Problems with standard Monte Carlo methods Random walk behaviour Sensitivity to step size When to stop Efficient methods Slice sampling Exact sampling Not revealing the normalizing constant Thermodynamic integration Reversible-jump Markov chain Monte Carlo The acceptance ratio method Umbrella sampling Simulated tempering Tempered transitions (Radford Neal) Annealed importance sampling (Radford Neal) Linked importance sampling (Radford Neal)