A Metropolized adaptive subspace algorithm for high-dimensional Bayesian variable selection

Christian Staerk, Maria Kateri, Ioannis Ntzoufras

A simple and efficient adaptive Markov Chain Monte Carlo (MCMC) method, called the Metropolized Adaptive Subspace (MAdaSub) algorithm, is proposed for sampling from high-dimensiona…