Synthetic Tabular Data Generation on ACS California (Income) Folktables 2018
0.08KSCompPATE
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| PATEPrivacy Budget (epsilon)=5.12024.10 | 0.08 | 0.54 | 0.23 | 0.83 | 0.41 | |
| PATEPrivacy Budget (epsilon)=5.12024.10 | 0.15 | 0.4 | 0.13 | 0.9 | 0.16 | |
| SliceWassPrivacy Budget (epsilon)=5.12024.10 | 0.24 | 0.61 | 0.27 | 0.93 | 0.13 | |
| DP-SGDPrivacy Budget (epsilon)=5.12024.10 | 0.29 | 0.38 | 0.1 | 0.75 | 0 | |
| MERFPrivacy Budget (epsilon)=5.12024.10 | 0.34 | 0.59 | 0.21 | 0.68 | 0.59 | |
| Algorithm 1Privacy Budget (epsilon)=5.12024.10 | 0.4 | 0.7 | 0.35 | 0.96 | 0.31 | |
| DP-SGDPrivacy Budget (epsilon)=5.12024.10 | 0.52 | 0.7 | 0.34 | 0.74 | 0.67 | |
| Algorithm 1Privacy Budget (epsilon)=5.12024.10 | 0.68 | 0.85 | 0.5 | 0.86 | 0.69 | |
| SliceWassPrivacy Budget (epsilon)=5.12024.10 | 0.74 | 0.84 | 0.5 | 0.86 | 0.67 | |
| MERFPrivacy Budget (epsilon)=5.12024.10 | 0.81 | 0.51 | 0.1 | 0.56 | 0.28 |