Time Series Forecasting on ILI (RMSE/DTW)
96.9Improvement Rate (%)DAD4TS
Evaluation results
| Method | Links | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DAD4TSInput length=12, Output lengths=2, 4, 8, 122026.05 | 96.9 | -20.4 | 1.13 | 7.38 | 1.07 | 7.13 | 1.12 | 7.41 | 0.539 | 3.45 | 0.535 | 3.4 | 0.534 | 3.26 | 0.575 | 3.66 | 0.536 | 3.43 | |
| AutoDAInput length=12, Output lengths=2, 4, 8, 122026.05 | 76.6 | -11.3 | 1.44 | 8.86 | 1.27 | 7.03 | 1.48 | 9.84 | 0.55 | 3.45 | 0.544 | 3.43 | 0.554 | 3.5 | 0.573 | 3.64 | 0.576 | 3.76 | |
| Diffusion-TSInput length=12, Output lengths=2, 4, 8, 122026.05 | 50 | -0.833 | 1.76 | 12.3 | 1.72 | 11.8 | 2.03 | 13.5 | 0.57 | 3.66 | 0.594 | 3.88 | 0.607 | 3.96 | 0.582 | 3.76 | 0.589 | 4.01 | |
| TimeVAEInput length=12, Output lengths=2, 4, 8, 122026.05 | 46.9 | -0.568 | 1.7 | 11.7 | 1.83 | 12 | 1.91 | 12.5 | 0.588 | 3.83 | 0.592 | 3.84 | 0.629 | 4.07 | 0.587 | 3.74 | 0.59 | 3.85 | |
| DiffATInput length=12, Output lengths=2, 4, 8, 122026.05 | 43.8 | 1.46 | 1.9 | 13.2 | 1.86 | 12.3 | 2.02 | 13.6 | 0.579 | 3.77 | 0.594 | 3.79 | 0.615 | 3.91 | 0.597 | 3.91 | 0.563 | 3.73 | |
| TimeGANInput length=12, Output lengths=2, 4, 8, 122026.05 | 37.5 | 0.865 | 1.83 | 12.5 | 1.84 | 12.5 | 2.06 | 14 | 0.56 | 3.57 | 0.568 | 3.66 | 0.597 | 3.81 | 0.573 | 3.61 | 0.601 | 3.99 | |
| ReAugmentInput length=12, Output lengths=2, 4, 8, 122026.05 | 28.1 | 1.25 | 1.8 | 12.2 | 1.81 | 12.1 | 1.99 | 12.7 | 0.584 | 3.8 | 0.597 | 3.91 | 0.607 | 3.91 | 0.599 | 3.79 | 0.591 | 3.91 | |
| baselineInput length=12, Output lengths=2, 4, 8, 122026.05 | 0 | 0 | 1.83 | 12.5 | 1.81 | 12.1 | 1.98 | 13.3 | 0.567 | 3.66 | 0.58 | 3.72 | 0.584 | 3.7 | 0.601 | 3.92 | 0.614 | 4.12 |