• DocumentCode
    1503552
  • Title

    Credal Semantics of Bayesian Transformations in Terms of Probability Intervals

  • Author

    Cuzzolin, Fabio

  • Author_Institution
    Dept. of Comput., Oxford Brookes Univ., Oxford, UK
  • Volume
    40
  • Issue
    2
  • fYear
    2010
  • fDate
    4/1/2010 12:00:00 AM
  • Firstpage
    421
  • Lastpage
    432
  • Abstract
    In this paper, we propose a credal representation of the interval probability associated with a belief function (b.f.) and show how it relates to several classical Bayesian transformations of b.f.´s through the notion of ??focus?? of a pair of simplices. While a b.f. corresponds to a polytope of probabilities consistent with it, the related interval probability is geometrically represented by a pair of upper and lower simplices. Starting from the interpretation of the pignistic function as the center of mass of the credal set of consistent probabilities, we prove that the relative belief of singletons, the relative plausibility of singletons, and the intersection probability can all be described as the foci of different pairs of simplices in the region of all probability measures. The formulation of frameworks similar to the transferable belief model for such Bayesian transformations appears then at hand.
  • Keywords
    Bayes methods; belief networks; probability; Bayesian transformations; belief function; credal semantics; probability Intervals; simplices; Bayesian transformation; belief function (b.f.); credal set; focus; interval probability; upper and lower simplices;
  • fLanguage
    English
  • Journal_Title
    Systems, Man, and Cybernetics, Part B: Cybernetics, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1083-4419
  • Type

    jour

  • DOI
    10.1109/TSMCB.2009.2025968
  • Filename
    5290163