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
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