Probabilistic Models, Sampling Methods, Machine Learning, Editors Pick, Hands On Tutorials.
the appropriate step size to set for a Metropolis implementation is, in most cases, 𝝈 = 2.38. One proposed heuristic for the appropriate acceptance rate is 23–50% of samples, and in any case, the candidate distribution should have higher variance than P*(X) (the distribution of interest for