Chernoff information upper bounds the probability of error of the optimal Bayesian decision rule for 2-class classification problems. However, it turns out that in practice the Chernoff bound is hard to calculate or even approximate. In statistics, many usual distributions, such as Gaussians, Poissons or frequency histograms called multinomials, can be handled in the unified framework of expone...