Mar 27, 2011 · In this paper, we show how to model the query system in terms of an information-theoretic channel, and we compare the notion of differential privacy with that ...
We show that differential privacy implies a bound on the min-entropy leakage, but not vice-versa. Furthermore, we show that our bound is tight. Then, we ...
Sep 30, 2011 · We show that differential privacy implies a bound on the min-entropy leakage, but not vice-versa. Furthermore, we show that our bound is tight.
Mar 27, 2011 · In this section we present a model of statistical queries on databases, where noise is carefully added to protect privacy and, in general, the ...
[PDF] on the trade-off between Utility and Information Leakage - DCC/UFMG
www.dcc.ufmg.br › 2011-FAST
We show that the notion of differential privacy implies a bound on utility, also tight, and we propose a method that under certain conditions builds an optimal ...
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The bound that differential privacy induces on leakage, and the trade-off between utility and privacy are discussed, using the information-theoretic view.
We show that differential privacy implies a bound on the min-entropy leakage, but not vice-versa. Furthermore, we show that our bound is tight. Then, we ...
We show that differential privacy implies a bound on the min-entropy leakage, but not vice-versa. Furthermore, we show that our bound is tight. Then, we ...
Apr 26, 2022 · In this paper, we investigate the privacy-utility trade-off (PUT) problem, which considers the minimal privacy loss at a fixed expense of utility.
Feb 11, 2021 · Firstly, using personal data for training can cause leakage of private information. In addition, individu- als can be unfairly affected when ...