4.7 Article

Belief Functions on Lattices

Journal

INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS
Volume 24, Issue 1, Pages 76-95

Publisher

WILEY
DOI: 10.1002/int.20321

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We extend the notion of belief function to the case where the underlying structure is no more the Boolean lattice of subsets of some universal set, but any lattice, which we will endow with a minimal set of properties according to our needs. We show that all classical constructions and definitions (e.g., mass allocation, commonality function, plausibility functions, necessity measures with nested focal elements, possibility distributions, Dempster rule of combination, decomposition with regard to simple support functions, etc.) remain valid in this general setting. Moreover, our proof of decomposition of belief functions into simple support functions is much simpler and general than the original one by Shafer. (C) Wiley Periodicals, Inc.

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