Calculation of Bayes premium for conditional elliptical risks

► We extend the Bayes premium calculation to general multivariate elliptical risks. ► The paper discusses the connection between Stein's lemma and the Brown identity. ► Interesting aspects of the multivariate Gaussian model are revealed for a special choice of the covariance matrix.