Past exam of the mathematics course of the University of Cambridge / 2013 / iii / Paper 34 / 1 / c / Solution

The joint prior predictive distribution is the Bayesian model evidence, obtained by integrating over the shared parameter:It is zero otherwise. This uniform-Pareto model evidence is a joint density, not the product of separately marginalized observation densities: mixing over the common parameter induces dependence.