Nonparametric regression on random geometric graphs sampled from submanifolds

Paul Rosa, Judith Rousseau

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

Clément Berenfeld, Paul Rosa, Judith Rousseau

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

Posterior Contraction Rates for Matérn Gaussian Processes on Riemannian Manifolds

Paul Rosa, Viacheslav Borovitskiy, Alexander Terenin, Judith Rousseau

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

Bayesian Nonparametric Estimation under the Manifold Hypothesis

Paul Rosa

University of Oxford, 2025