Cover image for Privacy-preserving data mining : models and algorithms
Privacy-preserving data mining : models and algorithms
Title:
Privacy-preserving data mining : models and algorithms
Author:
Aggarwal, Charu C.
ISBN:
9780387709918
Publication Information:
New York : Springer, c2008.
Physical Description:
xxii, 513 p. : ill. ; 25 cm.
Series:
Advances in database systems ; v. 34

Advances in database systems ; 34.
Contents:
An introduction to privacy-preserving data mining / Charu C. Aggarwal, Philip S. Yu -- A general survey of privacy-preserving data mining models and algorithms / Charu C. Aggarwal, Philip S. Yu -- A survey of inference control methods for privacy-preserving data mining / Josep Domingo-Ferrer -- Measures of anonymity / Suresh Venkatasubramanian -- k-Anonymous data mining : a survey / V. Ciriani ... [et al.] -- A survey of randomization methods for privacy-preserving data mining / Charu C. Aggarwal, Philip S. Yu -- A survey of multiplicative perturbation for privacy-preserving data mining / Keke Chen and Ling Liu -- A survey of quantification of privacy preserving data mining algorithms / Elisa Bertino, Dan Lin and Wei Jiang -- A survey of utility-based privacy-preserving data transformation models / Ming Hua and Jian Pei -- Mining association rules under privacy constraints / Jayant R. Haritsa --

A survey of association rule hiding methods for privacy / Vassilios S. Verykios and Aris Gkoulalas-Divanis -- A survey of statistical approaches to preserving confidentiality of contigency table entries / Stephen E. Fienberg and Aleksandra B. Slavkovic -- A survey of privacy-preserving methods across horizontally partitioned data / Murat Kantarcioglu -- A survey of privacy-preserving methods across vertically partitioned data / Jaideep Vaidya -- A survey of attack techniques on privacy-preserving data perturbation methods / Kun Liu, Chris Giannella, and Hillol Kargupta -- Private data analysis via output perturbation / Kobbi Nissim -- A survey of query auditing techniques for data privacy / Shubha U. Nabar ... [et al.] -- Privacy and the dimensionality curse / Charu C. Aggarwal -- Personalized privacy preservation / Yufei Tao and Xiaokui Xiao -- Privacy-preserving data stream classification / Yabo Xu ... [et al.].
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