Adaptive random neighbourhood informed Markov chain Monte Carlo for high-dimensional Bayesian variable Selection

Xitong Liang, Samuel Livingstone, Jim Griffin

We introduce a framework for efficient Markov Chain Monte Carlo (MCMC) algorithms targeting discrete-valued high-dimensional distributions, such as posterior distributions in Bayes…