Time Series Forecasting on German
71.9Improvement RateDAD4TS
Evaluation results
| Method | Links | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DAD4TSInput length=12, Output lengths=3, 6, 9, 122026.05 | 71.9 | -3.42 | 1.09 | 7.69 | 1.36 | 9.55 | 1.34 | 9.88 | 1.32 | 9.73 | 1.36 | 9.88 | 1.32 | 9.7 | 1.38 | 10.4 | 1.43 | 10.2 | |
| DiffATInput length=12, Output lengths=3, 6, 9, 122026.05 | 62.5 | -0.937 | 1.18 | 8.23 | 1.46 | 10.2 | 1.33 | 9.11 | 1.35 | 9.93 | 1.4 | 10.5 | 1.38 | 10 | 1.38 | 10 | 1.41 | 10.3 | |
| ReAugmentInput length=12, Output lengths=3, 6, 9, 122026.05 | 60.9 | 2.14 | 1.18 | 8.43 | 1.42 | 9.78 | 1.32 | 9.11 | 1.33 | 9.54 | 1.53 | 11 | 1.41 | 10 | 1.33 | 9.39 | 1.51 | 11.3 | |
| TimeVAEInput length=12, Output lengths=3, 6, 9, 122026.05 | 53.1 | 1.2 | 1.18 | 8.36 | 1.41 | 9.74 | 1.33 | 9.48 | 1.37 | 10 | 1.44 | 10.6 | 1.35 | 9.63 | 1.49 | 10.2 | 1.52 | 11.6 | |
| TimeGANInput length=12, Output lengths=3, 6, 9, 122026.05 | 46.9 | 2.74 | 1.19 | 8.56 | 1.45 | 10 | 1.3 | 8.98 | 1.35 | 9.56 | 1.47 | 10.7 | 1.35 | 9.73 | 1.33 | 9.67 | 1.59 | 11.7 | |
| AutoDAInput length=12, Output lengths=3, 6, 9, 122026.05 | 46.9 | 0.305 | 1.24 | 8.88 | 1.42 | 9.71 | 1.34 | 9.72 | 1.39 | 10.1 | 1.51 | 11.3 | 1.38 | 9.89 | 1.42 | 10.2 | 1.47 | 11.1 | |
| SMFGInput length=12, Output lengths=3, 6, 9, 122026.05 | 45.3 | 1.44 | 1.14 | 8.02 | 1.52 | 11 | 1.32 | 9.21 | 1.41 | 10.2 | 1.41 | 10.4 | 1.46 | 10.8 | 1.4 | 10.2 | 1.43 | 10.5 | |
| Diffusion-TSInput length=12, Output lengths=3, 6, 9, 122026.05 | 39.1 | 3.62 | 1.18 | 8.07 | 1.42 | 10 | 1.28 | 9.26 | 1.42 | 10.4 | 1.49 | 10.8 | 1.39 | 10.2 | 1.43 | 10 | 1.51 | 11.2 | |
| baselineInput length=12, Output lengths=3, 6, 9, 122026.05 | 0 | 0 | 1.2 | 8.42 | 1.44 | 10.2 | 1.34 | 9.46 | 1.34 | 9.77 | 1.47 | 10.8 | 1.37 | 9.9 | 1.48 | 11.3 | 1.39 | 10.2 |