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Means of a Dirichlet process and multiple hypergeometric functions

Articolo
Data di Pubblicazione:
2004
Abstract:
The Lauricella theory of multiple hypergeometric functions is used to shed some light on certain distributional properties of the mean of a Dirichlet process. This approach leads to several results, which are illustrated here. Among these are a new and more direct procedure for determining the exact form of the distribution of the mean, a correspondence between the distribution of the mean and the parameter of a Dirichlet process, a characterization of the family of Cauchy distributions as the set of the fixed points of this correspondence, and an extension of the Markov-Krein identity. Moreover, an expression of the characteristic function of the mean of a Dirichlet process is obtained by resorting to an integral representation of a confluent form of the fourth Lauricella function. This expression is then employed to prove that the distribution of the mean of a Dirichlet process is symmetric if and only if the parameter of the process is symmetric, and to provide a new expression of the moment generating function of the variance of a Dirichlet process.
Tipologia CRIS:
1.1 Articolo in rivista
Keywords:
Distribution of means of a random probability measure; generalized gamma convolutions; Lauricella functions; Markov–Krein identity
Elenco autori:
Lijoi, Antonio; Regazzini, Eugenio
Link alla scheda completa:
https://iris.unipv.it/handle/11571/137408
Pubblicato in:
ANNALS OF PROBABILITY
Journal
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