | 1.369 | — | 6.106 | |
| DLinearInput Length=12 and 36, Prediction Horizon={3,6,9,12} and {24,36,48,60}, Averaging Protocol=Averaged across 8 horizons2026.01 | 1.601 | — | 8.279 |