State Estimation on COVID-19 320 Suburbs
4.36RMSEFiLM
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| FiLMESE integration status=With ESE, Input steps=100, Prediction horizon=1-step2026.06 | 4.36 | 3.96 | 2.84 | |
| SCINetESE integration status=With ESE, Input steps=100, Prediction horizon=1-step2026.06 | 4.46 | 4.24 | 2.94 | |
| NlinearESE integration status=With ESE, Input steps=100, Prediction horizon=1-step2026.06 | 4.47 | 4.18 | 2.86 | |
| DlinearESE integration status=With ESE, Input steps=100, Prediction horizon=1-step2026.06 | 4.51 | 4.34 | 2.87 | |
| PatchTSTESE integration status=With ESE, Input steps=100, Prediction horizon=1-step2026.06 | 4.51 | 4.36 | 2.66 | |
| InformerESE integration status=With ESE, Input steps=100, Prediction horizon=1-step2026.06 | 4.6 | 4.37 | 2.62 | |
| TimeLLMESE integration status=With ESE, Input steps=100, Prediction horizon=1-step2026.06 | 4.62 | 4.31 | 2.83 | |
| LSTMESE integration status=With ESE, Input steps=100, Prediction horizon=1-step2026.06 | 4.68 | 4.37 | 2.72 | |
| TPGNNESE integration status=With ESE, Input steps=100, Prediction horizon=1-step2026.06 | 4.68 | 4.24 | 2.86 | |
| ARIMAESE integration status=With ESE, Input steps=100, Prediction horizon=1-step2026.06 | 4.74 | 4.41 | 2.3 | |
| KVAEESE integration status=With ESE, Input steps=100, Prediction horizon=1-step2026.06 | 4.76 | 4.26 | 2.63 | |
| DeepARESE integration status=With ESE, Input steps=100, Prediction horizon=1-step2026.06 | 4.79 | 4.46 | 2.73 | |
| ESEInput steps=100, Prediction horizon=1-step2026.06 | 4.83 | 4.58 | 2.23 | |
| PatchTSTESE integration status=No ESE, Input steps=100, Prediction horizon=1-step2026.06 | 5.11 | 4.43 | 109.89 | |
| TimeLLMESE integration status=No ESE, Input steps=100, Prediction horizon=1-step2026.06 | 5.12 | 4.82 | 107.73 | |
| KVAEESE integration status=No ESE, Input steps=100, Prediction horizon=1-step2026.06 | 5.29 | 4.94 | 109.62 | |
| NlinearESE integration status=No ESE, Input steps=100, Prediction horizon=1-step2026.06 | 5.47 | 4.99 | 160.09 | |
| FiLMESE integration status=No ESE, Input steps=100, Prediction horizon=1-step2026.06 | 5.74 | 4.96 | 181.06 | |
| DlinearESE integration status=No ESE, Input steps=100, Prediction horizon=1-step2026.06 | 5.93 | 5.1 | 163.57 | |
| SCINetESE integration status=No ESE, Input steps=100, Prediction horizon=1-step2026.06 | 5.94 | 5.59 | 206.06 | |
| InformerESE integration status=No ESE, Input steps=100, Prediction horizon=1-step2026.06 | 6.05 | 5.8 | 100.08 | |
| TPGNNESE integration status=No ESE, Input steps=100, Prediction horizon=1-step2026.06 | 6.06 | 5.41 | 158.84 | |
| LSTMESE integration status=No ESE, Input steps=100, Prediction horizon=1-step2026.06 | 6.23 | 5.47 | 149.26 | |
| DeepARESE integration status=No ESE, Input steps=100, Prediction horizon=1-step2026.06 | 6.29 | 5.04 | 130.67 | |
| ARIMAESE integration status=No ESE, Input steps=100, Prediction horizon=1-step2026.06 | 7.44 | 6.24 | 5.07 | |
| VARInput steps=100, Prediction horizon=1-step2026.06 | 8.07 | 7.68 | — |