Nice writing on the use of McMC in applied work

See "Inference from simulations and monitoring convergence1" by Gelman and Shirley. The especially point out that quite few McMC samples are needed to get a reasonable picture of posterior distribution, while more samples are needed if the precise knowledge of posterior mean or any similar quantity is needed.