State Estimation on COVID-19 20 Regions
70.01RMSEPatchTST
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| PatchTSTESE integration status=No ESE, Input steps=100, Prediction horizon=1-step2026.06 | 70.01 | 63.52 | 6.92 | |
| PatchTSTESE integration status=With ESE, Input steps=100, Prediction horizon=1-step2026.06 | 70.74 | 66.97 | 1.79 | |
| KVAEESE integration status=No ESE, Input steps=100, Prediction horizon=1-step2026.06 | 70.85 | 64.44 | 6.8 | |
| TimeLLMESE integration status=With ESE, Input steps=100, Prediction horizon=1-step2026.06 | 71.11 | 67.01 | 1.39 | |
| NlinearESE integration status=With ESE, Input steps=100, Prediction horizon=1-step2026.06 | 71.64 | 69.98 | 1.87 | |
| FiLMESE integration status=With ESE, Input steps=100, Prediction horizon=1-step2026.06 | 71.68 | 69.15 | 1.86 | |
| SCINetESE integration status=With ESE, Input steps=100, Prediction horizon=1-step2026.06 | 71.84 | 69.71 | 2.04 | |
| KVAEESE integration status=With ESE, Input steps=100, Prediction horizon=1-step2026.06 | 71.94 | 68.41 | 1.67 | |
| TPGNNESE integration status=With ESE, Input steps=100, Prediction horizon=1-step2026.06 | 72.24 | 70.64 | 1.81 | |
| LSTMESE integration status=With ESE, Input steps=100, Prediction horizon=1-step2026.06 | 72.79 | 69.47 | 1.8 | |
| InformerESE integration status=With ESE, Input steps=100, Prediction horizon=1-step2026.06 | 73.43 | 71.48 | 1.66 | |
| TimeLLMESE integration status=No ESE, Input steps=100, Prediction horizon=1-step2026.06 | 73.47 | 70.02 | 6.2 | |
| DlinearESE integration status=With ESE, Input steps=100, Prediction horizon=1-step2026.06 | 73.61 | 66.94 | 1.86 | |
| DeepARESE integration status=With ESE, Input steps=100, Prediction horizon=1-step2026.06 | 74.82 | 72.91 | 1.77 | |
| NlinearESE integration status=No ESE, Input steps=100, Prediction horizon=1-step2026.06 | 74.96 | 70.77 | 11.56 | |
| ARIMAESE integration status=With ESE, Input steps=100, Prediction horizon=1-step2026.06 | 75.31 | 73.64 | 1.33 | |
| InformerESE integration status=No ESE, Input steps=100, Prediction horizon=1-step2026.06 | 76.84 | 71.79 | 5.95 | |
| FiLMESE integration status=No ESE, Input steps=100, Prediction horizon=1-step2026.06 | 76.84 | 73.85 | 11.7 | |
| TPGNNESE integration status=No ESE, Input steps=100, Prediction horizon=1-step2026.06 | 78.37 | 69.86 | 10.58 | |
| LSTMESE integration status=No ESE, Input steps=100, Prediction horizon=1-step2026.06 | 78.45 | 74.96 | 9.23 | |
| DlinearESE integration status=No ESE, Input steps=100, Prediction horizon=1-step2026.06 | 79.47 | 72.41 | 10.4 | |
| ARIMAESE integration status=No ESE, Input steps=100, Prediction horizon=1-step2026.06 | 79.7 | 79.59 | 0.33 | |
| SCINetESE integration status=No ESE, Input steps=100, Prediction horizon=1-step2026.06 | 79.75 | 69.94 | 14.18 | |
| DeepARESE integration status=No ESE, Input steps=100, Prediction horizon=1-step2026.06 | 83.41 | 74.65 | 9.22 | |
| ESEInput steps=100, Prediction horizon=1-step2026.06 | 84.54 | 83.91 | 1.31 | |
| VARInput steps=100, Prediction horizon=1-step2026.06 | 95.79 | 90.86 | — |