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» Boosting and Differential Privacy
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PSD
2010
Springer
180views Database» more  PSD 2010»
13 years 8 months ago
Some Additional Insights on Applying Differential Privacy for Numeric Data
Recently Sarathy and Muralidhar (2009) provided the first attempt at illustrating the implementation of differential privacy for numerical data. In this paper, we attempt to provid...
Rathindra Sarathy, Krishnamurty Muralidhar
ICDM
2009
IEEE
223views Data Mining» more  ICDM 2009»
14 years 4 months ago
Differential Privacy for Clinical Trial Data: Preliminary Evaluations
—The concept of differential privacy as a rigorous definition of privacy has emerged from the cryptographic community. However, further careful evaluation is needed before we ca...
Duy Vu, Aleksandra Slavkovic
SODA
2010
ACM
171views Algorithms» more  SODA 2010»
13 years 7 months ago
Differential Privacy in New Settings
Differential privacy is a recent notion of privacy tailored to the problem of statistical disclosure control: how to release statistical information about a set of people without ...
Cynthia Dwork
POPL
2012
ACM
12 years 5 months ago
Probabilistic relational reasoning for differential privacy
Differential privacy is a notion of confidentiality that protects the privacy of individuals while allowing useful computations on their private data. Deriving differential priva...
Gilles Barthe, Boris Köpf, Federico Olmedo, S...
FOCS
2010
IEEE
13 years 7 months ago
The Limits of Two-Party Differential Privacy
We study differential privacy in a distributed setting where two parties would like to perform analysis of their joint data while preserving privacy for both datasets. Our results ...
Andrew McGregor, Ilya Mironov, Toniann Pitassi, Om...