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math.PR2021
Which Sampling Densities are Suitable for Spectral Clustering on Unbounded Domains?
Henry-Louis de Kergorlay
We consider a random geometric graph with vertices sampled from a probability measure supported on , and study its connectivity. We show the graph is typically disconn…
math.PR2019
Random Čech complexes on : decrackling the noise with local scalings
Henry-Louis de Kergorlay
We investigate the homology of an unbounded noisy sample on , under various assumptions on the sampling density. This investigation is based on previous results by Ad…
math.PR2019★ 10 cited
Random Čech Complexes on Manifolds with Boundary
Henry-Louis de Kergorlay, Ulrike Tillmann, Oliver Vipond
Let be a compact, unit volume, Riemannian manifold with boundary. In this paper we study the homology of a random Čech-complex generated by a homogeneous Poisson process in …