Andreas Eberle
Research topics and surveys
- Hamiltonian Monte Carlo methods in high dimension
- Sampling Crash Course (Simons Institute Boot Camp 2021)
- Markov Chain Monte Carlo methods (Hausdorff school MCMC 2020)
- Couplings and convergence for Langevin dynamics and Hamiltonian Monte Carlo
- Coupling approach to kinetic Langevin equation
- Couplings, contractivity and quantitative convergence bounds for diffusions
- Metropolis-Hastings algorithms in high dimensions
- Monte Carlo methods for sequences of probability measures
- Analysis on path and loop spaces
- Uniqueness problems for diffusion semigroups
Research group
- Francis Lörler (PhD student)
- Stefan Oberdörster (PhD student)
Previous PhD students
- Nikolaus Schweizer (Non-asymptotic error bounds for sequential MCMC methods, PhD 2011, currently Tilburg University)
- Daniel Gruhlke (Transition path sampling and Multi-Level MCMC methods, PhD 2014)
- Raphael Zimmer (Couplings and Kantorovich contractions with explicit rates for diffusions, PhD 2017)
- Mateusz B. Majka (Stability of stochastic differential equations with jumps by the coupling method, PhD 2017, currently Heriot-Watt University Edinburgh)
- Katharina Schuh (Convergence of McKean-Vlasov processes and Markov Chain Monte Carlo methods for mean-field models, PhD 2022, currently TU Wien)
Recent Preprints
-
see arXiv
Selected publications
- A. Eberle, F.Lörler: Non-reversible lifts of reversible diffusion processes and relaxation times (final version published in PTRf 2024), https://arxiv.org/abs/2402.05041
- A. Durmus, A. Eberle, A. Guillin, K. Schuh: Sticky nonlinear SDEs and convergence of McKean-Vlasov equations without confinement (final version published in Stochastics and PDE 2023), https://arxiv.org/abs/2201.07652
- N.Bou-Rabee, A.Eberle: Mixing time guarantees for unadjusted Hamiltonian Monte Carlo (final version published in Bernoulli 2023, Vol. 29, No. 1, 75-104), arXiv:2105.00887
- N.Bou-Rabee, A.Eberle: Couplings for Andersen dynamics (final version published in Annales IHP, Probabilités et Statistique, 2022, Vol. 58, No. 2, 916–944), arXiv:2009.14239
- N.Bou-Rabee, A.Eberle: Two-scale coupling for preconditioned Hamiltonian Monte Carlo in infinite dimensions (final version published in Stochastics and Partial Differential Equations, 2021, 9 (1), 207-242), arXiv:1909.07962
- A.Durmus, A.Eberle, A.Guillin, R.Zimmer: An elementary approach to uniform in time propagation of chaos (final version published in Proceedings AMS, Volume 148, Number 12, December 2020, Pages 5387–5398), arXiv:1805.11387
- N.Bou-Rabee, A.Eberle, R.Zimmer: Coupling and convergence for Hamiltonian Monte Carlo (final version published in Annals of Applied Probability, 2020, Vol. 30, No. 3, 1209-1250), arXiv:1805.00452
- A.Eberle, R.Zimmer: Sticky couplings of multidimensional diffusions with different drifts (final version published in Annales de l’Institut Henri Poincaré - Probabilités et Statistiques, 2019, Vol. 55, No. 4, 2370–2394), (pdf)
- A.Eberle, A.Guillin, R.Zimmer: Couplings and quantitative contraction rates for Langevin dynamics (published in Annals of Probability, Volume 47, Nr. 4, 2019) (pdf)
- A.Eberle, M.B.Majka: Quantitative contraction rates for Markov chains on general state spaces (published in Electronic Journal of Probability, Volume 24, 2019) (pdf)
- A.Eberle, A.Guillin, R.Zimmer: Quantitative Harris type theorems for diffusions and McKean-Vlasov processes (final version published in Transactions AMS, Volume 371, Nr. 10, 2019) arXiv:1606.06012
- A. Eberle: Reflection couplings and contraction rates for diffusions (final version published in PTRF 166, December 2016, is available at Springer via http://dx.doi.org/10.1007/s00440-015-0673-1)
- A. Eberle: Error bounds for Metropolis-Hastings algorithms applied to perturbations of Gaussian measures in high dimensions (Published in at http://dx.doi.org/10.1214/13-AAP926 the Annals of Applied Probability http://www.imstat.org/aap/ 2014)
- A. Eberle, C. Marinelli: Quantitative approximations of evolving probability measures and sequential MCMC methods (final version published in PTRF 155, 2013)
- A. Eberle: Reflection coupling and Wasserstein contractivity without convexity
(final version published in C.R. Math. Acad. Sci. Paris 349, 2011)