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A fuzzy microaggregation algorithm using fuzzy c-means
University of Skövde, School of Informatics. University of Skövde, The Informatics Research Centre. (Skövde Artificial Intelligence Lab (SAIL))ORCID iD: 0000-0002-0368-8037
2015 (English)In: Artificial Intelligence Research and Development / [ed] Eva Armengol, Dionís Boixader, Francisco Grimaldo, IOS Press, 2015, 214-223 p.Conference paper, Published paper (Refereed)
Abstract [en]

Masking methods are used in data privacy to avoid the disclosure of sensitive information. Microaggregation is a perturbative masking method that has been proven effective. Data masked using microaggregation can be attacked when the intruder has information of the masking method and the parameters used. Publishing this information is usual under the transparency principle. Fuzzy microaggregation was introduced a few years ago to avoid this type of transparency attacks. In this paper we propose a new simpler method for microaggregation based on fuzzy c-means. We discuss the effectiveness of the approach. One of the advantages of this approach is its computational complexity.

Place, publisher, year, edition, pages
IOS Press, 2015. 214-223 p.
Series
Frontiers in Artificial Intelligence and Applications, ISSN 0922-6389 ; 277
Keyword [en]
Data masking, Data privacy, fuzzy clustering, fuzzy microaggregation
National Category
Computer Systems
Research subject
Technology
Identifiers
URN: urn:nbn:se:his:diva-11633DOI: 10.3233/978-1-61499-578-4-214Scopus ID: 2-s2.0-84948807933ISBN: 978-1-61499-577-7 ISBN: 978-1-61499-578-4 OAI: oai:DiVA.org:his-11633DiVA: diva2:865641
Conference
18th International Conference of the Catalan Association for Artificial Intelligence (CCIA 2015), Valencia, Spain, 21 October 2015 through 23 October 2015
Available from: 2015-10-28 Created: 2015-10-28 Last updated: 2016-01-26Bibliographically approved

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CiteExportLink to record
Permanent link

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Cite
Citation style
  • apa
  • ieee
  • modern-language-association-8th-edition
  • vancouver
  • Other style
More styles
Language
  • de-DE
  • en-GB
  • en-US
  • fi-FI
  • nn-NO
  • nn-NB
  • sv-SE
  • Other locale
More languages
Output format
  • html
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  • asciidoc
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