吉林大学学报(工学版) ›› 2013, Vol. 43 ›› Issue (01): 172-178.

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Sensitive association rule hiding based on sliding window

ZHANG Jun-wei, YANG Jing, ZHANG Jian-pei, ZHANG Le-jun   

  1. College of Computer Science and Technology, Harbin Engineering University, Harbin 150001, China
  • Received:2011-05-14 Online:2013-01-01 Published:2013-01-01

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Abstract: We propose an algorithm, HSRDS, which achieves the sensitive association rule hiding based on data stream. In this algorithm, we adopt Transformative FP-Tree (TFP-Tree) as transitional structure between original data set and sanitized data set, and complete the sensitive association rule hiding of the newest data combined with sliding window. Furthermore, in the progress of hiding sensitive association rule, we inject two thresholds that are σ and δ, to guarantee that the sensitive association rule can be hidden successfully, at the same time the side effect, resulting from the hiding sensitive rule, can be minimized.

Key words: computer application, sensitive association rule, data mining, rule hiding

CLC Number: 

  • TP393
[1] Agrawal R, Imielinski T, Swami A. Mining association rules between sets of items in large databases//Proc the ACM SIGMOD International Conference on Management of Data, Washington, DC, 1993.

[2] Shyue-liang W, Jafari A. Hiding informative association rule sets[J]. Expert Systems with Applications,2007,33(2):316-323.

[3] Shyue-liang W. Hiding sensitive predictive association rules//IEEE International Conference on Information Reuse and Integration, 2005:164-169.

[4] Oliveira S, Zaiane O. Protecting sensitive knowledge by data sanitization//Proceedings of the Third IEEE International Conference on Data Mining, 2003: 99-106.

[5] Amiri A. Dare to share: protecting sensitive knowledge with data sanitization[J]. Decision Support Systems, 2007, 43(1):181-191.

[6] Agrawal R, Srikant R. Fast algorithms for mining association rules//Conf of the 20 VLDB Conference, 1994:487-499.
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