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» Data mining with differential privacy
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KDD
2010
ACM
243views Data Mining» more  KDD 2010»
13 years 9 months ago
Data mining with differential privacy
Arik Friedman, Assaf Schuster
ICDM
2009
IEEE
223views Data Mining» more  ICDM 2009»
14 years 1 days 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
KDD
2012
ACM
178views Data Mining» more  KDD 2012»
11 years 7 months ago
Differentially private transit data publication: a case study on the montreal transportation system
With the wide deployment of smart card automated fare collection (SCAFC) systems, public transit agencies have been benefiting from huge volume of transit data, a kind of sequent...
Rui Chen, Benjamin C. M. Fung, Bipin C. Desai, N&e...
CIKM
2009
Springer
13 years 12 months ago
Applying differential privacy to search queries in a policy based interactive framework
Web search logs are of growing importance to researchers as they help understanding search behavior and search engine performance. However, search logs typically contain sensitive...
Palanivel Balaji Kodeswaran, Evelyne Viegas
ICDM
2009
IEEE
124views Data Mining» more  ICDM 2009»
13 years 3 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...