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Prejudiced Information Fusion Using Belief Functions

Dubois, Didier and Faux, Francis and Prade, Henri Prejudiced Information Fusion Using Belief Functions. (2018) In: International Conference on Belief Functions (BELIEF 2018), 17 September 2018 - 21 September 2018 (Compiègne, France).

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Official URL: https://doi.org/10.1007/978-3-319-99383-6_11

Abstract

G. Shafer views belief functions as the result of the fusion of elementary partially reliable testimonies from different sources. But any belief function cannot be seen as the combination of simple support functions representing such testimonies. Indeed the result of such a combination only yields a special kind of belief functions called separable. In 1995, Ph. Smets has indicated that any belief function can be seen as the combination of so-called generalized simple support functions. We propose a new interpretation of this result in terms of a pair of separable belief functions, one of them modelling testimonies while the other represents the idea of prejudice. The role of the latter is to weaken the weights of the focal sets of the former separable belief function. This bipolar view accounts for a form of resistance to accept the information supplied by the sources, which differs from the discounting of sources.

Item Type:Conference or Workshop Item (Paper)
Additional Information:Thanks to Springer editor. This papers appears in Volume 11069 of Lecture Notes in Computer Science ISSN: 0302-9743 ISBN: 978- The original PDF is available at: https://link.springer.com/chapter/10.1007/978-3-319-99383-6_11
Audience (conference):International conference proceedings
Uncontrolled Keywords:
Institution:Université de Toulouse > Institut National Polytechnique de Toulouse - INPT (FRANCE)
French research institutions > Centre National de la Recherche Scientifique - CNRS (FRANCE)
Université de Toulouse > Université Toulouse III - Paul Sabatier - UPS (FRANCE)
Université de Toulouse > Université Toulouse - Jean Jaurès - UT2J (FRANCE)
Université de Toulouse > Université Toulouse 1 Capitole - UT1 (FRANCE)
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Deposited By: IRIT IRIT
Deposited On:22 May 2019 09:36

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