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On the moments and distribution of discrete Choquet integrals from continuous distributions
Authors:Ivan Kojadinovic  Jean-Luc Marichal
Affiliation:1. Department of Statistics, The University of Auckland, Private Bag 92019, Auckland 1142, New Zealand;2. Mathematics Research Unit, University of Luxembourg, 162A, avenue de la Faïencerie, L-1511 Luxembourg, G.D., Luxembourg
Abstract:We study the moments and the distribution of the discrete Choquet integral when regarded as a real function of a random sample drawn from a continuous distribution. Since the discrete Choquet integral includes weighted arithmetic means, ordered weighted averaging functions, and lattice polynomial functions as particular cases, our results encompass the corresponding results for these aggregation functions. After detailing the results obtained in [J.-L. Marichal, I. Kojadinovic, Distribution functions of linear combinations of lattice polynomials from the uniform distribution, Statistics & Probability Letters 78 (2008) 985–991] in the uniform case, we present results for the standard exponential case, show how approximations of the moments can be obtained for other continuous distributions such as the standard normal, and elaborate on the asymptotic distribution of the Choquet integral. The results presented in this work can be used to improve the interpretation of discrete Choquet integrals when employed as aggregation functions.
Keywords:65C50   46N99
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