activity
20162018
most citedCoupling and Convergence for Hamiltonian Monte Carlo

64 citations · 87 across the 3 of their papers we have counts for

collaborators

6 papers

math.PR2018

An Elementary Approach To Uniform In Time Propagation Of Chaos

Alain Durmus, Andreas Eberle, Arnaud Guillin +1

Based on a coupling approach, we prove uniform in time propagation of chaos for weakly interacting mean-field particle systems with possibly non-convex confinement and interaction…

math.PR2018★ 64 cited

Coupling and Convergence for Hamiltonian Monte Carlo

Nawaf Bou-Rabee, Andreas Eberle, Raphael Zimmer

Based on a new coupling approach, we prove that the transition step of the Hamiltonian Monte Carlo algorithm is contractive w.r.t. a carefully designed Kantorovich (L1 Wasserstein)…

math.PR2017★ 13 cited

Couplings and quantitative contraction rates for Langevin dynamics

Andreas Eberle, Arnaud Guillin, Raphael Zimmer

We introduce a new probabilistic approach to quantify convergence to equilibrium for (kinetic) Langevin processes. In contrast to previous analytic approaches that focus on the ass…

math.PR2016

Sticky couplings of multidimensional diffusions with different drifts

Andreas Eberle, Raphael Zimmer

We present a novel approach of coupling two multidimensional and non-degenerate Itô processes and which follow dynamics with different drifts. Our coupling is stick…

math.PR2016

Quantitative Harris type theorems for diffusions and McKean-Vlasov processes

Andreas Eberle, Arnaud Guillin, Raphael Zimmer

We consider -valued diffusion processes of type \begin{align*} dX_t\ =\ b(X_t)dt\, +\, dB_t. \end{align*} Assuming a geometric drift condition, we establish contracti…

math.PR2016★ 10 cited

Explicit contraction rates for a class of degenerate and infinite-dimensional diffusions

Raphael Zimmer

Given a separable and real Hilbert space and a trace-class, symmetric and non-negative operator , we examine the equation…