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Association Rule Hiding for Data Mining

Privacy and security risks arising from the application of different data mining techniques to large institutional data repositories have been solely investigated by a new research domain, the so-called privacy preserving data mining. Association rule hiding is a new technique on data mining, which...

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Bibliographic Details
Call Number:Libro Electrónico
Main Authors: Gkoulalas-Divanis, Aris (Author), Verykios, Vassilios S. (Author)
Corporate Author: SpringerLink (Online service)
Format: Electronic eBook
Language:Inglés
Published: New York, NY : Springer US : Imprint: Springer, 2010.
Edition:1st ed. 2010.
Series:Advances in Database Systems ; 41
Subjects:
Online Access:Texto Completo
Table of Contents:
  • Fundamental Concepts
  • Background
  • Classes of Association Rule Hiding Methodologies
  • Other Knowledge Hiding Methodologies
  • Summary
  • Heuristic Approaches
  • Distortion Schemes
  • Blocking Schemes
  • Summary
  • Border Based Approaches
  • Border Revision for Knowledge Hiding
  • BBA Algorithm
  • Max-Min Algorithms
  • Summary
  • Exact Hiding Approaches
  • Menon's Algorithm
  • Inline Algorithm
  • Two-Phase Iterative Algorithm
  • Hybrid Algorithm
  • Parallelization Framework for Exact Hiding
  • Quantifying the Privacy of Exact Hiding Algorithms
  • Summary
  • Epilogue
  • Conclusions
  • Roadmap to Future Work.