Name one optimality property of the Bayes estimate.
Recall that the median of a belief distribution minimizes the expected absolute error, while the mean minimizes the expected squared error. Since the Bayes estimate is defined to be the posterior mean, it minimizes the expected squared error over the posterior belief.