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A fractional generalization of the Dirichlet distribution and related distributions

Articolo
Data di Pubblicazione:
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.
Tipologia CRIS:
03A-Articolo su Rivista
Keywords:
Fractional Dirichlet distribution, Generalized Dirichlet distribution, Three-parameter Mittag-Leffler functions, Fractional Poisson process, Wealth distribution, Power-law tails.
Elenco autori:
Elvira Di Nardo, Federico Polito, Enrico Scalas
Autori di Ateneo:
DI NARDO Elvira
POLITO Federico
Link alla scheda completa:
https://iris.unito.it/handle/2318/1766846
Pubblicato in:
FRACTIONAL CALCULUS & APPLIED ANALYSIS
Journal
  • Dati Generali
  • Aree Di Ricerca

Dati Generali

URL

https://arxiv.org/pdf/2101.04481.pdf

Aree Di Ricerca

Settori (3)


PE1_13 - Probability - (2022)

SCIENZE MATEMATICHE, CHIMICHE, FISICHE - Probabilità e Statistica

SOCIETA', POLITICA, DIRITTO e RELAZIONI INTERNAZIONALI - Statistica Applicata e Sociale
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