• DocumentCode
    1604582
  • Title

    Axioms for uncertainty measures on belief functions and credal sets

  • Author

    Bronevich, Andrey ; Klir, George J.

  • Author_Institution
    Dept. of Math., Southern Fed. Univ., Taganrog
  • fYear
    2008
  • Firstpage
    1
  • Lastpage
    6
  • Abstract
    In this paper we present a system of axioms for total uncertainty measures, which can be equivalently defined for belief functions and credal sets. This system of axioms provides that a measure of total uncertainty coincides with Shannon entropy on the set of probability measures and it is the Hartley measure on the set of {0,1}-valued belief measures. We check this system of axioms for the well-known candidates for total uncertainty measures; in particular, the upper entropy obeys all the necessary requirements. Some properties of such measures of total uncertainty allow us to propose ways for disaggregation of these measures into two parts, which correspond to measures of conflict and measures of nonspecificity.
  • Keywords
    belief networks; set theory; Shannon entropy; belief functions; credal sets; Chromium; Entropy; Industrial engineering; Mathematics; Measurement uncertainty; Particle measurements; Terminology;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Fuzzy Information Processing Society, 2008. NAFIPS 2008. Annual Meeting of the North American
  • Conference_Location
    New York City, NY
  • Print_ISBN
    978-1-4244-2351-4
  • Electronic_ISBN
    978-1-4244-2352-1
  • Type

    conf

  • DOI
    10.1109/NAFIPS.2008.4531311
  • Filename
    4531311