Balanced Approach for Hiding Sensitive Association Rules in Data Sharing Environment

Janakiramaiah Bonam and Ramamohan Reddy
Additional contact information
Janakiramaiah Bonam: DVR & Dr HS MIC College of Technology, Kanchikacherla, India
Ramamohan Reddy: Sri Venkateswara University, Tirupati, India

International Journal of Information Security and Privacy (IJISP), 2014, vol. 8, issue 3, 39-62

Abstract: Privacy preserving association rule mining protects the sensitive association rules specified by the owner of the data by sanitizing the original database so that the sensitive rules are hidden. In this paper, the authors study a problem of hiding sensitive association rules by carefully modifying the transactions in the database. The algorithm BHPSP calculates the impact factor of items in the sensitive association rules. Then it selects a rule which contains an item with minimum impact factor. The algorithm alters the transactions of the database to hide the sensitive association rule by reducing the loss of other non-sensitive association rules. The quality of a database can be well maintained by greedily selecting the alterations in the database with negligible side effects. The BHPSP algorithm is experimentally compared with a HCSRIL algorithm with respect to the performance measures misses cost and difference between original and sanitized databases. Experimental results are also mentioned demonstrating the effectiveness of the proposed approach.

Date: 2014
References: Add references at CitEc
Citations:

Downloads: (external link)
http://services.igi-global.com/resolvedoi/resolve. ... 018/IJISP.2014070103 (application/pdf)

Related works:
This item may be available elsewhere in EconPapers: Search for items with the same title.

Export reference: BibTeX RIS (EndNote, ProCite, RefMan) HTML/Text

Persistent link: https://EconPapers.repec.org/RePEc:igg:jisp00:v:8:y:2014:i:3:p:39-62

Access Statistics for this article

International Journal of Information Security and Privacy (IJISP) is currently edited by Yassine Maleh

More articles in International Journal of Information Security and Privacy (IJISP) from IGI Global
Bibliographic data for series maintained by Journal Editor ().