Search Results for author: L. Iosipoi

Found 2 papers, 1 papers with code

Variance reduction for Markov chains with application to MCMC

1 code implementation8 Oct 2019 D. Belomestny, L. Iosipoi, E. Moulines, A. Naumov, S. Samsonov

In this paper we propose a novel variance reduction approach for additive functionals of Markov chains based on minimization of an estimate for the asymptotic variance of these functionals over suitable classes of control variates.

Empirical Variance Minimization with Applications in Variance Reduction and Optimal Control

no code implementations13 Dec 2017 D. Belomestny, L. Iosipoi, Q. Paris, N. Zhivotovskiy

We study the problem of empirical minimization for variance-type functionals over functional classes.

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