Synthetic Tabular Data Generation on ACS California (TravelTime) Folktables 2018
0.61KSCompMERF
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MERFPrivacy Budget (epsilon)=5.12024.10 | 0.61 | 0.37 | 0.07 | 0.62 | 0.14 | |
| MERFPrivacy Budget (epsilon)=8.12024.10 | 0.56 | 0.37 | 0.08 | 0.62 | 0.11 | |
| Algorithm 1Privacy Budget (epsilon)=8.12024.10 | 0.49 | 0.75 | 0.45 | 0.78 | 0.39 | |
| Algorithm 1Privacy Budget (epsilon)=5.12024.10 | 0.45 | 0.75 | 0.45 | 0.87 | 0.42 | |
| PATEPrivacy Budget (epsilon)=8.12024.10 | 0.42 | 0.39 | 0.14 | 0.88 | 0.51 | |
| DP-SGDPrivacy Budget (epsilon)=8.12024.10 | 0.41 | 0.54 | 0.22 | 0.82 | 0.11 | |
| DP-SGDPrivacy Budget (epsilon)=5.12024.10 | 0.37 | 0.54 | 0.22 | 0.94 | 0.37 | |
| PATEPrivacy Budget (epsilon)=5.12024.10 | 0.37 | 0.4 | 0.15 | 0.91 | 0.34 | |
| SliceWassPrivacy Budget (epsilon)=5.12024.10 | 0.33 | 0.62 | 0.33 | 0.84 | 0.42 | |
| SliceWassPrivacy Budget (epsilon)=8.12024.10 | 0.3 | 0.62 | 0.33 | 0.93 | 0.46 |