Time Series Forecasting on Forest
45.3Improvement Rate (%)Diffusion-TS
Evaluation results
| Method | Links | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Diffusion-TSInput length=12, Output lengths=3, 6, 9, 122026.05 | 45.3 | -1.27 | 1.08 | 6.98 | 1.11 | 7.36 | 1.13 | 7.49 | 1.02 | 6.22 | 1.1 | 6.46 | 1.09 | 6.18 | 1.02 | 6.2 | 1.05 | 6.66 | |
| DAD4TSInput length=12, Output lengths=3, 6, 9, 122026.05 | 45.3 | -2.33 | 1.05 | 6.66 | 1.06 | 6.83 | 1.1 | 7.32 | 1.03 | 6.24 | 1.1 | 6.52 | 1.09 | 6.4 | 1.04 | 6.21 | 1.05 | 6.46 | |
| ReAugmentInput length=12, Output lengths=3, 6, 9, 122026.05 | 39.1 | 0.79 | 1.21 | 7.53 | 1.15 | 7.71 | 1.09 | 7.03 | 1.06 | 6.27 | 1.09 | 6.34 | 1.12 | 6.35 | 1.04 | 6.18 | 1.06 | 6.62 | |
| TimeGANInput length=12, Output lengths=3, 6, 9, 122026.05 | 37.5 | 1.62 | 1.16 | 7.17 | 1.21 | 7.81 | 1.15 | 7.54 | 1.04 | 6.24 | 1.06 | 6.22 | 1.09 | 6.33 | 1.08 | 6.59 | 1.05 | 6.73 | |
| DiffATInput length=12, Output lengths=3, 6, 9, 122026.05 | 37.5 | 1.78 | 1.2 | 7.48 | 1.27 | 8.46 | 1.1 | 7.29 | 1 | 6.04 | 1.1 | 6.53 | 1.1 | 6.44 | 1.05 | 6.28 | 1.07 | 6.77 | |
| TimeVAEInput length=12, Output lengths=3, 6, 9, 122026.05 | 35.9 | 1.11 | 1.14 | 7.24 | 1.24 | 8.25 | 1.14 | 7.41 | 1.02 | 6.14 | 1.12 | 6.41 | 1.12 | 6.34 | 1.03 | 6.32 | 1.05 | 6.33 | |
| AutoDAInput length=12, Output lengths=3, 6, 9, 122026.05 | 32.8 | 1.24 | 1.2 | 7.51 | 1.24 | 8.22 | 1.1 | 7.28 | 1.05 | 6.2 | 1.09 | 6.26 | 1.11 | 6.22 | 1.05 | 6.27 | 1.06 | 6.66 | |
| baselineInput length=12, Output lengths=3, 6, 9, 122026.05 | 0 | 0 | 1.15 | 7.39 | 1.27 | 8.42 | 1.08 | 7.1 | 1.02 | 6.12 | 1.1 | 6.41 | 1.08 | 6.31 | 1.02 | 6.18 | 1.03 | 6.29 |