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

Judith Rousseau, Jean-Bernard Salomond, Catia Scricciolo · ESAIM Proceedings · 2014

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 for monotonicity and the second some asymptotic properties of empirical Bayes procedures.

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