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Marginal contribution representation of capacity-based multicriteria decision making

journal contribution
posted on 2020-03-01, 00:00 authored by J Z Wu, Gleb BeliakovGleb Beliakov
Integrals defined with respect to fuzzy measures (capacities) are powerful tools in multicriteria decision making. Monotonicity is a basic property of capacity, which means that the marginal contribution of any single criterion to any subset of criteria is always nonnegative. In this paper, we present the capacity-based decision making theory in terms of marginal contributions, which provides an alternative perspective to this widely used decision making strategy. We construct the marginal contribution representations of the equivalent transformations of capacities, some particular capacities, three types of nonlinear integrals, and discuss the capacity identification methods. We also introduce some new concepts and representations, such as nonadditivity and nonmodularity indices, 0 to 1 variables-based linear constraints of k-maxitive capacity, a special representation of the Choquet integral and pan integral. We discuss constraints on marginal contributions which ensure supermodularity of capacities. Finally, an illustrative example is given to show the use of marginal contribution presentation in capacity-based decision making methods.

History

Journal

International journal of intelligent systems

Volume

35

Issue

3

Pagination

373 - 400

Publisher

Wiley

Location

Chichester, Eng.

ISSN

0884-8173

eISSN

1098-111X

Language

eng

Publication classification

C1 Refereed article in a scholarly journal