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Original Articles

Orthogonal polynomials for tailoring density functions to excess kurtosis, asymmetry, and dependence

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Pages 49-62 | Received 12 Oct 2012, Accepted 14 Jun 2013, Published online: 06 Jan 2016
 

Abstract

This article deals with the problem of tailoring distributions to embody evidence of moments and dependence structure deviating from those of a given parent law. First, we show that finite-moment distributions can be reshaped, to allow for extra kurtosis, asymmetry, and dependence by using orthogonal polynomials. Then, we derive a set of orthogonal polynomials for adjusting any symmetric density to given requirements in terms of moments. Conditions for positiveness of the resulting polynomially modified distribution are further established. This provides a broader approach to reshaping parent distributions by means of polynomial adjustments than that currently found in the literature.

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