Time-series forecasting on COVID-19 Input Length 10 (test)
20.48RMSE (20 regions)SCINet
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| SCINetESE Augmentation=No ESE, Prediction Horizon=102026.06 | 20.48 | 60.85 | 5.51 | 19.36 | 56.65 | 4.2 | |
| PatchTSTESE Augmentation=No ESE, Prediction Horizon=102026.06 | 21.1 | 67.19 | 5.8 | 20.53 | 61.18 | 4.64 | |
| NlinearESE Augmentation=No ESE, Prediction Horizon=102026.06 | 21.87 | 52.43 | 4.96 | 19.06 | 50.22 | 3.76 | |
| DlinearESE Augmentation=No ESE, Prediction Horizon=102026.06 | 22.04 | 58.39 | 5.19 | 19.18 | 51.46 | 4.81 | |
| InformerESE Augmentation=No ESE, Prediction Horizon=102026.06 | 22.92 | 72.13 | 5.96 | 20.71 | 59.39 | 4.94 | |
| LSTMESE Augmentation=No ESE, Prediction Horizon=102026.06 | 23.07 | 59.44 | 5.75 | 20.95 | 51.13 | 4.48 | |
| TPGNNESE Augmentation=No ESE, Prediction Horizon=102026.06 | 23.25 | 64.05 | 5.84 | 21.61 | 57.41 | 4.97 | |
| TimeLLMESE Augmentation=No ESE, Prediction Horizon=102026.06 | 23.26 | 65.15 | 6.08 | 21.74 | 60.79 | 5.04 | |
| KVAEESE Augmentation=No ESE, Prediction Horizon=102026.06 | 23.27 | 60.72 | 5.76 | 22.32 | 58.54 | 5.23 | |
| FiLMESE Augmentation=No ESE, Prediction Horizon=102026.06 | 23.37 | 67.77 | 5.81 | 17 | 47.94 | 3.7 | |
| DeepARESE Augmentation=No ESE, Prediction Horizon=102026.06 | 24.88 | 61.9 | 6.12 | 19.4 | 52.81 | 5.6 | |
| ARIMAESE Augmentation=No ESE, Prediction Horizon=102026.06 | 25.08 | 71.01 | 6.68 | 24.72 | 63.19 | 6.44 | |
| SCINetESE Augmentation=With ESE, Prediction Horizon=102026.06 | 43.69 | 62.07 | 4.42 | 42.12 | 59.91 | 3.82 | |
| DlinearESE Augmentation=With ESE, Prediction Horizon=102026.06 | 48.06 | 60.83 | 4.47 | 44.94 | 54.27 | 4.18 | |
| InformerESE Augmentation=With ESE, Prediction Horizon=102026.06 | 48.91 | 60.33 | 4.53 | 46.65 | 56.45 | 4.3 | |
| NlinearESE Augmentation=With ESE, Prediction Horizon=102026.06 | 49.6 | 57.33 | 4.49 | 42.36 | 52.52 | 4.09 | |
| KVAEESE Augmentation=With ESE, Prediction Horizon=102026.06 | 50 | 61.58 | 4.72 | 42.43 | 59.51 | 4 | |
| DeepARESE Augmentation=With ESE, Prediction Horizon=102026.06 | 52.55 | 63.69 | 4.54 | 49.54 | 59.83 | 3.92 | |
| TPGNNESE Augmentation=With ESE, Prediction Horizon=102026.06 | 53.04 | 64.88 | 5.04 | 49.84 | 59.39 | 3.79 | |
| PatchTSTESE Augmentation=With ESE, Prediction Horizon=102026.06 | 53.04 | 59.6 | 6.86 | 48.56 | 51.74 | 3.62 | |
| TimeLLMESE Augmentation=With ESE, Prediction Horizon=102026.06 | 53.33 | 60.11 | 5.97 | 52.42 | 49.98 | 4.16 | |
| FiLMESE Augmentation=With ESE, Prediction Horizon=102026.06 | 53.83 | 61.01 | 5 | 42.11 | 52.43 | 3.94 | |
| VARPrediction Horizon=102026.06 | 55.18 | 78.13 | 8.14 | 49.42 | 67.56 | 7.34 | |
| LSTMESE Augmentation=With ESE, Prediction Horizon=102026.06 | 56.4 | 63.37 | 4.6 | 51.04 | 52.21 | 4.37 | |
| ARIMAESE Augmentation=With ESE, Prediction Horizon=102026.06 | 61.57 | 64.49 | 5.21 | 56.9 | 60.83 | 4.93 | |
| ESEPrediction Horizon=102026.06 | 61.89 | 66.57 | 5.99 | 59.83 | 60.47 | 5.08 |