Time Series Forecasting on Inventories
62.5Improvement Rate (%)DAD4TS
Evaluation results
| Method | Links | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DAD4TSInput length=12, Output lengths=3, 6, 9, 122026.05 | 62.5 | -12.8 | 0.469 | 3.23 | 0.547 | 4.2 | 0.508 | 3.57 | 0.552 | 3.77 | 0.566 | 3.81 | 0.586 | 3.97 | 0.551 | 3.78 | 0.56 | 3.92 | |
| AutoDAInput length=12, Output lengths=3, 6, 9, 122026.05 | 60.9 | -4.9 | 0.738 | 5.72 | 0.637 | 4.6 | 0.687 | 5.31 | 0.554 | 3.76 | 0.558 | 3.77 | 0.568 | 3.77 | 0.531 | 3.5 | 0.55 | 3.71 | |
| DiffATInput length=12, Output lengths=3, 6, 9, 122026.05 | 45.3 | -1.48 | 0.73 | 5.24 | 0.753 | 5.39 | 0.725 | 5.44 | 0.559 | 3.8 | 0.569 | 3.86 | 0.58 | 4.02 | 0.538 | 3.59 | 0.529 | 3.54 | |
| TimeGANInput length=12, Output lengths=3, 6, 9, 122026.05 | 43.8 | 1.14 | 0.735 | 5.25 | 0.784 | 5.75 | 0.818 | 6.26 | 0.548 | 3.73 | 0.572 | 3.8 | 0.57 | 3.89 | 0.569 | 3.83 | 0.527 | 3.6 | |
| TimeVAEInput length=12, Output lengths=3, 6, 9, 122026.05 | 40.6 | -0.186 | 0.741 | 5.46 | 0.73 | 5.5 | 0.73 | 5.5 | 0.571 | 3.98 | 0.579 | 3.92 | 0.584 | 3.93 | 0.557 | 3.75 | 0.566 | 3.99 | |
| SMFGInput length=12, Output lengths=3, 6, 9, 122026.05 | 35.9 | 3.62 | 0.755 | 5.45 | 0.756 | 5.21 | 0.897 | 6.28 | 0.551 | 3.74 | 0.584 | 3.91 | 0.584 | 3.98 | 0.532 | 3.68 | 0.577 | 4 | |
| Diffusion-TSInput length=12, Output lengths=3, 6, 9, 122026.05 | 26.6 | 6.29 | 0.816 | 6.18 | 0.839 | 6.48 | 0.908 | 6.68 | 0.568 | 3.93 | 0.564 | 3.81 | 0.594 | 4.07 | 0.553 | 3.86 | 0.558 | 3.85 | |
| ReAugmentInput length=12, Output lengths=3, 6, 9, 122026.05 | 26.6 | 4.6 | 0.735 | 5.22 | 0.746 | 5.38 | 0.865 | 6.5 | 0.592 | 4.11 | 0.585 | 3.97 | 0.598 | 4.09 | 0.573 | 3.92 | 0.575 | 4.01 | |
| baselineInput length=12, Output lengths=3, 6, 9, 122026.05 | 0 | 0 | 0.748 | 5.35 | 0.719 | 5.2 | 0.859 | 6.24 | 0.552 | 3.78 | 0.548 | 3.64 | 0.567 | 3.83 | 0.524 | 3.47 | 0.561 | 3.82 |