Per-instance Differential Privacy

We consider a refinement of differential privacy --- per instance differential privacy (pDP), which captures the privacy of a specific individual with respect to a fixed data set.  We show that this is a strict generalization of the standard DP and inherits all its desirable properties, e.g.,  compo...

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Bibliographic Details
Main Author: Yu-Xiang Wang
Format: Article
Language:English
Published: Labor Dynamics Institute 2019-03-01
Series:The Journal of Privacy and Confidentiality
Subjects:
Online Access:https://journalprivacyconfidentiality.org/index.php/jpc/article/view/662