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Modeling projections in microaggregation
dc.contributor.author | Nin Guerrero, Jordi |
dc.contributor.author | Torra i Reventós, Vicenç |
dc.contributor.other | Universitat Politècnica de Catalunya. Departament d'Arquitectura de Computadors |
dc.date.accessioned | 2011-07-11T10:12:01Z |
dc.date.available | 2011-07-11T10:12:01Z |
dc.date.created | 2008 |
dc.date.issued | 2008 |
dc.identifier.citation | Nin, J.; Torra, V. Modeling projections in microaggregation. A: International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems. "12th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems". Málaga: 2008, p. 1384-1391. |
dc.identifier.isbn | 978-84612-361-7 |
dc.identifier.uri | http://hdl.handle.net/2117/12911 |
dc.description.abstract | Microaggregation is a method used by statistical agencies to limit the disclosure of sensitive microdata. It has been proven that microaggregation is an NP-hard problem when more than one variable is microaggregated at the same time. To solve this problem in a heuristic way, a few methods based on projections have been introduced in the literature. The main drawback of such methods is that the projected axis is computed maximizing a statistical property (e.g., the global variance of the data), disregarding the fact that the aim of microaggregation is to keep the disclosure risk as low as possible for all records. In this paper we present some preliminary results on the application of aggregation functions for computing the projected axis. We show that, using the Sugeno integral to calculate the projected axis, we can reduce in some cases the disclosure risk of the protected data (when projected microaggregation is used). |
dc.format.extent | 8 p. |
dc.language.iso | eng |
dc.rights | Attribution-NonCommercial-NoDerivs 3.0 Spain |
dc.rights.uri | http://creativecommons.org/licenses/by-nc-nd/3.0/es/ |
dc.subject | Àrees temàtiques de la UPC::Informàtica::Seguretat informàtica |
dc.subject.lcsh | Data protection |
dc.subject.other | Microaggregation |
dc.subject.other | Sugeno Integral |
dc.subject.other | Statistical disclosure control |
dc.title | Modeling projections in microaggregation |
dc.type | Conference report |
dc.subject.lemac | Protecció de dades |
dc.rights.access | Open Access |
local.identifier.drac | 2631083 |
dc.description.version | Postprint (author’s final draft) |
local.citation.author | Nin, J.; Torra, V. |
local.citation.contributor | International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems |
local.citation.pubplace | Málaga |
local.citation.publicationName | 12th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems |
local.citation.startingPage | 1384 |
local.citation.endingPage | 1391 |