In this paper we investigate the stick-breaking representation for the class of σ-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 σ=u/v, for any coprime integers 1≤u<v such that u/v≤1/2, we show that a σ-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.

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

FAVARO, STEFANO;NIPOTI, BERNARDO;
2014-01-01

Abstract

In this paper we investigate the stick-breaking representation for the class of σ-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 σ=u/v, for any coprime integers 1≤u
2014
8
1063
1085
http://projecteuclid.org/euclid.ejs/1407243242
Bayesian nonparametrics, Beta random variable, exponential tilting-functions, Gamma random variable, discrete random probability measure, sigma-stable Poisson-Kingman model, stick-breaking prior
S. Favaro; M. Lomeli; B. Nipoti; Y.W. Teh
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/2318/155547
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