Improving SAMC using smoothing methods: Theory and applications to Bayesian model selection problems

Faming Liang

Stochastic approximation Monte Carlo (SAMC) has recently been proposed by Liang, Liu and Carroll [J. Amer. Statist. Assoc. 102 (2007) 305--320] as a general simulation and optimiza…