Equilibrium State Estimation on COVID-19 data Horizon=10 (test)
0.2Cost (mins) for 20 regionsARIMA
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| ARIMAInput Length=10, ESE Augmentation=No ESE2026.06 | 0.2 | 0.77 | 3.11 | |
| ARIMAInput Length=20, ESE Augmentation=No ESE2026.06 | 0.23 | 0.97 | 3.86 | |
| ESEInput Length=102026.06 | 1.2 | 1.77 | 2 | |
| ESEInput Length=502026.06 | 1.22 | 1.66 | 1.98 | |
| ESEInput Length=202026.06 | 1.3 | 1.65 | 2.03 | |
| ARIMAInput Length=10, ESE Augmentation=With ESE2026.06 | 1.32 | 1.78 | 1.89 | |
| ESEInput Length=1002026.06 | 1.36 | 2.11 | 2.66 | |
| ARIMAInput Length=20, ESE Augmentation=With ESE2026.06 | 1.37 | 1.54 | 2.12 | |
| LSTMInput Length=10, ESE Augmentation=With ESE2026.06 | 1.6 | 2.03 | 2.17 | |
| InformerInput Length=100, ESE Augmentation=With ESE2026.06 | 1.66 | 2.89 | 2.76 | |
| DlinearInput Length=10, ESE Augmentation=With ESE2026.06 | 1.68 | 2.1 | 2.35 | |
| TimeLLMInput Length=100, ESE Augmentation=With ESE2026.06 | 1.68 | 2.74 | 3.22 | |
| NlinearInput Length=50, ESE Augmentation=With ESE2026.06 | 1.84 | 2.12 | 2.45 | |
| SCINetInput Length=50, ESE Augmentation=With ESE2026.06 | 1.91 | 2.3 | 2.64 | |
| FiLMInput Length=20, ESE Augmentation=With ESE2026.06 | 1.97 | 1.99 | 2.55 | |
| LSTMInput Length=10, ESE Augmentation=No ESE2026.06 | 5.39 | 23.63 | 93.81 | |
| InformerInput Length=100, ESE Augmentation=No ESE2026.06 | 6.69 | 27.92 | 97.35 | |
| TimeLLMInput Length=100, ESE Augmentation=No ESE2026.06 | 6.71 | 34.18 | 121.46 | |
| DlinearInput Length=10, ESE Augmentation=No ESE2026.06 | 7.17 | 25.1 | 102.81 | |
| FiLMInput Length=20, ESE Augmentation=No ESE2026.06 | 9.4 | 36.31 | 138.15 | |
| NlinearInput Length=50, ESE Augmentation=No ESE2026.06 | 9.96 | 44.62 | 156.76 | |
| SCINetInput Length=50, ESE Augmentation=No ESE2026.06 | 13.38 | 49.13 | 214.69 |