Time Series Forecasting on Employees
89.1Improvement RateDAD4TS
Evaluation results
| Method | Links | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DAD4TSInput length=12, Output lengths=3, 6, 9, 122026.05 | 89.1 | -34.5 | 0.454 | 3.29 | 0.376 | 2.94 | 0.54 | 3.98 | 0.144 | 0.986 | 0.143 | 0.933 | 0.144 | 0.989 | 0.153 | 1.06 | 0.142 | 0.941 | |
| AutoDAInput length=12, Output lengths=3, 6, 9, 122026.05 | 81.2 | -28.1 | 0.588 | 4 | 0.453 | 3.03 | 0.799 | 4.61 | 0.149 | 0.985 | 0.136 | 0.846 | 0.151 | 1.03 | 0.148 | 0.987 | 0.162 | 1.06 | |
| Diffusion-TSInput length=12, Output lengths=3, 6, 9, 122026.05 | 64.1 | -9.2 | 1.38 | 10.8 | 1.41 | 10.8 | 1.69 | 12.8 | 0.13 | 0.881 | 0.126 | 0.793 | 0.13 | 0.86 | 0.13 | 0.856 | 0.154 | 1.17 | |
| SMFGInput length=12, Output lengths=3, 6, 9, 122026.05 | 59.4 | -13.6 | 1.36 | 10.6 | 1.55 | 11.8 | 1.54 | 11.7 | 0.115 | 0.734 | 0.117 | 0.725 | 0.132 | 0.839 | 0.114 | 0.716 | 0.131 | 0.855 | |
| ReAugmentInput length=12, Output lengths=3, 6, 9, 122026.05 | 54.7 | -5.29 | 1.31 | 9.88 | 1.41 | 10.7 | 1.37 | 10.1 | 0.15 | 1 | 0.146 | 0.963 | 0.151 | 1.07 | 0.159 | 1.03 | 0.165 | 1.06 | |
| DiffATInput length=12, Output lengths=3, 6, 9, 122026.05 | 54.7 | 0.0758 | 1.19 | 8.85 | 1.43 | 10.6 | 1.44 | 10.8 | 0.184 | 1.34 | 0.14 | 0.936 | 0.158 | 1.12 | 0.177 | 1.21 | 0.195 | 1.39 | |
| TimeGANInput length=12, Output lengths=3, 6, 9, 122026.05 | 48.4 | -2.6 | 1.3 | 9.89 | 1.45 | 10.9 | 1.43 | 10.8 | 0.15 | 1.05 | 0.142 | 0.948 | 0.169 | 1.23 | 0.182 | 1.34 | 0.148 | 0.942 | |
| TimeVAEInput length=12, Output lengths=3, 6, 9, 122026.05 | 48.4 | 0.269 | 1.34 | 10.4 | 1.33 | 10 | 1.28 | 9.55 | 0.169 | 1.25 | 0.147 | 0.986 | 0.175 | 1.32 | 0.202 | 1.48 | 0.184 | 1.3 | |
| baselineInput length=12, Output lengths=3, 6, 9, 122026.05 | 0 | 0 | 1.32 | 10.1 | 1.38 | 10.5 | 1.3 | 9.67 | 0.153 | 1.12 | 0.144 | 0.953 | 0.192 | 1.49 | 0.184 | 1.31 | 0.201 | 1.47 |