Alexandre Evfimievski, Ramakrishnan Srikant, Rakesh Agrawal, Johannes Gehrke  Home/Search
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Abstract: We present a framework for mining association rules from transactions consisting of categorical items where the data has been randomized to preserve privacy of individual transactions. While it is feasible to recover association rules and preserve privacy using a straightforward "uniform" randomization, the discovered rules can unfortunately be exploited to find privacy breaches. We analyze the nature of privacy breaches and propose a class of randomization operators that are much more... (Update)
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BibTeX entry: (Update)
A. Evfimievski, R. Srikant, R. Agrawal and J. Gehrke, "Privacy Preserving Mining of Association Rules", Proc. of 8th ACM $IGKDD Intl. Conf. on Knowledge Discovery and Data Mining (KDD), July 2002. http://citeseer.ist.psu.edu/article/evfimievski02privacy.html More
@misc{ evfimievski02privacy,
author = "A. Evfimievski and R. Srikant and R. Agrawal and J. Gehrke",
title = "Privacy Preserving Mining of Association Rules",
text = "A. Evfimievski, R. Srikant, R. Agrawal and J. Gehrke, Privacy Preserving
Mining of Association Rules, Proc. of 8th ACM $IGKDD Intl. Conf. on Knowledge
Discovery and Data Mining (KDD), July 2002.",
year = "2002",
url = "citeseer.ist.psu.edu/article/evfimievski02privacy.html" }
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976 Machine Learning (context) - Mitchell - 1997
921 Mining association rules between sets of items in large data.. - Agrawal, Imielinski et al. - 1993
910 Fast Algorithms for Mining Association Rules - Agrawal, Srikant - 1994
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111 Privacy preserving data mining - Agrawal, Srikant - 2000
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86 Privacy preserving data mining - Lindell, Pinkas - 2000
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49 the Design and Quantification of Privacy Preserving Data Min.. - Agrawal, Aggarwal - 2001
44 Privacy preserving association rule mining in vertically par.. - Vaidya, Clifton - 2002
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6 Directive on Privacy Protection (context) - Union - 1998
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