Harris recurrence of Metropolis-within-Gibbs and trans-dimensional Markov chains

Gareth O. Roberts, Jeffrey S. Rosenthal

A $\varphi$-irreducible and aperiodic Markov chain with stationary probability distribution will converge to its stationary distribution from almost all starting points. The property of…