• DocumentCode
    1206634
  • Title

    Discrete Choquet Integral as a Distance Metric

  • Author

    Bolton, Jeremy ; Gader, Paul ; Wilson, J.N.

  • Author_Institution
    Dept. of Comput. & Inf. Sci. & Eng., Univ. of Florida, Gainesville, FL
  • Volume
    16
  • Issue
    4
  • fYear
    2008
  • Firstpage
    1107
  • Lastpage
    1110
  • Abstract
    The discrete Choquet integral is a nonlinear transformation that integrates a real function with respect to a fuzzy measure. We show that the discrete Choquet integral defines a metric if and only if the corresponding measure satisfies certain monotonicity constraints, thereby completely characterizing the class of measures that induce a metric with the Choquet integral.
  • Keywords
    fuzzy set theory; transforms; discrete Choquet integral; distance metric; fuzzy measure; monotonicity constraints; nonlinear transformation; Choquet integral; Distance measure; distance measure; fuzzy measure; metric; nonlinear metric;
  • fLanguage
    English
  • Journal_Title
    Fuzzy Systems, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1063-6706
  • Type

    jour

  • DOI
    10.1109/TFUZZ.2008.924347
  • Filename
    4505367