Convergence Rates of Two-Component MCMC Samplers

Qian Qin, Galin L. Jones

Component-wise MCMC algorithms, including Gibbs and conditional Metropolis-Hastings samplers, are commonly used for sampling from multivariate probability distributions. A long-sta…