DocumentCode
567459
Title
Comparative study of contradiction measures in the theory of belief functions
Author
Smarandache, Florentin ; Han, Deqiang ; Martin, Arnaud
Author_Institution
Math. & Sci. Dept., Univ. of New Mexico, Gallup, NM, USA
fYear
2012
fDate
9-12 July 2012
Firstpage
271
Lastpage
277
Abstract
Uncertainty measures in the theory of belief functions are important for the uncertainty representation and reasoning. Many measures of uncertainty in the theory of belief functions have been introduced. The degree of discord (or conflict) inside a body of evidence is an important index for measuring uncertainty degree. Recently, distance of evidence is used to define a contradiction measure for quantifying the degree of discord inside a body of evidence. The contradiction measure is actually the weighted summation of the distance values between a given basic belief assignment (bba) and the categorical bba´s defined on each focal element of the given bba redefined in this paper. It has normalized value and can well characterize the self-discord incorporated in bodies of evidence. We propose here, some numerical examples with comparisons among different uncertainty measures are provided, together with related analyses, to show the rationality of the proposed contradiction measure.
Keywords
belief networks; inference mechanisms; basic belief assignment; belief functions theory; contradiction measures; reasoning; uncertainty representation; Educational institutions; Electronic mail; Entropy; Gold; Measurement uncertainty; Uncertainty; Weight measurement; Evidence theory; belief function; conflict; discord; uncertainty measure;
fLanguage
English
Publisher
ieee
Conference_Titel
Information Fusion (FUSION), 2012 15th International Conference on
Conference_Location
Singapore
Print_ISBN
978-1-4673-0417-7
Electronic_ISBN
978-0-9824438-4-2
Type
conf
Filename
6289814
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