Ergodicity of Approximate MCMC Chains with Applications to Large Data Sets

Natesh S. Pillai, Aaron Smith

In many modern applications, difficulty in evaluating the posterior density makes performing even a single MCMC step slow. This difficulty can be caused by intractable likelihood f…