• DocumentCode
    567459
  • Title

    Comparative study of contradiction measures in the theory of belief functions

  • Author

    Smarandache, Florentin ; Han, Deqiang ; Martin, Arnaud

  • Author_Institution
    Math. & Sci. Dept., Univ. of New Mexico, Gallup, NM, USA
  • fYear
    2012
  • fDate
    9-12 July 2012
  • Firstpage
    271
  • Lastpage
    277
  • Abstract
    Uncertainty measures in the theory of belief functions are important for the uncertainty representation and reasoning. Many measures of uncertainty in the theory of belief functions have been introduced. The degree of discord (or conflict) inside a body of evidence is an important index for measuring uncertainty degree. Recently, distance of evidence is used to define a contradiction measure for quantifying the degree of discord inside a body of evidence. The contradiction measure is actually the weighted summation of the distance values between a given basic belief assignment (bba) and the categorical bba´s defined on each focal element of the given bba redefined in this paper. It has normalized value and can well characterize the self-discord incorporated in bodies of evidence. We propose here, some numerical examples with comparisons among different uncertainty measures are provided, together with related analyses, to show the rationality of the proposed contradiction measure.
  • Keywords
    belief networks; inference mechanisms; basic belief assignment; belief functions theory; contradiction measures; reasoning; uncertainty representation; Educational institutions; Electronic mail; Entropy; Gold; Measurement uncertainty; Uncertainty; Weight measurement; Evidence theory; belief function; conflict; discord; uncertainty measure;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information Fusion (FUSION), 2012 15th International Conference on
  • Conference_Location
    Singapore
  • Print_ISBN
    978-1-4673-0417-7
  • Electronic_ISBN
    978-0-9824438-4-2
  • Type

    conf

  • Filename
    6289814