Salvador Dalí, The Persistence of Memory.
Salvador Dalí, The Persistence of Memory.
Mathematical statistics
(Non)parametric estimation
Statistical inference for processes
Machine learning for dynamical systems
Discrete probability
Malliavin calculus
Stein's method
Discrete financial mathematics
Submitted
10. Questioning Normality: A study of wavelet leaders distribution, with W. Ben Nasr and S. Jaffard
Preprint, 2025.
ArXiv version
(Pre)Publications
9. Laplace Transform Based Low-Complexity Learning of Continuous Markov Semigroups, with V. Kostic, K. Lounici, T. Devergne, P. Novelli and M. Pontil.
18th International Conference on Machine Learning (ICML 2025), 2025.
ArXiv version
8. Evolving privacy: drift parameter estimation for discretely observed i.i.d. diffusion processes under LDP, with C. Amorino and A. Gloter.
Stochastic Processes and their Applications, 2024. To appear.
ArXiv version
7. Learning the infinitesimal generator of stochastic diffusion processes, with V. Kostic, K. Lounici, T. Devergne, M. Pontil.
39th Annual Conference on Neural Information Processing Systems (NeurIPS 2024), 2024.
ArXiv version
6. Robust density estimation with the L1-loss. Applications to the estimation of a density on the line satisfying a shape contraint, with Y. Baraud and G. Maillard.
Les Annales de l'Institut Henri Poincaré, 2024. To appear.
ArXiv version
5. On a projection least squares estimator for jump diffusion processes, with Nicolas Marie.
Annals of the Institute of Statistical Mathematics, 1-26, 2024.
ArXiv version
4. The insider problem in the trinomial model: a discrete jump process point of view.
Decisions in Economics and Finance, 1-15, 2023.
ArXiv version
3. Malliavin calculus for marked binomial processes and applications.
Electronic Journal of Probability, 27, 1-39, 2022.
Paper link
2. Kernel Selection in Nonparametric Regression, with N. Marie.
Mathematical Methods of Statistics, 29, 1, 32-56, 2020.
ArXiv version
1. Malliavin and Dirichlet structures for independent random variables, with L. Decreusefond.
Stochastic Processes and their Applications, 129, 8, 2611-2653, 2019.
ArXiv version
ALEA
Annals of Applied Probability
Annales of Statistics
Bernoulli
Annals of the Institute of Statistical Mathematics
Frontiers of Mathematical Finance
ICML
Journal of Dynamics and Games
Journal of Fourier Analysis and Applications
NeurIPS