Classification on COMPAS (Accuracy and AUC)
64.86Accuracystandard DP-GD
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| standard DP-GDModel=Model 1, Privacy budget=ε = 1, δ = 10−5, Number of runs=1002026.05 | 64.86 | 70.34 | |
| augmented no-clipping DP-GDModel=Model 2, Privacy budget=ε = 1, δ = 10−5, Number of runs=1002026.05 | 63.25 | 69.29 | |
| DP model using output perturbationModel=Model 3, Privacy budget=ε = 1, δ = 10−5, Number of runs=1002026.05 | 51.26 | 54.9 |