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On the Lift, Related Privacy Measures, and Applications to Privacy–Utility Trade-Offs

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 quantify the adversary’s knowledge gain and should be bounded to protect privacy. We demonstrate that max- and min-lifts...

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Autori principali: Mohammad Amin Zarrabian, Ni Ding, Parastoo Sadeghi
Natura: Artigo
Lingua:Inglês
Pubblicazione: MDPI AG 2023-04-01
Serie:Entropy
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Accesso online:https://www.mdpi.com/1099-4300/25/4/679
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