Association Rule Hiding Based on Intersection Lattice
Joint Authors
Quoc Le, Hai
Arch-int, Somjit
Arch-int, Ngamnij
Source
Mathematical Problems in Engineering
Issue
Vol. 2013, Issue 2013 (31 Dec. 2013), pp.1-11, 11 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2013-09-11
Country of Publication
Egypt
No. of Pages
11
Main Subjects
Abstract EN
Association rule hiding has been playing a vital role in sensitive knowledge preservation when sharing data between enterprises.
The aim of association rule hiding is to remove sensitive association rules from the released database such that side effects are reduced as low as possible.
This research proposes an efficient algorithm for hiding a specified set of sensitive association rules based on intersection lattice of frequent itemsets.
In this research, we begin by analyzing the theory of the intersection lattice of frequent itemsets and the applicability of this theory into association rule hiding problem.
We then formulate two heuristics in order to (a) specify the victim items based on the characteristics of the intersection lattice of frequent itemsets and (b) identify transactions for data sanitization based on the weight of transactions.
Next, we propose a new algorithm for hiding a specific set of sensitive association rules with minimum side effects and low complexity.
Finally, experiments were carried out to clarify the efficiency of the proposed approach.
Our results showed that the proposed algorithm, AARHIL, achieved minimum side effects and CPU-Time when compared to current similar state of the art approaches in the context of hiding a specified set of sensitive association rules.
American Psychological Association (APA)
Quoc Le, Hai& Arch-int, Somjit& Arch-int, Ngamnij. 2013. Association Rule Hiding Based on Intersection Lattice. Mathematical Problems in Engineering،Vol. 2013, no. 2013, pp.1-11.
https://search.emarefa.net/detail/BIM-1008707
Modern Language Association (MLA)
Quoc Le, Hai…[et al.]. Association Rule Hiding Based on Intersection Lattice. Mathematical Problems in Engineering No. 2013 (2013), pp.1-11.
https://search.emarefa.net/detail/BIM-1008707
American Medical Association (AMA)
Quoc Le, Hai& Arch-int, Somjit& Arch-int, Ngamnij. Association Rule Hiding Based on Intersection Lattice. Mathematical Problems in Engineering. 2013. Vol. 2013, no. 2013, pp.1-11.
https://search.emarefa.net/detail/BIM-1008707
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1008707