Markov Chain Monte Carlo Methods, a survey with some frequent misunderstandings

In this chapter, we review some of the most standard MCMC tools used in Bayesian computation, along with vignettes on standard misunderstandings of these approaches taken from Q &~As on the forum Cross-validated answered by the first author.