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On method-specific record linkage for risk assessment
Nin Guerrero, Jordi; Herranz Sotoca, Javier; Torra i Reventós, Vicenç
Universitat Politècnica de Catalunya. Departament d'Arquitectura de Computadors; Universitat Politècnica de Catalunya. Departament de Matemàtica Aplicada IV; Universitat Politècnica de Catalunya. DMAG - Grup d'Aplicacions Multimèdia Distribuïdes; Universitat Politècnica de Catalunya. MAK - Matemàtica Aplicada a la Criptografia
Nowadays, the need for privacy motivates the use of methods that permit us to protect a microdata file both minimizing the disclosure risk and preserving the statistical utility. Nevertheless, research is usually focused on how data utility is preserved, and much less research effort is dedicated to the study of the tools that an intruder might use to compromise the privacy of the data or, in other words, to increase the disclosure risk. Record linkage is a standard mechanism used to measure the disclosure risk of a microdata protection method. In this paper we present some improvements for the (standard) distance based record linkage. In particular, we test our improvements to evaluate the disclosure risk of rank swapping, which is higher than what was believed up to now. We will also present the results of the application of this approach to microaggregation.
-Àrees temàtiques de la UPC::Informàtica::Seguretat informàtica
-Computer security
-Data protection
-Statistical data privacy
-Record linkage
-Disclosure risk
-Seguretat informàtica
-Protecció de dades
Article - Submitted version
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