Papers
Published
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
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