On the Lift, Related Privacy Measures, and Applications to Privacy-Utility Tradeoffs

Mohammad Amin Zarrabian, Ni Ding, Parastoo Sadeghi

This paper investigates lift, the likelihood ratio between the posterior and prior belief about sensitive features in a dataset. Maximum and minimum lifts over sensitive features q…