Weak Convergence Rates of Population versus Single-Chain Stochastic Approximation MCMC Algorithms

Qifan Song, Mingqi Wu, Faming Liang

In this paper, we establish the theory of weak convergence (toward a normal distribution) for both single-chain and population stochastic approximation MCMC algorithms. Based on th…