Posterior consistency of Dirichlet mixtures in density estimation

Citation
S. Ghosal et al., Posterior consistency of Dirichlet mixtures in density estimation, ANN STATIST, 27(1), 1999, pp. 143-158
Citations number
15
Categorie Soggetti
Mathematics
Journal title
ANNALS OF STATISTICS
ISSN journal
00905364 → ACNP
Volume
27
Issue
1
Year of publication
1999
Pages
143 - 158
Database
ISI
SICI code
0090-5364(199902)27:1<143:PCODMI>2.0.ZU;2-C
Abstract
A Dirichlet mixture of normal densities is a useful choice for a prior dist ribution on densities in the problem of Bayesian density estimation. In the recent years, efficient Markov chain Monte Carlo method for the computatio n of the posterior distribution has been developed. The method has been app lied to data arising from different fields of interest. The important issue of consistency was however left open. In this paper, we settle this issue in affirmative.