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ICDM
2009
IEEE
124views Data Mining» more  ICDM 2009»
9 years 11 months ago
A Practical Differentially Private Random Decision Tree Classifier
In this paper, we study the problem of constructing private classifiers using decision trees, within the framework of differential privacy. We first construct privacy-preserving ID...
Geetha Jagannathan, Krishnan Pillaipakkamnatt, Reb...
ICDM
2010
IEEE
150views Data Mining» more  ICDM 2010»
9 years 11 months ago
Probabilistic Inference Protection on Anonymized Data
Background knowledge is an important factor in privacy preserving data publishing. Probabilistic distributionbased background knowledge is a powerful kind of background knowledge w...
Raymond Chi-Wing Wong, Ada Wai-Chee Fu, Ke Wang, Y...
PERCOM
2010
ACM
9 years 11 months ago
Social-K: Real-time K-anonymity guarantees for social network applications
—Traditional approaches to K-anonymity provide privacy guarantees over publicly released data sets with specified quasi-identifiers. However, the most common public releases of...
Aaron Beach, Mike Gartrell, Richard Han
ICDT
2005
ACM
117views Database» more  ICDT 2005»
10 years 6 months ago
Privacy in Database Publishing
We formulate and study a privacy guarantee to data owners, who share information with clients by publishing views of a proprietary database. The owner identifies the sensitive pro...
Alin Deutsch, Yannis Papakonstantinou
ICDE
2010
IEEE
182views Database» more  ICDE 2010»
11 years 1 months ago
Global Privacy Guarantee in Serial Data Publishing
While previous works on privacy-preserving serial data publishing consider the scenario where sensitive values may persist over multiple data releases, we find that no previous wor...
Raymond Chi-Wing Wong, Ada Wai-Chee Fu, Jia Liu, K...
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