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Part of book or chapter of book . 2006 . Peer-reviewed
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Microaggregation for Database and Location Privacy

Authors: Josep Domingo-Ferrer;

Microaggregation for Database and Location Privacy

Abstract

Data aggregation is a central principle underlying many applications in computer science, from artificial intelligence to data security and privacy. Microaggregation is a special clustering problem where the goal is to cluster a set of points into groups of at least k points in such a way that groups are as homogeneous as possible. A usual homogeneity criterion is the minimization of the within-groups sum of squares. Microaggregation appeared in connection with anonymization of statistical databases. When discussing microaggregation for information systems, points are database records. This paper extends the use of microaggregation for k-anonymity to implement the recent property of p-sensitive k-anonymity in a more unified and less disruptive way. Then location privacy is investigated: two enhanced protocols based on a trusted-third party (TTP) are proposed and thereafter microaggregation is used to design a new TTP-free protocol for location privacy.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
33
Top 10%
Top 10%
Average