Solidarity of Spectral Gaps for Component-Wise Markov Chains

Youngwoo Kwon, Galin Jones, Qian Qin

Deterministic-scan and random-scan component-wise Markov chain Monte Carlo algorithms, such as Gibbs samplers and conditional Metropolis-Hastings, are popular approaches for sampli…