Nonparametric regression on random geometric graphs sampled from submanifolds

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Paul Rosa, Judith Rousseau

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

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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

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NeurIPS, 2023