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
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