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Bounds on the Posterior-to-Prior Ratios for Inclusion Belief under Bounded Differential Privacy

Sørensen, Jan Reiter et al.
arXiv (All) · Papers
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cryptography-and-securitystatistics-theory
Differential privacy has become the standard for generating privacy-protected data releases. However, differential privacy does not translate intuitively to disclosure risk. In particular, it remains unclear how much an adversary's belief about an individual's inclusion in a dataset can change after
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