In this paper we investigate the stick-breaking representation for the class of a-stable Poisson-Kingman models, also known as Gibbs-type random probability measures. This class includes as special cases most of the discrete priors commonly used in Bayesian nonparametrics, such as the two parameter Poisson-Dirichlet process and the normalized generalized Gamma process. Under the assumption sigma = u/v, for any coprime integers 1 <= u < v such that u/v <= 1/2, we show that a sigma-stable Poisson-Kingman model admits an explicit stick-breaking representation in terms of random variables which are obtained by suitably transforming Gamma random variables and products of independent Beta and Gamma random variables.

Favaro, S., Lomeli, M., Nipoti, B., Whye Teh, Y. (2014). On the stick-breaking representation of σ-stable Poisson-Kingman models. ELECTRONIC JOURNAL OF STATISTICS, 8(1), 1065-1085 [10.1214/14-EJS921].

On the stick-breaking representation of σ-stable Poisson-Kingman models

Nipoti B.;
2014

Abstract

In this paper we investigate the stick-breaking representation for the class of a-stable Poisson-Kingman models, also known as Gibbs-type random probability measures. This class includes as special cases most of the discrete priors commonly used in Bayesian nonparametrics, such as the two parameter Poisson-Dirichlet process and the normalized generalized Gamma process. Under the assumption sigma = u/v, for any coprime integers 1 <= u < v such that u/v <= 1/2, we show that a sigma-stable Poisson-Kingman model admits an explicit stick-breaking representation in terms of random variables which are obtained by suitably transforming Gamma random variables and products of independent Beta and Gamma random variables.
Articolo in rivista - Articolo scientifico
Bayesian nonparametrics; Beta random variable; Discrete random probability measure; Exponential tilting; G-functions; Gamma random variable; Stick-breaking prior; σ-stable Poisson-Kingman model
English
2014
8
1
1065
1085
none
Favaro, S., Lomeli, M., Nipoti, B., Whye Teh, Y. (2014). On the stick-breaking representation of σ-stable Poisson-Kingman models. ELECTRONIC JOURNAL OF STATISTICS, 8(1), 1065-1085 [10.1214/14-EJS921].
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/10281/250023
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