• DocumentCode
    476949
  • Title

    Conflict measure for the discounting operation on belief functions

  • Author

    Martin, Arnaud ; Jousselme, Anne-Laure ; Osswald, Christophe

  • Author_Institution
    ENSIETA, Brest
  • fYear
    2008
  • fDate
    June 30 2008-July 3 2008
  • Firstpage
    1
  • Lastpage
    8
  • Abstract
    In the belief function theory, the concept of conflict appearing while confronting several expertspsila opinions can serve for many purposes, and in particular it can be used as an indicator of the relative reliability of the experts. The traditional definition of conflict as the basic belief assigned to the empty set during the combination has several issues and in particular it may not adequately represent the disagreement between the experts in presence. Hence, we propose some alternative measures of conflict as the distance between belief functions. These measures of conflict are further used for an a posteriori estimation of the relative reliability between the sources of information. This estimation of the reliability does not need any training or prior knowledge and can then be used to discount the unreliable sources before the combination step. These measures are evaluated and debated on random basic belief assignments and on real radar data.
  • Keywords
    belief networks; estimation theory; probability; uncertainty handling; a posteriori estimation; belief function theory; conflict measure; discounting operation; expert opinion; information reliability; probability; radar data; random belief assignment; uncertainty handling; Belief functions theory; conflict; discounting; distance;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information Fusion, 2008 11th International Conference on
  • Conference_Location
    Cologne
  • Print_ISBN
    978-3-8007-3092-6
  • Electronic_ISBN
    978-3-00-024883-2
  • Type

    conf

  • Filename
    4632320