This paper is devoted to a fractional generalization of the Dirichlet distribution. The form of the multivariate distribution is derived assuming that the n partitions of the interval [0, Wn] are independent and identically distributed random variables following the generalized Mittag-Leffler distribution. The expected value and variance of the one-dimensional marginal are derived as well as the form of its probability density function. A related generalized Dirichlet distribution is studied that provides a reasonable approximation for some values of the parameters. The relation between this distribution and other generalizations of the Dirichlet distribution is discussed. Monte Carlo simulations of the one-dimensional marginals for both distributions are presented.

A fractional generalization of the Dirichlet distribution and related distributions / Di Nardo, E.; Polito, F.; Scalas, E.. - In: FRACTIONAL CALCULUS & APPLIED ANALYSIS. - ISSN 1314-2224. - 24:1(2021), pp. 112-136. [10.1515/fca-2021-0006]

A fractional generalization of the Dirichlet distribution and related distributions

Scalas E.
2021

Abstract

This paper is devoted to a fractional generalization of the Dirichlet distribution. The form of the multivariate distribution is derived assuming that the n partitions of the interval [0, Wn] are independent and identically distributed random variables following the generalized Mittag-Leffler distribution. The expected value and variance of the one-dimensional marginal are derived as well as the form of its probability density function. A related generalized Dirichlet distribution is studied that provides a reasonable approximation for some values of the parameters. The relation between this distribution and other generalizations of the Dirichlet distribution is discussed. Monte Carlo simulations of the one-dimensional marginals for both distributions are presented.
2021
fractional Dirichlet distribution; fractional Poisson process; generalized Dirichlet distribution; power-law tails; three-parameter Mittag-Leffler functions; wealth distribution
01 Pubblicazione su rivista::01a Articolo in rivista
A fractional generalization of the Dirichlet distribution and related distributions / Di Nardo, E.; Polito, F.; Scalas, E.. - In: FRACTIONAL CALCULUS & APPLIED ANALYSIS. - ISSN 1314-2224. - 24:1(2021), pp. 112-136. [10.1515/fca-2021-0006]
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11573/1667996
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