Mathematics – Statistics Theory
Scientific paper
2010-02-23
Bernoulli 2010, Vol. 16, No. 1, 155-180
Mathematics
Statistics Theory
Published in at http://dx.doi.org/10.3150/09-BEJ200 the Bernoulli (http://isi.cbs.nl/bernoulli/) by the International Statisti
Scientific paper
10.3150/09-BEJ200
The study of properties of mean functionals of random probability measures is an important area of research in the theory of Bayesian nonparametric statistics. Many results are now known for random Dirichlet means, but little is known, especially in terms of posterior distributions, for classes of priors beyond the Dirichlet process. In this paper, we consider normalized random measures with independent increments (NRMI's) and mixtures of NRMI. In both cases, we are able to provide exact expressions for the posterior distribution of their means. These general results are then specialized, leading to distributional results for means of two important particular cases of NRMI's and also of the two-parameter Poisson--Dirichlet process.
James Lancelot F.
Lijoi Antonio
Prunster Igor
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