Towards a complete analysis of langevin monte carlo: Beyond poincaré inequality
Langevin diffusions are rapidly convergent under appropriate functional inequality
assumptions. Hence, it is natural to expect that with additional smoothness conditions to …
assumptions. Hence, it is natural to expect that with additional smoothness conditions to …
Existence of Stein kernels under a spectral gap, and discrepancy bounds
TA Courtade, M Fathi, A Pananjady - 2019 - projecteuclid.org
We establish existence of Stein kernels for probability measures on R^d satisfying a
Poincaré inequality, and obtain bounds on the Stein discrepancy of such measures …
Poincaré inequality, and obtain bounds on the Stein discrepancy of such measures …
Comparison of Markov chains via weak Poincaré inequalities with application to pseudo-marginal MCMC
Comparison of Markov chains via weak Poincare inequalities with application to pseudo-marginal
MCMC Page 1 The Annals of Statistics 2022, Vol. 50, No. 6, 3592–3618 https://doi.org/10.1214/22-AOS2241 …
MCMC Page 1 The Annals of Statistics 2022, Vol. 50, No. 6, 3592–3618 https://doi.org/10.1214/22-AOS2241 …
A note on Talagrand's transportation inequality and logarithmic Sobolev inequality
P Cattiaux, A Guillin, LM Wu - Probability theory and related fields, 2010 - Springer
We give by simple arguments sufficient conditions, so called Lyapunov conditions, for
Talagrand's transportation information inequality and for the logarithmic Sobolev inequality …
Talagrand's transportation information inequality and for the logarithmic Sobolev inequality …
Central limit theorems for additive functionals of ergodic Markov diffusions processes
We revisit functional central limit theorems for additive functionals of ergodic Markov
diffusion processes. Translated in the language of partial differential equations of evolution …
diffusion processes. Translated in the language of partial differential equations of evolution …
Coercive inequalities on metric measure spaces
W Hebisch, B Zegarlinski - arXiv preprint arXiv:0905.1713, 2009 - arxiv.org
We study coercive inequalities on finite dimensional metric spaces with probability
measures which do not have volume doubling property. This class of inequalities includes …
measures which do not have volume doubling property. This class of inequalities includes …
Weak Poincar\'e Inequalities for Markov chains: theory and applications
We investigate the application of Weak Poincar\'e Inequalities (WPI) to Markov chains to
study their rates of convergence and to derive complexity bounds. At a theoretical level we …
study their rates of convergence and to derive complexity bounds. At a theoretical level we …
Poincar\'e inequalities for Markov chains: a meeting with Cheeger, Lyapunov and Metropolis
We develop a theory of weak Poincar\'e inequalities to characterize convergence rates of
ergodic Markov chains. Motivated by the application of Markov chains in the context of …
ergodic Markov chains. Motivated by the application of Markov chains in the context of …
Fractional diffusion for Fokker–Planck equation with heavy tail equilibrium: An à la Koch spectral method in any dimension
D Dechicha, M Puel - Asymptotic Analysis, 2024 - journals.sagepub.com
In this paper, we extend the spectral method developed (Dechicha and Puel) to any
dimension d⩾ 1, in order to construct an eigen-solution for the Fokker–Planck operator with …
dimension d⩾ 1, in order to construct an eigen-solution for the Fokker–Planck operator with …
Mean-square analysis of discretized Itô diffusions for heavy-tailed sampling
We analyze the complexity of sampling from a class of heavy-tailed distributions by
discretizing a natural class of Itô diffusions associated with weighted Poincaré inequalities …
discretizing a natural class of Itô diffusions associated with weighted Poincaré inequalities …