On the convex hull of k-additive 0-1 capacities and its application to model identification in decision making
نویسندگان
چکیده
The Choquet integral w.r.t. a capacity is versatile tool commonly used in decision making. Its practical identification requires, however, to solve an optimization problem with exponentially many variables and constraints. introduction of k-additive capacities, through the use Möbius transform, permits reduce number polynomial size, but leaves constraints exponential. When k=2, vertices set 2-additive capacities as polynomial. k>2, this solution no more applicable not known. We propose paper instead which are 0-1 valued. show that such polynomial, we observe loss generality very small for n=4, k=3, conjecture still holds larger values n. Also, study geometric properties convex hull valued capacities.
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We investigate in this paper the set of kadditive capacities dominating a given capacity, which we call the k-additive core. We study its structure through achievable families, which play the role of maximal chains in the classical case (k = 1), and show that associated capacities are elements (possibly a vertex) of the k-additive core when the capacity is (k+1)-monotone. As a particular case, ...
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ژورنال
عنوان ژورنال: Fuzzy Sets and Systems
سال: 2022
ISSN: ['1872-6801', '0165-0114']
DOI: https://doi.org/10.1016/j.fss.2022.03.018