Concentration inequalities for Markov chains by Marton couplings and spectral methods D Paulin | 269 | 2015 |
Hamiltonian descent methods CJ Maddison, D Paulin, YW Teh, B O'Donoghue, A Doucet arXiv preprint arXiv:1809.05042, 2018 | 61 | 2018 |
Randomized Hamiltonian Monte Carlo as scaling limit of the bouncy particle sampler and dimension-free convergence rates G Deligiannidis, D Paulin, A Bouchard-Côté, A Doucet The Annals of Applied Probability 31 (6), 2612-2662, 2021 | 58 | 2021 |
Efron–Stein inequalities for random matrices D Paulin, L Mackey, JA Tropp | 39 | 2016 |
Efficient MCMC sampling with dimension-free convergence rate using ADMM-type splitting M Vono, D Paulin, A Doucet Journal of Machine Learning Research 23 (25), 1-69, 2022 | 38 | 2022 |
Mixing and concentration by Ricci curvature D Paulin Journal of Functional Analysis 270 (5), 1623-1662, 2016 | 22 | 2016 |
Dual space preconditioning for gradient descent CJ Maddison, D Paulin, YW Teh, A Doucet SIAM Journal on Optimization 31 (1), 991-1016, 2021 | 20 | 2021 |
The convex distance inequality for dependent random variables, with applications to the stochastic travelling salesman and other problems D Paulin | 18 | 2014 |
Error bounds for sequential Monte Carlo samplers for multimodal distributions D Paulin, A Jasra, A Thiery | 13* | 2019 |
Concentration inequalities for Markov chains by Marton couplings D Paulin arXiv preprint arXiv:1212.2015, 2013 | 13 | 2013 |
Deriving matrix concentration inequalities from kernel couplings D Paulin, L Mackey, JA Tropp arXiv preprint arXiv:1305.0612, 2013 | 12 | 2013 |
Locally perturbed random walks with unbounded jumps D Paulin, D Szász Journal of Statistical Physics 141 (6), 1116-1130, 2010 | 10 | 2010 |
Contraction and convergence rates for discretized kinetic Langevin dynamics B Leimkuhler, D Paulin, PA Whalley arXiv preprint arXiv:2302.10684, 2023 | 9 | 2023 |
Non-asymptotic confidence intervals for MCMC in practice BM Gyori, D Paulin arXiv preprint arXiv:1212.2016, 2012 | 9 | 2012 |
Hypothesis testing for markov chain monte carlo BM Gyori, D Paulin Statistics and Computing 26, 1281-1292, 2016 | 7 | 2016 |
Error bounds for sequential Monte Carlo samplers for multimodal distributions A Jasra, D Paulin, AH Thiery arXiv preprint arXiv:1509.08775, 2015 | 7 | 2015 |
On concentration properties of partially observed chaotic systems D Paulin, A Jasra, D Crisan, A Beskos Advances in Applied Probability 50 (2), 440-479, 2018 | 6 | 2018 |
Optimization based methods for partially observed chaotic systems D Paulin, A Jasra, D Crisan, A Beskos Foundations of Computational Mathematics 19, 485-559, 2019 | 5 | 2019 |
Contraction Rate Estimates of Stochastic Gradient Kinetic Langevin Integrators B Leimkuhler, D Paulin, PA Whalley arXiv preprint arXiv:2306.08592, 2023 | 3 | 2023 |
A 4D-Var method with flow-dependent background covariances for the shallow-water equations D Paulin, A Jasra, A Beskos, D Crisan arXiv preprint arXiv:1710.11529, 2017 | 3 | 2017 |