56 citations · 159 across the 18 of their papers we have counts for
Showing 2015 · math.PRShow all
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math.PR2015
Borell's formula for a Riemannian manifold and applications
Joseph Lehec
Borell's formula is a stochastic variational formula for the log-Laplace transform of a function of a Gaussian vector. We establish an extension of this to the Riemannian setting a…
math.PR2015
Sampling from a log-concave distribution with Projected Langevin Monte Carlo
Sébastien Bubeck, Ronen Eldan, Joseph Lehec
We extend the Langevin Monte Carlo (LMC) algorithm to compactly supported measures via a projection step, akin to projected Stochastic Gradient Descent (SGD). We show that (project…
math.PR2015★ 3 cited
Regularization in for the Ornstein--Uhlenbeck semigroup
Joseph Lehec
Let be the standard Gaussian measure on and let be the Ornstein--Ulhenbeck semigroup. Eldan and Lee recently established that for every non--negative fu…