• DocumentCode
    1164822
  • Title

    Axiomatization of qualitative belief structure

  • Author

    Wong, S.K.M. ; Yao, Y.Y. ; Bollmann, P. ; Bürger, H.C.

  • Author_Institution
    Dept. of Comput. Sci., Regina Univ., Sask., Canada
  • Volume
    21
  • Issue
    4
  • fYear
    1991
  • Firstpage
    726
  • Lastpage
    734
  • Abstract
    There are important theoretical and practical reasons to study belief structures. Similar to qualitative probability, qualitative belief can be described in terms of a preference relation. The precise conditions that a preference relation must satisfy such that it can be faithfully represented by a belief function are specified. Two special classes of preference relations identified are weak and strict belief relations. It is shown that only strict belief relations are consistent (compatible) with belief functions. The axiomization of qualitative belief provides a foundation to develop a utility theory for decision making based on belief functions. The established relationship between qualitative probability and qualitative belief may also lead to a better understanding and useful applications of belief structures in approximate reasoning
  • Keywords
    decision theory; inference mechanisms; probability; approximate reasoning; axiomization; decision making; decision theory; preference relation; qualitative belief structure; qualitative probability; utility theory; Bayesian methods; Computer science; Decision making; Humans; Uncertainty; Utility theory;
  • fLanguage
    English
  • Journal_Title
    Systems, Man and Cybernetics, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9472
  • Type

    jour

  • DOI
    10.1109/21.108290
  • Filename
    108290