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ICDM
2007
IEEE
116views Data Mining» more  ICDM 2007»
14 years 4 months ago
Privacy-Preserving k-NN for Small and Large Data Sets
It is not surprising that there is strong interest in kNN queries to enable clustering, classification and outlierdetection tasks. However, previous approaches to privacypreservi...
Artak Amirbekyan, Vladimir Estivill-Castro
CRYPTO
2004
Springer
91views Cryptology» more  CRYPTO 2004»
14 years 3 months ago
Privacy-Preserving Datamining on Vertically Partitioned Databases
In a recent paper Dinur and Nissim considered a statistical database in which a trusted database administrator monitors queries and introduces noise to the responses with the goal ...
Cynthia Dwork, Kobbi Nissim
SDMW
2004
Springer
14 years 3 months ago
Secure and Privacy Preserving Outsourcing of Tree Structured Data
With the increasing use of web services, many new challenges concerning data security are becoming critical. Data or applications can now be outsourced to powerful remote servers, ...
Ping Lin, K. Selçuk Candan
CSE
2009
IEEE
14 years 1 months ago
An Efficient Privacy Preserving Keyword Search Scheme in Cloud Computing
A user stores his personal files in a cloud, and retrieves them wherever and whenever he wants. For the sake of protecting the user data privacy and the user queries privacy, a use...
Qin Liu, Guojun Wang, Jie Wu
FOCS
2010
IEEE
13 years 7 months ago
A Multiplicative Weights Mechanism for Privacy-Preserving Data Analysis
Abstract--We consider statistical data analysis in the interactive setting. In this setting a trusted curator maintains a database of sensitive information about individual partici...
Moritz Hardt, Guy N. Rothblum