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CRYPTO
2009
Springer
109views Cryptology» more  CRYPTO 2009»
13 years 12 months ago
Computational Differential Privacy
Ilya Mironov, Omkant Pandey, Omer Reingold, Salil ...
EDBT
2012
ACM
262views Database» more  EDBT 2012»
11 years 7 months ago
The application of differential privacy to health data
Differential privacy has gained a lot of attention in recent years as a general model for the protection of personal information when used and disclosed for secondary purposes. It...
Fida Kamal Dankar, Khaled El Emam
FOCS
2010
IEEE
13 years 3 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...
STOC
2009
ACM
145views Algorithms» more  STOC 2009»
14 years 5 months ago
Differential privacy and robust statistics
We show by means of several examples that robust statistical estimators present an excellent starting point for differentially private estimators. Our algorithms use a new paradig...
Cynthia Dwork, Jing Lei
POPL
2012
ACM
12 years 26 days 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...