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- W4300675293 abstract "A well-known folklore result in the MCMC community is that the Metropolis-Hastings algorithm mixes quickly for any unimodal target, as long as the tails are not too heavy. Although we've heard this fact stated many times in conversation, we are not aware of any quantitative statement of this result in the literature, and we are not aware of any quick derivation from well-known results. The present paper patches this small gap in the literature, providing a generic bound based on the popular drift-and-minorization framework of Rosenthal (1995). Our main contribution is to study two sublevel sets of the Lyapunov function and use path arguments in order to obtain a sharper general bound than what can typically be obtained from multistep minorization arguments." @default.
- W4300675293 created "2022-10-04" @default.
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- W4300675293 date "2018-06-19" @default.
- W4300675293 modified "2023-09-30" @default.
- W4300675293 title "Fast Mixing of Metropolis-Hastings with Unimodal Targets" @default.
- W4300675293 doi "https://doi.org/10.48550/arxiv.1806.07047" @default.
- W4300675293 hasPublicationYear "2018" @default.
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