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≤uFile | Dimensione | Formato | |
---|---|---|---|
EJS_FLNT.pdf
Accesso aperto
Tipo di file:
PDF EDITORIALE
Dimensione
341.14 kB
Formato
Adobe PDF
|
341.14 kB | Adobe PDF | Visualizza/Apri |
I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.