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ICDM
2009
IEEE
124views Data Mining» more  ICDM 2009»
13 years 1 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...
ICDE
2012
IEEE
202views Database» more  ICDE 2012»
11 years 6 months ago
Differentially Private Spatial Decompositions
— Differential privacy has recently emerged as the de facto standard for private data release. This makes it possible to provide strong theoretical guarantees on the privacy and ...
Graham Cormode, Cecilia M. Procopiuc, Divesh Sriva...
INFOCOM
2012
IEEE
11 years 6 months ago
Fine-grained private matching for proximity-based mobile social networking
—Proximity-based mobile social networking (PMSN) refers to the social interaction among physically proximate mobile users directly through the Bluetooth/WiFi interfaces on their ...
Rui Zhang 0007, Yanchao Zhang, Jinyuan Sun, Guanhu...
ICDE
2009
IEEE
159views Database» more  ICDE 2009»
13 years 10 months ago
Efficient Private Record Linkage
— Record linkage is the computation of the associations among records of multiple databases. It arises in contexts like the integration of such databases, online interactions and...
Mohamed Yakout, Mikhail J. Atallah, Ahmed K. Elmag...
ICDE
2012
IEEE
221views Database» more  ICDE 2012»
11 years 6 months ago
DPCube: Releasing Differentially Private Data Cubes for Health Information
—We demonstrate DPCube, a component in our Health Information DE-identification (HIDE) framework, for releasing differentially private data cubes (or multi-dimensional histogram...
Yonghui Xiao, James J. Gardner, Li Xiong