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Paper: A Note on Differential Privacy: Defining Resistance to Arbitrary Side Information

Authors: Shiva Prasad Kasiviswanathan Adam Smith URL: http://eprint.iacr.org/2008/144 Search ePrint Search Google In this note we give a precise formulation of "resistance to arbitrary side information" and show that several relaxations of differential privacy imply it. The formulation follows the ideas originally due to Dwork and McSherry, stated implicitly in [Dwork06]. This is, to our knowledge, the first place such a formulation appears explicitly. The proof that relaxed definitions satisfy the Bayesian formulation is new.
BibTeX
@misc{eprint-2008-17821,
title={A Note on Differential Privacy: Defining Resistance to Arbitrary Side Information},
booktitle={IACR Eprint archive},
keywords={foundations / Differential Privacy, Composition},
url={http://eprint.iacr.org/2008/144},
note={ kasivisw@cse.psu.edu 13969 received 31 Mar 2008},
author={Shiva Prasad Kasiviswanathan and Adam Smith},
year=2008
}