Title
Rethinking rank swapping to decrease disclosure risk
Abstract
Nowadays, the need for privacy motivates the use of methods that allow to protect a microdata file both minimizing the disclosure risk and preserving the data utility. A very popular microdata protection method is rank swapping. Record linkage is the standard mechanism used to measure the disclosure risk of a microdata protection method. In this paper we present a new record linkage method, specific for rank swapping, which obtains more links than standard ones. The consequence is that rank swapping has a higher disclosure risk than believed up to now. Motivated by this, we present two new variants of the rank swapping method, which make the new record linkage technique unsuitable. Therefore, the real disclosure risk of these new methods is lower than the standard rank swapping.
Year
DOI
Venue
2008
10.1016/j.datak.2007.07.006
Data Knowl. Eng.
Keywords
Field
DocType
disclosure risk,higher disclosure risk,popular microdata protection method,new variant,new record linkage method,new record linkage technique,new method,microdata protection method,rethinking rank,real disclosure risk,standard rank,record linkage
Data mining,Swap (computer programming),Record linkage,Information retrieval,Computer security,Computer science,Microdata (HTML)
Journal
Volume
Issue
ISSN
64
1
0169-023X
Citations 
PageRank 
References 
43
1.86
14
Authors
3
Name
Order
Citations
PageRank
Jordi Nin131126.53
Javier Herranz262831.52
Vicenç Torra32666234.27