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Sequences of elliptical distributions and mixtures of normal distributions
Authors:E Gómez-Sánchez-Manzano  MA Gómez-Villegas  JM Marín
Institution:a Departamento de Estadística e Investigación Operativa I, Fac. de CC. Matemáticas, Universidad Complutense, 28040 Madrid, Spain
b Departamento de Informática, Estadística y Telemática, ESCET, Universidad Rey Juan Carlos, 28933 Móstoles, Madrid, Spain
Abstract:Two conditions are shown under which elliptical distributions are scale mixtures of normal distributions with respect to probability distributions. The issue of finding the mixing distribution function is also considered. As a unified theoretical framework, it is also shown that any scale mixture of normal distributions is always a term of a sequence of elliptical distributions, increasing in dimension, and that all the terms of this sequence are also scale mixtures of normal distributions sharing the same mixing distribution function. Some examples are shown as applications of these concepts, showing the way of finding the mixing distribution function.
Keywords:primary 62-02  secondary 62E10  62F15
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