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Given a target distribution $\mu$ on a general state space $\mathcal{X}$ and a proposal Markov jump process with generator $Q$, the purpose of this paper is to investigate two universal properties enjoyed by two types of Metropolis-Hastings (MH) processes with generators $M_1(Q,\mu)$ and $M_2(Q,\mu)$ respectively.
Weak convergence and optimal scaling of random walk Metropolis algorithms
G. O. Roberts, A. Gelman, and W. R. Gilks · 1907
Earlier work this paper cites.
Markov processes
S. N. Ethier and T. G. Kurtz · 1986
Earlier work this paper cites.
Weak convergence of Markov chain sampling methods and annealing algorithms to diffusions
S. B. Gelfand and S. K. Mitter · 1991
Earlier work this paper cites.
A geometric interpretation of the Metropolis-Hastings algorithm
L. J. Billera and P. Diaconis · 2001
Earlier work this paper cites.
Optimal scaling for various Metropolis-Hastings algorithms
G. O. Roberts and J. S. Rosenthal · 2001
Cited alongside, same era.
General state space Markov chains and MCMC algorithms
G. O. Roberts and J. S. Rosenthal · 2004
Cited alongside, same era.
Weak convergence of Metropolis algorithms for non-i.i.d. target distributions
M. Bédard · 2007
Cited alongside, same era.
Diffusion limits of the random walk Metropolis algorithm in high dimensions
J. C. Mattingly, N. S. Pillai, and A. M. Stuart · 2012
Cited alongside, same era.
Metropolis-Hastings reversiblizations of non-reversible Markov chains
M. C. Choi
Cited in the paper.
Universality of the Langevin diffusion as scaling limit of a family of Metropolis-Hastings processes II: the Curie-Weiss model
M. C. Choi
Cited in the paper.
Optimal scaling for the transient phase of Metropolis Hastings algorithms: the longtime behavior
B. Jourdain, T. Lelièvre, and B. a. Miasojedow · 2014
Later among the works it cites.
A piecewise deterministic scaling limit of lifted Metropolis-Hastings in the Curie-Weiss model
J. Bierkens and G. Roberts · 2017
Later among the works it cites.
On hitting time, mixing time and geometric interpretations of Metropolis-Hastings reversiblizations
M. C. Choi and L.-J. Huang · 2019
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