| The zig-zag process and super-efficient sampling for Bayesian analysis of big data J Bierkens, P Fearnhead, G Roberts Annals of Statistics 47 (3), 1288-1320, 2019 | 308 | 2019 |
| Piecewise deterministic Markov processes for continuous-time Monte Carlo P Fearnhead, J Bierkens, M Pollock, GO Roberts Statistical Science 33 (3), 386-412, 2018 | 129 | 2018 |
| Non-reversible Metropolis-Hastings J Bierkens Statistics and Computing, 2015 | 117 | 2015 |
| Ergodicity of the zigzag process J Bierkens, GO Roberts, PA Zitt The Annals of Applied Probability 29 (4), 2266-2301, 2019 | 98 | 2019 |
| A piecewise deterministic scaling limit of Lifted Metropolis-Hastings in the Curie-Weiss model J Bierkens, G Roberts Annals of Applied Probability 27 (2), 846-882, 2017 | 92 | 2017 |
| Piecewise deterministic Markov processes for scalable Monte Carlo on restricted domains J Bierkens, A Bouchard-Côté, A Doucet, AB Duncan, P Fearnhead, ... Statistics & Probability Letters 136, 148-154, 2018 | 65 | 2018 |
| The boomerang sampler J Bierkens, S Grazzi, K Kamatani, G Roberts International conference on machine learning, 908-918, 2020 | 53 | 2020 |
| Limit theorems for the Zig-Zag process J Bierkens, A Duncan Advances in Applied Probability 49 (3), 2017 | 47 | 2017 |
| High-dimensional scaling limits of piecewise deterministic sampling algorithms J Bierkens, K Kamatani, GO Roberts The Annals of Applied Probability 32 (5), 3361-3407, 2022 | 36* | 2022 |
| Explicit solution of relative entropy weighted control J Bierkens, HJ Kappen Systems & Control Letters 72, 36-43, 2014 | 36 | 2014 |
| Stochastic optimal control as non-equilibrium statistical mechanics: calculus of variations over density and current VY Chernyak, M Chertkov, J Bierkens, HJ Kappen Journal of Physics A: Mathematical and Theoretical 47 (2), 022001, 2013 | 23 | 2013 |
| Simulation of elliptic and hypo-elliptic conditional diffusions J Bierkens, F Van Der Meulen, M Schauer Advances in Applied Probability 52 (1), 173-212, 2020 | 22 | 2020 |
| A piecewise deterministic Monte Carlo method for diffusion bridges J Bierkens, S Grazzi, F van der Meulen, M Schauer Statistics and Computing 31 (3), 37, 2021 | 21 | 2021 |
| Tikhonov regularization versus scale space: a new result [image processing applications] L Florack, R Duits, J Bierkens 2004 International Conference on Image Processing, 2004. ICIP'04. 1, 271-274, 2004 | 21 | 2004 |
| Spectral analysis of the zigzag process J Bierkens, SM Verduyn Lunel Annales de l'Institut Henri Poincare (B) Probabilites et statistiques 58 (2 …, 2022 | 20 | 2022 |
| Sticky PDMP samplers for sparse and local inference problems J Bierkens, S Grazzi, F Meulen, M Schauer Statistics and Computing 33 (1), 8, 2023 | 17 | 2023 |
| Approximations of piecewise deterministic Markov processes and their convergence properties A Bertazzi, J Bierkens, P Dobson Stochastic Processes and their Applications 154, 91-153, 2022 | 16 | 2022 |
| A singular M-matrix perturbed by a nonnegative rank one matrix has positive principal minors; is it D-stable? J Bierkens, A Ran Linear Algebra and its Applications 457, 191-208, 2014 | 16 | 2014 |
| Adaptive schemes for piecewise deterministic Monte Carlo algorithms A Bertazzi, J Bierkens Bernoulli 28 (4), 2404-2430, 2022 | 14 | 2022 |
| Large deviations for the empirical measure of the zig-zag process J Bierkens, P Nyquist, MC Schlottke The Annals of Applied Probability 31 (6), 2811-2843, 2021 | 14 | 2021 |
Gareth RobertsProfessor of Statistics, University of WarwickVerified email at warwick.ac.uk
