Multivariate Time Series Forecasting on COVID-19
0.123MAEFourierGNN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FourierGNNInput length=12, Prediction length=122023.11 | 0.123 | 0.168 | 71.52 | — | |
| ReformerInput length=12, Prediction length=122023.11 | 0.152 | 0.209 | 132.78 | — | |
| AutoformerInput length=12, Prediction length=122023.11 | 0.159 | 0.211 | 136.24 | — | |
| FEDformerInput length=12, Prediction length=122023.11 | 0.16 | 0.219 | 134.45 | — | |
| DeepGLOInput length=12, Prediction length=122023.11 | 0.169 | 0.253 | 75.19 | — | |
| InformerInput length=12, Prediction length=122023.11 | 0.2 | 0.259 | 155.55 | — | |
| GraphWaveNetInput length=12, Prediction length=122023.11 | 0.201 | 0.255 | 100.83 | — | |
| SFMInput length=12, Prediction length=122023.11 | 0.205 | 0.308 | 76.08 | — | |
| VARInput length=12, Prediction length=122023.11 | 0.226 | 0.326 | 191.95 | — | |
| LSTNetInput length=12, Prediction length=122023.11 | 0.248 | 0.305 | 89.04 | — | |
| AGCRNInput length=12, Prediction length=122023.11 | 0.254 | 0.309 | 83.37 | — | |
| TCNInput length=12, Prediction length=122023.11 | 0.317 | 0.354 | 151.78 | — | |
| MTGNNInput length=12, Prediction length=122023.11 | 0.394 | 0.488 | 88.13 | — | |
| StemGNNInput length=12, Prediction length=122023.11 | 0.421 | 0.508 | 141.01 | — | |
| LeapTSInput length=96, Horizons=P ∈ {18, 24, 36, 48, 60}2026.05 | 1.174 | — | — | 4.071 | |
| iTransformerInput length=96, Horizons=P ∈ {18, 24, 36, 48, 60}2026.05 | 1.23 | — | — | 4.054 | |
| PatchTSTInput length=96, Horizons=P ∈ {18, 24, 36, 48, 60}2026.05 | 1.243 | — | — | 4.317 | |
| AmplifierInput length=96, Horizons=P ∈ {18, 24, 36, 48, 60}2026.05 | 1.263 | — | — | 4.302 | |
| AMDInput length=96, Horizons=P ∈ {18, 24, 36, 48, 60}2026.05 | 1.304 | — | — | 5.01 | |
| TSMixerInput length=96, Horizons=P ∈ {18, 24, 36, 48, 60}2026.05 | 1.86 | — | — | 8.932 | |
| TimesNetInput length=96, Horizons=P ∈ {18, 24, 36, 48, 60}2026.05 | 1.872 | — | — | 9.181 | |
| DLinearInput length=96, Horizons=P ∈ {18, 24, 36, 48, 60}2026.05 | 2.001 | — | — | 10.16 | |
| TimeMixerInput length=96, Horizons=P ∈ {18, 24, 36, 48, 60}2026.05 | 2.012 | — | — | 10.017 |