The central quantity in Bayesian inference, the posterior, can usually not be calculated analytically, but needs to be estimated by numerical integration, which is typically done with a Monte-Carlo algorithm. 484 more words

This is a very welcome addition by a master of Bayesian computation, providing a great, brief answer for many of my colleagues who ask, "What's this MCMC thing about anyway?"