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Convergence of the Equi-Energy Sampler and Its Application to the Ising Model

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We provide a complete proof of the convergence of a recently developed sampling algorithm called the equi-energy (EE) sampler (Kou, Zhou, and Wong, 2006) in the case that the state space is countable. We show that in a countable state space, each sampling chai... ...