Privacy-Preserving Data Mining

Models and Algorithms

Editors:

ISBN: 978-0-387-70991-8 (Print) 978-0-387-70992-5 (Online)

Table of contents (20 chapters)

  1. Front Matter

    Pages i-xxii

  2. No Access

    Book Chapter

    Pages 1-9

    An Introduction to Privacy-Preserving Data Mining

  3. No Access

    Book Chapter

    Pages 11-52

    A General Survey of Privacy-Preserving Data Mining Models and Algorithms

  4. No Access

    Book Chapter

    Pages 53-80

    A Survey of Inference Control Methods for Privacy-Preserving Data Mining

  5. No Access

    Book Chapter

    Pages 81-103

    Measures of Anonymity

  6. No Access

    Book Chapter

    Pages 105-136

    k-Anonymous Data Mining: A Survey

  7. No Access

    Book Chapter

    Pages 137-156

    A Survey of Randomization Methods for Privacy-Preserving Data Mining

  8. No Access

    Book Chapter

    Pages 157-181

    A Survey of Multiplicative Perturbation for Privacy-Preserving Data Mining

  9. No Access

    Book Chapter

    Pages 183-205

    A Survey of Quantification of Privacy Preserving Data Mining Algorithms

  10. No Access

    Book Chapter

    Pages 207-237

    A Survey of Utility-based Privacy-Preserving Data Transformation Methods

  11. No Access

    Book Chapter

    Pages 239-266

    Mining Association Rules under Privacy Constraints

  12. No Access

    Book Chapter

    Pages 267-289

    A Survey of Association Rule Hiding Methods for Privacy

  13. No Access

    Book Chapter

    Pages 291-312

    A Survey of Statistical Approaches to Preserving Confidentiality of Contingency Table Entries

  14. No Access

    Book Chapter

    Pages 313-335

    A Survey of Privacy-Preserving Methods Across Horizontally Partitioned Data

  15. No Access

    Book Chapter

    Pages 337-358

    A Survey of Privacy-Preserving Methods Across Vertically Partitioned Data

  16. No Access

    Book Chapter

    Pages 359-381

    A Survey of Attack Techniques on Privacy-Preserving Data Perturbation Methods

  17. No Access

    Book Chapter

    Pages 383-414

    Private Data Analysis via Output Perturbation

  18. No Access

    Book Chapter

    Pages 415-431

    A Survey of Query Auditing Techniques for Data Privacy

  19. No Access

    Book Chapter

    Pages 433-460

    Privacy and the Dimensionality Curse

  20. No Access

    Book Chapter

    Pages 461-485

    Personalized Privacy Preservation

  21. No Access

    Book Chapter

    Pages 487-510

    Privacy-Preserving Data Stream Classification

  22. Back Matter

    Pages 511-513