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      • [PDF] Privacy-Preserving Data Mining: Models and Algorithms Free Download by Charu C Aggarwal | Publisher : Springer | Category : Computers & Internet | Tags : Hardware, Technology, Data Mining, Computer, Models, Analysis | ISBN-10 : 0387709916 | ISBN-13 : 9780387709918
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      • Privacy-Preserving Data Mining: Models and Algorithms by Charu C Aggarwal, Publisher : Springer
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      • Advances in hardwaretechnology have increased the capability to store and record personal data. This has caused concerns that personal data may be abused. This book proposes a number of techniques to perform the data mining tasks in a privacy-preserving way. This edited volume 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. The book is designed for researchers, professors, and advanced-level students in computer science, but is also suitable for practitioners in industry.

        Table of Contents

        1 An Introduction to Privacy-Preserving Data Mining
        2 A General Survey of Privacy-Preserving Data Mining Models and Algorithms
        3 A Survey of Inference Control Methods for Privacy-Preserving Data Mining
        4 Measures of Anonymity Suresh Venkatasubramanian
        5 k-Anonymous Data Mining: A Survey
        6 A Survey of RandomizationMethods for Privacy-PreservingDataMining
        7 A Survey of Multiplicative Perturbation for Privacy-Preserving Data Mining
        8 ASurvey ofQuanti?cation of Privacy PreservingDataMiningAlgorithms
        9 A Survey of Utility-based Privacy-Preserving Data Transformation Methods
        10 Mining Association Rules under Privacy Constraints
        11 A Survey of Association Rule Hiding Methods for Privacy
        12 A Survey of Statistical Approaches to Preserving Con?dentiality of Contingency Table Entries
        13 A Survey of Privacy-Preserving Methods Across Horizontally Partitioned Data
        14 A Survey of Privacy-Preserving Methods Across Vertically Partitioned Data
        15 A Survey of Attack Techniques on Privacy-Preserving Data Perturbation Methods
        16 Private Data Analysis via Output Perturbation
        17 A Survey of Query Auditing Techniques for Data Privacy
        18 Privacy and the Dimensionality Curse
        19 Personalized Privacy Preservation
        20 Privacy-Preserving Data Stream Classi?cation

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    • Book Details
      • Book Name : Privacy-Preserving Data Mining: Models and Algorithms

        Edition : 1

        Author : Charu C Aggarwal

        Publisher : Springer

        Category : Computers & Internet

        ISBN-10 : 0387709916

        ISBN-13 : 9780387709918

        ASIN : 0387709916

        Pages : 535

        Language : English

        Publish Date : July 7, 2008
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