Published
Contraction and Convergence Rates for Discretized Kinetic Langevin Dynamics
P. Whalley, D. Paulin, B. Leimkuhler - SIAM Journal on Numerical Analysis, 2024
Contraction Rate Estimates of Stochastic Gradient Kinetic Langevin Integrators
P. Whalley, D. Paulin, B. Leimkuhler - ESAIM: Mathematical Modelling and Numerical Analysis, 2024
Randomised Time Riemannian Manifold Hamiltonian Monte Carlo
P. Whalley, D. Paulin, B. Leimkuhler - Statistics and Computing, 2023
Consultancy Style Dissertations in Statistics and Data Science: Why and How
S. Far, V. Inacio, D. Paulin, M. de Carvalho, N. Augustin, M. Allerhand, G. Robertson - The American Statistician, 2023
A 4D-Var Method with Flow-Dependent Background Covariances for the Shallow-Water Equations
D. Paulin, A. Jasra, A. Beskos, D. Crisan - Statistics and Computing, 2022
Efficient MCMC Sampling with Dimension-Free Convergence Rate using ADMM-type Splitting
M. Vono, D. Paulin, A. Doucet - Journal of Machine Learning Research, 2021
G. Deligiannidis, D. Paulin, A. Doucet - Annals of Applied Probability, 2020
Dual Space Preconditioning for Gradient Descent
C.J. Maddison, D. Paulin, Y. W. Teh, A. Doucet - SIAM Journal on Optimization, 2020
Error Bounds for Sequential Monte Carlo Samplers for Multimodal Distributions
D. Paulin, A. Jasra, A. H. Thiery - Bernoulli, 2020
On Concentration Properties of Partially Observed Chaotic Systems
D. Paulin, A. Jasra, D. Crisan, A. Beskos - Advances in Applied Probability, 2018
Optimization Based Methods for Partially Observed Chaotic Systems
D. Paulin, A. Jasra, D. Crisan, A. Beskos - Foundations of Computational Mathematics, 2018
Mixing and Concentration by Ricci Curvature
D. Paulin - Journal of Functional Analysis, 2016.
Efron-Stein Inequalities for Random Matrices
D. Paulin, L. Mackey, J. A. Tropp - Annals of Probability, 2016
Hypothesis testing for Markov chain Monte Carlo
B. Gyori, D. Paulin - Statistics and Computing, 2016
Concentration inequalities for Markov chains by Marton couplings and spectral methods
D. Paulin - Electronic Journal of Probability, 2015
D. Paulin - Electronic Journal of Probability, 2014
Locally perturbed random walks with unbounded jumps
D. Paulin, D. Szász - Journal of Statistical Physics, 2010
Preprints
Unbiased Kinetic Langevin Monte Carlo with Inexact Gradients
D. Paulin, P. Whalley, N. Chada, B. Leimkuhler
Estimation of Multivariate Discrete Hawkes Processes: An Application to Incident Monitoring
T. Brisley, G. Ross, D. Paulin and J. Easto
C.J. Maddison, D. Paulin, Y. W. Teh, B. O'Donoghue, A. Doucet
On Mixing Times of Metropolized Algorithm With Optimization Step (MAO) : A New Framework
E. M. Khribch, G. Deligiannidis, D. Paulin
Technical Reports
Non-asymptotic confidence intervals for MCMC in practice
B. Gyori, D. Paulin
Deriving Matrix Concentration Inequalities from Kernel Couplings
D. Paulin, L. Mackey, J. A. Tropp
A Note on Matrix Concentration Inequalities via the Method of Exchangeable Pairs
D. Paulin
Concentration Inequalities in Locally Dependent Spaces
D. Paulin