Estimation of Riemannian Quantities from Noisy Data via Density Derivatives

Junhao Chen, Ruowei Li, Zhigang Yao

We study the recovery of geometric structure from data generated by convolving the uniform measure on a smooth compact submanifold $M\subset {\mathbb{R}}^D$ with ambient Gaussian nois…