On the 'Semantics' of Differential Privacy: A Bayesian Formulation

Differential privacy is a definition of privacy for algorithms that analyze and publish information about statistical databases. It is often claimed that differential privacy provides guarantees against adversaries with arbitrary side information. In this paper, we provide a precise formulation of...

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Bibliographic Details
Main Authors: Shiva P. Kasiviswanathan, Adam Smith
Format: Article
Language:English
Published: Labor Dynamics Institute 2014-06-01
Series:The Journal of Privacy and Confidentiality
Subjects:
Online Access:https://journalprivacyconfidentiality.org/index.php/jpc/article/view/634