DocumentCode :
38653
Title :
Toward an Axiomatic Definition of Conflict Between Belief Functions
Author :
Destercke, S. ; Burger, Thomas
Author_Institution :
UMR Heudiasyc, Compiegne, France
Volume :
43
Issue :
2
fYear :
2013
fDate :
Apr-13
Firstpage :
585
Lastpage :
596
Abstract :
Recently, the problem of measuring the conflict between two bodies of evidence represented by belief functions has known a regain of interest. In most works related to this issue, Dempster´s rule plays a central role. In this paper, we propose to study the notion of conflict from a different perspective. We start by examining consistency and conflict on sets and extract from this settings basic properties that measures of consistency and conflict should have. We then extend this basic scheme to belief functions in different ways. In particular, we do not make any a priori assumption about sources (in)dependence and only consider such assumptions as possible additional information.
Keywords :
belief networks; case-based reasoning; Dempster rule; belief functions; conflict measuring problem; consistency measures; evidence theory; transferable belief model; Atmospheric measurements; Cybernetics; Joints; Merging; Particle measurements; Probabilistic logic; Uncertainty; Conflict; dependence; evidence theory; information fusion; transferable belief model (TBM);
fLanguage :
English
Journal_Title :
Cybernetics, IEEE Transactions on
Publisher :
ieee
ISSN :
2168-2267
Type :
jour
DOI :
10.1109/TSMCB.2012.2212703
Filename :
6294458
Link To Document :
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