Privacy-preserving Data Mining: Models And Algorithms

E-Book Overview

Advances in hardware technology have increased the capability to store and record personal data about consumers and individuals. This has caused concerns that personal data may be used for a variety of intrusive or malicious purposes.

<STRONG>Privacy Preserving Data Mining: Models and Algorithms proposes a number of techniques to perform the data mining tasks in a privacy-preserving way. These techniques generally fall into the following categories: data modification techniques, cryptographic methods and protocols for data sharing, statistical techniques for disclosure and inference control, query auditing methods, randomization and perturbation-based techniques. This edited volume also contains surveys by distinguished researchers in the privacy field. Each survey includes the key research content as well as future research directions of a particular topic in privacy.

<STRONG>Privacy Preserving Data Mining: Models and Algorithms is designed for researchers, professors, and advanced-level students in computer science. This book is also suitable for practitioners in industry.


E-Book Content

Privacy-Preserving Data Mining Models and Algorithms ADVANCES IN DATABASE SYSTEMS Volume 34 Series Editors Ahmed K. Elmagarmid Amit P. Sheth Purdue University West Lafayette, IN 47907 Wright State University Dayton, Ohio 45435 Other books in the Series: SEQUENCE DATA MINING, Guozhu Dong, Jian Pei; ISBN: 978-0-387-69936-3 DATA STREAMS: Models and Algorithms, edited by Charu C. Aggarwal; ISBN: 978-0-387-28759-1 SIMILARITY SEARCH: The Metric Space Approach, P. Zezula, G. Amato, V. Dohnal, M. Batko; ISBN: 0-387-29146-6 STREAM DATA MANAGEMENT, Nauman Chaudhry, Kevin Shaw, Mahdi Abdelguerfi; ISBN: 0-387-24393-3 FUZZY DATABASE MODELING WITH XML, Zongmin Ma; ISBN: 0-387- 24248-1 MINING SEQUENTIAL PATTERNS FROM LARGE DATA SETS, Wei Wang and Jiong Yang; ISBN: 0-387-24246-5 ADVANCED SIGNATURE INDEXING FOR MULTIMEDIA AND WEB APPLICATIONS, Yannis Manolopoulos, Alexandros Nanopoulos, Eleni Tousidou; ISBN: 1-4020-7425-5 ADVANCES IN DIGITAL GOVERNMENT: Technology, Human Factors, and Policy, edited by William J. McIver, Jr. and Ahmed K. Elmagarmid; ISBN: 1-4020-7067-5 INFORMATION AND DATABASE QUALITY, Mario Piattini, Coral Calero and Marcela Genero; ISBN: 0-7923-7599-8 DATA QUALITY, Richard Y. Wang, Mostapha Ziad, Yang W. Lee: ISBN: 0-7923-7215-8 THE FRACTAL STRUCTURE OF DATA REFERENCE: Applications to the Memory Hierarchy, Bruce McNutt; ISBN: 0-7923-7945-4 SEMANTIC MODELS FOR MULTIMEDIA DATABASE SEARCHING AND BROWSING, ShuChing Chen, R.L. Kashyap, and Arif Ghafoor; ISBN: 0-7923-7888-1 INFORMATION BROKERING ACROSS HETEROGENEOUS DIGITAL DATA: A Metadatabased Approach, Vipul Kashyap, Amit Sheth; ISBN: 0-7923-7883-0 DATA DISSEMINATION IN WIRELESS COMPUTING ENVIRONMENTS, Kian-Lee Tan and Beng Chin Ooi; ISBN: 0-7923-7866-0 MIDDLEWARE NETWORKS: Concept, Design and Deployment of Internet Infrastructure, Michah Lerner, George Vanecek, Nino Vidovic, Dad Vrsalovic; ISBN: 0-7923-7840-7 ADVANCED DATABASE INDEXING, Yannis Manolopoulos, Yannis Theodoridis, Vassilis J. Tsotras; ISBN: 0-7923-7716-8 MULTILEVEL SECURE TRANSACTION PROCESSING, Vijay Atluri, Sushil Jajodia, Binto George ISBN: 0-7923-7702-8 FUZZY LOGIC IN DATA MODELING, Guoqing Chen ISBN: 0-7923-8253-6 PRIVACY-PRESERVING DATA MINING: Models and Algorithms, edited by Charu C. Aggarwal and Philip S. Yu; ISBN: 0-387-70991-8 Privacy-Preserving Data Mining Models and Algorithms Edited by Charu C. Aggarwal IBM T.J. Watson Research Center, USA and Philip S. Yu University of Illinois at Chicago, USA ABC Editors: Charu C. Aggarwal IBM Thomas J. Watson Research Center 19 Skyline Drive Hawthorne NY 10532