• DocumentCode
    1230895
  • Title

    A polynomial algorithm for optimal univariate microaggregation

  • Author

    Hansen, Stephen Lee ; Mukherjee, Sumitra

  • Author_Institution
    Xpedite Inc, Deerfield Beach, FL, USA
  • Volume
    15
  • Issue
    4
  • fYear
    2003
  • Firstpage
    1043
  • Lastpage
    1044
  • Abstract
    Microaggregation is a technique used by statistical agencies to limit disclosure of sensitive microdata. Noting that no polynomial algorithms are known to microaggregate optimally, Domingo-Ferrer and Mateo-Sanz have presented heuristic microaggregation methods. This paper is the first to present an efficient polynomial algorithm for optimal univariate microaggregation. Optimal partitions are shown to correspond to shortest paths in a network.
  • Keywords
    computational complexity; statistical databases; clustering; information loss; microaggregation; microdata protection; polynomial algorithms; shortest path; statistical; statistical databases; Clustering algorithms; Databases; Genetic algorithms; Partitioning algorithms; Polynomials; Protection;
  • fLanguage
    English
  • Journal_Title
    Knowledge and Data Engineering, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1041-4347
  • Type

    jour

  • DOI
    10.1109/TKDE.2003.1209020
  • Filename
    1209020