Bouriga, Mathilde; Féron, Olivier - Université Paris-Dauphine (Paris IX) - 2013
This paper focuses on Bayesian shrinkage methods for covariance matrix estimation. We examine posterior properties and frequentist risks of Bayesian estimators based on new hierarchical inverse-Wishart priors. More precisely, we give the conditions for the existence of the posterior...