Adaptive Markov Chain Monte Carlo for Auxiliary Variable Method and Its Application to Parallel Tempering

Takamitsu Araki, Kazushi Ikeda

Auxiliary variable methods such as the Parallel Tempering and the cluster Monte Carlo methods generate samples that follow a target distribution by using proposal and auxiliary dis…