Once a value for θ∗ has been chosen, it is straightforward to compute the value of the two first elements of the right hand side of (16). The computation of the last element in (16) is of course more problematic as we do not know the analytical expression of the posterior density and its integrating constants, unless we adopt the missing variable representation of the likelihood function. We first have