[PDF] Monte Carlo Methods in Statistical Physics M. E. J. Newman, G. T. Barkema

An up-to-date introduction to Monte Carlo simulations in classical statistical physics. Covers both equilibrium and out of equilibrium systems and discusses in detail numerous algorithms, including Metropolis and heat-bath algorithms, continuous time Monte Carlo, cluster algorithms, and entropic sampling.