L2 posterior contraction rates in Bayesian nonparametric regression models

P. R.

Nonparametric regression on random geometric graphs sampled from submanifolds

P. R., Judith Rousseau

Journal of Machine Learning Research, vol. 26, 2025, pp. 1-65

Estimating a density near an unknown manifold: a Bayesian nonparametric approach

Clément Berenfeld, P. R., Judith Rousseau

The Annals of Statistics, vol. 52(5), 2024, pp. 2081-2111

Posterior Contraction Rates for Matérn Gaussian Processes on Riemannian Manifolds

P. R., Viacheslav Borovitskiy, Alexander Terenin, Judith Rousseau

Advances in Neural Information Processing Systems, vol. 36, 2023

Bayesian Nonparametric Estimation under the Manifold Hypothesis

P. R.

University of Oxford, 2025