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» Algorithm-safe privacy-preserving data publishing
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WWW
2010
ACM
13 years 11 months ago
Privacy in dynamic social networks
Recent work on anonymizing online social networks (OSNs) has looked at privacy preserving techniques for publishing a single instance of the network. However, OSNs evolve and a si...
Smriti Bhagat, Graham Cormode, Balachander Krishna...
ICDM
2010
IEEE
150views Data Mining» more  ICDM 2010»
13 years 3 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...
EDBT
2010
ACM
132views Database» more  EDBT 2010»
13 years 9 months ago
Algorithm-safe privacy-preserving data publishing
This paper develops toolsets for eliminating algorithm-based disclosure from existing privacy-preserving data publishing algorithms. We first show that the space of algorithm-base...
Xin Jin, Nan Zhang 0004, Gautam Das
VLDB
2007
ACM
137views Database» more  VLDB 2007»
14 years 5 months ago
Fast Data Anonymization with Low Information Loss
Recent research studied the problem of publishing microdata without revealing sensitive information, leading to the privacy preserving paradigms of k-anonymity and -diversity. k-a...
Gabriel Ghinita, Panagiotis Karras, Panos Kalnis, ...
VLDB
2006
ACM
122views Database» more  VLDB 2006»
14 years 5 months ago
A secure distributed framework for achieving k-anonymity
k-anonymity provides a measure of privacy protection by preventing re-identification of data to fewer than a group of k data items. While algorithms exist for producing k-anonymous...
Wei Jiang, Chris Clifton