Simple variance bounds with applications to Bayesian posteriors and intractable distributions

Fraser Daly, Fatemeh Ghaderinezhad, Christophe Ley +1

Using coupling techniques based on Stein's method for probability approximation, we revisit classical variance bounding inequalities of Chernoff, Cacoullos, Chen and Klaassen. Taki…