Empirical Bayes in Bayesian learning: understanding a common practice

Stefano Rizzelli, Judith Rousseau, Sonia Petrone

In applications of Bayesian procedures, once a class of priors has been chosen, it may be tempting to fix the prior's hyperparameters from the data, in an empirical Bayes (EB) fash…