On some aspects of the asymptotic properties of Bayesian approaches in nonparametric and semiparametric models*

In this paper, we review some recent results obtained in the context of Bayesian non and semiparametric models in terms of posterior concentration, Bernstein-von Mises theorems and tests. Then two specific cases are studied in more details. The first concerns tests...

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Bibliographic Details
Main Authors: Rousseau Judith, Salomond Jean-Bernard, Scricciolo Catia
Format: Article
Language:English
Published: EDP Sciences 2014-01-01
Series:ESAIM: Proceedings and Surveys
Online Access:http://dx.doi.org/10.1051/proc/201444010