Lectures on Probability Theory and Statistics

This volume contains lectures given at the 31st Probability Summer School in Saint-Flour (July 8-25, 2001). The stochastic computation methods described include rejection methods, importance sampling, Markov chain Monte Carlo, and approximate Bayesian methods. A fairly complete description of available results in dimension 1 is given.