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SODA
2010
ACM
171views Algorithms» more  SODA 2010»
13 years 10 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
ICDT
2007
ACM
148views Database» more  ICDT 2007»
14 years 6 months ago
Ask a Better Question, Get a Better Answer A New Approach to Private Data Analysis
Cryptographic techniques for reasoning about information leakage have recently been brought to bear on the classical problem of statistical disclosure control – revealing accurat...
Cynthia Dwork
STOC
2007
ACM
112views Algorithms» more  STOC 2007»
15 years 25 days ago
Smooth sensitivity and sampling in private data analysis
We introduce a new, generic framework for private data analysis. The goal of private data analysis is to release aggregate information about a data set while protecting the privac...
Kobbi Nissim, Sofya Raskhodnikova, Adam Smith