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
Link To Document :
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