Time-series forecasting on COVID-19 Input Length 50 (test)
59.12RMSE (20 regions)FiLM
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| FiLMESE Augmentation=With ESE, Prediction Horizon=102026.06 | 59.12 | 65.58 | 5.51 | 46.08 | 50.41 | 4.32 | |
| SCINetESE Augmentation=With ESE, Prediction Horizon=102026.06 | 59.43 | 54.41 | 4.56 | 48.95 | 50.42 | 4.28 | |
| DlinearESE Augmentation=With ESE, Prediction Horizon=102026.06 | 62.7 | 57.45 | 4.99 | 49.56 | 54.06 | 4.59 | |
| KVAEESE Augmentation=With ESE, Prediction Horizon=102026.06 | 62.97 | 60.81 | 5.41 | 49.07 | 55.56 | 4.55 | |
| DeepARESE Augmentation=With ESE, Prediction Horizon=102026.06 | 63.25 | 60.91 | 5.41 | 52.39 | 56.94 | 4.54 | |
| LSTMESE Augmentation=With ESE, Prediction Horizon=102026.06 | 63.76 | 66.16 | 5.52 | 55.1 | 59.23 | 4.9 | |
| InformerESE Augmentation=With ESE, Prediction Horizon=102026.06 | 64.36 | 59.42 | 5.08 | 53.44 | 53.93 | 4.73 | |
| ARIMAESE Augmentation=With ESE, Prediction Horizon=102026.06 | 64.62 | 63.32 | 6.05 | 59.57 | 59.68 | 5.23 | |
| NlinearESE Augmentation=With ESE, Prediction Horizon=102026.06 | 64.62 | 61.12 | 5.16 | 47.97 | 53.5 | 4.4 | |
| TPGNNESE Augmentation=With ESE, Prediction Horizon=102026.06 | 65.28 | 64.04 | 5.53 | 52.98 | 59.87 | 5.01 | |
| KVAEESE Augmentation=No ESE, Prediction Horizon=102026.06 | 65.42 | 71.62 | 7.03 | 62.51 | 67.81 | 7.19 | |
| DlinearESE Augmentation=No ESE, Prediction Horizon=102026.06 | 67.14 | 64.59 | 6.02 | 53.33 | 59.99 | 5.69 | |
| TimeLLMESE Augmentation=No ESE, Prediction Horizon=102026.06 | 67.43 | 69.42 | 6.81 | 66.67 | 63.52 | 5.44 | |
| ESEPrediction Horizon=102026.06 | 68.22 | 67.66 | 5.42 | 62.32 | 63.77 | 5.26 | |
| NlinearESE Augmentation=No ESE, Prediction Horizon=102026.06 | 68.31 | 64.99 | 5.97 | 54.71 | 60.34 | 5.54 | |
| TimeLLMESE Augmentation=With ESE, Prediction Horizon=102026.06 | 68.41 | 62.1 | 5.35 | 56.17 | 51.73 | 4.92 | |
| PatchTSTESE Augmentation=With ESE, Prediction Horizon=102026.06 | 69.18 | 61 | 5.5 | 55.34 | 53.04 | 4.91 | |
| FiLMESE Augmentation=No ESE, Prediction Horizon=102026.06 | 70.69 | 70.95 | 6.54 | 52.49 | 54.18 | 5.09 | |
| SCINetESE Augmentation=No ESE, Prediction Horizon=102026.06 | 71.08 | 72.02 | 7.23 | 69.14 | 64.99 | 7.02 | |
| TPGNNESE Augmentation=No ESE, Prediction Horizon=102026.06 | 71.15 | 75.09 | 6.9 | 63.23 | 71.22 | 5.93 | |
| InformerESE Augmentation=No ESE, Prediction Horizon=102026.06 | 71.49 | 74.89 | 7.01 | 62.63 | 73.56 | 6.56 | |
| LSTMESE Augmentation=No ESE, Prediction Horizon=102026.06 | 73.72 | 77.31 | 7.04 | 60.61 | 71.12 | 6.71 | |
| DeepARESE Augmentation=No ESE, Prediction Horizon=102026.06 | 75.73 | 73.09 | 6.93 | 60.37 | 66.31 | 5.49 | |
| PatchTSTESE Augmentation=No ESE, Prediction Horizon=102026.06 | 77.25 | 76.29 | 7.06 | 68.05 | 72.54 | 5.9 | |
| ARIMAESE Augmentation=No ESE, Prediction Horizon=102026.06 | 86.38 | 89.27 | 9.45 | 87.09 | 85.86 | 8.37 | |
| VARPrediction Horizon=102026.06 | 98.19 | 105.9 | 10.79 | 90.99 | 101.47 | 9.51 |