Time-series forecasting on COVID-19 Input Length 20 (test)
49.79RMSE (20 regions)Nlinear
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| NlinearESE Augmentation=No ESE, Prediction Horizon=102026.06 | 49.79 | 63.18 | 6.45 | 47.39 | 59.69 | 5.25 | |
| PatchTSTESE Augmentation=No ESE, Prediction Horizon=102026.06 | 50.31 | 70.11 | 6.94 | 43.36 | 64.12 | 6.28 | |
| NlinearESE Augmentation=With ESE, Prediction Horizon=102026.06 | 50.42 | 62.04 | 4.77 | 43.05 | 53.79 | 4.24 | |
| DlinearESE Augmentation=No ESE, Prediction Horizon=102026.06 | 50.66 | 63.52 | 6.46 | 47.5 | 59.52 | 5.31 | |
| TimeLLMESE Augmentation=With ESE, Prediction Horizon=102026.06 | 52.64 | 65.63 | 5.74 | 49.74 | 55.61 | 4.32 | |
| FiLMESE Augmentation=No ESE, Prediction Horizon=102026.06 | 52.91 | 68.19 | 6.44 | 46.15 | 56.51 | 5.49 | |
| TimeLLMESE Augmentation=No ESE, Prediction Horizon=102026.06 | 53.11 | 68.47 | 6.77 | 46.82 | 62.17 | 5.93 | |
| SCINetESE Augmentation=No ESE, Prediction Horizon=102026.06 | 53.32 | 69.22 | 6.8 | 50.05 | 63.89 | 6.49 | |
| PatchTSTESE Augmentation=With ESE, Prediction Horizon=102026.06 | 53.37 | 64.31 | 5.01 | 48.91 | 57.96 | 4.7 | |
| LSTMESE Augmentation=No ESE, Prediction Horizon=102026.06 | 54.39 | 75.39 | 6.93 | 53.15 | 64.56 | 6.03 | |
| SCINetESE Augmentation=With ESE, Prediction Horizon=102026.06 | 54.73 | 63.95 | 4.88 | 52.05 | 51.63 | 4.29 | |
| DeepARESE Augmentation=No ESE, Prediction Horizon=102026.06 | 55 | 66.93 | 6.67 | 48.34 | 62.01 | 5.97 | |
| FiLMESE Augmentation=With ESE, Prediction Horizon=102026.06 | 55.65 | 62.54 | 5.1 | 49.64 | 51.79 | 4.1 | |
| TPGNNESE Augmentation=No ESE, Prediction Horizon=102026.06 | 56.21 | 64.98 | 6.8 | 51.98 | 62.9 | 6.54 | |
| ARIMAESE Augmentation=No ESE, Prediction Horizon=102026.06 | 56.28 | 87.47 | 9.05 | 55.49 | 82.67 | 8.03 | |
| InformerESE Augmentation=No ESE, Prediction Horizon=102026.06 | 56.44 | 73.54 | 7.45 | 53.23 | 67.45 | 6.36 | |
| DlinearESE Augmentation=With ESE, Prediction Horizon=102026.06 | 56.87 | 65.78 | 4.72 | 49.41 | 55.3 | 4.36 | |
| LSTMESE Augmentation=With ESE, Prediction Horizon=102026.06 | 56.89 | 67.97 | 5.29 | 51.92 | 58.83 | 4.89 | |
| InformerESE Augmentation=With ESE, Prediction Horizon=102026.06 | 58.05 | 63.38 | 4.72 | 56.98 | 55.95 | 4.55 | |
| KVAEESE Augmentation=No ESE, Prediction Horizon=102026.06 | 58.95 | 70.89 | 6.95 | 53.05 | 67.86 | 6.49 | |
| TPGNNESE Augmentation=With ESE, Prediction Horizon=102026.06 | 59.39 | 61.65 | 4.97 | 53.98 | 52.68 | 4.87 | |
| DeepARESE Augmentation=With ESE, Prediction Horizon=102026.06 | 59.99 | 60.65 | 4.96 | 54.36 | 54.08 | 4.39 | |
| KVAEESE Augmentation=With ESE, Prediction Horizon=102026.06 | 60.46 | 59.77 | 4.71 | 51.24 | 52.44 | 4.14 | |
| ARIMAESE Augmentation=With ESE, Prediction Horizon=102026.06 | 63.92 | 69.95 | 5.44 | 57.92 | 60.82 | 5.15 | |
| ESEPrediction Horizon=102026.06 | 65.98 | 73.11 | 5.49 | 59.86 | 57.53 | 5.11 | |
| VARPrediction Horizon=102026.06 | 67.77 | 98.17 | 10.58 | 64.52 | 87.39 | 10.09 |