Combinations of SDC methods for microdata protection

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Abstract

A number of methods have been proposed in the literature for masking (protecting) microdata. Nearly all of these methods may be implemented with different degrees of intensity, by setting the value of an appropriate parameter. However, even parameter variation may not be sufficient to realize appropriate levels of disclosure risk and data utility. In this paper we propose a new approach to protection of numerical microdata: applying multiple stages of masking to the data in a way that increases utility but controls disclosure risk.

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Oganian, A., & Karr, A. F. (2006). Combinations of SDC methods for microdata protection. In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) (Vol. 4302, pp. 102–113). Springer Verlag. https://doi.org/10.1007/11930242_10

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