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
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