Time-series forecasting on COVID-19 Input Length 100 (test)
80.67RMSE (20 regions)Informer
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| InformerESE Augmentation=With ESE, Prediction Horizon=102026.06 | 80.67 | 59.92 | 4.86 | 80.24 | 53.83 | 4.7 | |
| NlinearESE Augmentation=With ESE, Prediction Horizon=102026.06 | 80.85 | 61.16 | 4.88 | 75.94 | 54.23 | 4.34 | |
| DlinearESE Augmentation=With ESE, Prediction Horizon=102026.06 | 80.94 | 60.88 | 4.77 | 78.21 | 53.68 | 4.47 | |
| PatchTSTESE Augmentation=With ESE, Prediction Horizon=102026.06 | 83.42 | 60.67 | 5.04 | 76.01 | 55.41 | 4.83 | |
| SCINetESE Augmentation=With ESE, Prediction Horizon=102026.06 | 83.61 | 54.32 | 4.66 | 74.86 | 52.71 | 4.37 | |
| TimeLLMESE Augmentation=With ESE, Prediction Horizon=102026.06 | 84.75 | 59.1 | 5.13 | 75.6 | 53.37 | 4.74 | |
| KVAEESE Augmentation=With ESE, Prediction Horizon=102026.06 | 85.18 | 60.7 | 5.44 | 78.06 | 55.5 | 4.44 | |
| FiLMESE Augmentation=With ESE, Prediction Horizon=102026.06 | 86.48 | 65.61 | 5.06 | 71.67 | 49.26 | 3.9 | |
| DeepARESE Augmentation=With ESE, Prediction Horizon=102026.06 | 87.15 | 58.46 | 5.31 | 91.87 | 56.68 | 4.66 | |
| LSTMESE Augmentation=With ESE, Prediction Horizon=102026.06 | 87.54 | 65.82 | 5.44 | 83.31 | 58.74 | 5.08 | |
| TPGNNESE Augmentation=With ESE, Prediction Horizon=102026.06 | 87.54 | 64.02 | 5.49 | 84.26 | 59.44 | 4.84 | |
| NlinearESE Augmentation=No ESE, Prediction Horizon=102026.06 | 89.84 | 63.35 | 6.61 | 81.92 | 59.71 | 5.8 | |
| ARIMAESE Augmentation=With ESE, Prediction Horizon=102026.06 | 91.88 | 61.79 | 5.37 | 89.79 | 60.15 | 5.18 | |
| PatchTSTESE Augmentation=No ESE, Prediction Horizon=102026.06 | 92.65 | 78.95 | 6.8 | 85.67 | 73.31 | 6.1 | |
| DlinearESE Augmentation=No ESE, Prediction Horizon=102026.06 | 92.78 | 63.74 | 6.9 | 88.74 | 58.37 | 5.78 | |
| TimeLLMESE Augmentation=No ESE, Prediction Horizon=102026.06 | 93.36 | 71.49 | 6.67 | 83.26 | 69.72 | 6.42 | |
| InformerESE Augmentation=No ESE, Prediction Horizon=102026.06 | 93.52 | 73.26 | 7.41 | 90.27 | 67.35 | 7.26 | |
| SCINetESE Augmentation=No ESE, Prediction Horizon=102026.06 | 96.06 | 69.1 | 7.17 | 88.44 | 63.85 | 7.09 | |
| TPGNNESE Augmentation=No ESE, Prediction Horizon=102026.06 | 96.7 | 65.08 | 8.02 | 90.85 | 62.77 | 6.99 | |
| ESEPrediction Horizon=102026.06 | 97.34 | 69.27 | 5.55 | 95.02 | 64.62 | 5.3 | |
| ARIMAESE Augmentation=No ESE, Prediction Horizon=102026.06 | 98.31 | 87.48 | 9.2 | 102.05 | 82.51 | 7.98 | |
| FiLMESE Augmentation=No ESE, Prediction Horizon=102026.06 | 98.4 | 68.25 | 7.37 | 82.39 | 56.29 | 5.49 | |
| KVAEESE Augmentation=No ESE, Prediction Horizon=102026.06 | 98.45 | 70.75 | 7.6 | 97.92 | 68.02 | 7.46 | |
| DeepARESE Augmentation=No ESE, Prediction Horizon=102026.06 | 99.18 | 67.14 | 7.37 | 84.99 | 62.18 | 6.48 | |
| LSTMESE Augmentation=No ESE, Prediction Horizon=102026.06 | 99.83 | 75.18 | 7.94 | 95.77 | 64.53 | 7 | |
| VARPrediction Horizon=102026.06 | 117.09 | 112.45 | 10.45 | 112.44 | 100.95 | 9.79 |