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Ricci Curvature and the Manifold Learnin...
Ache, Antonio G....
Ricci Curvature and the Manifold Learning Problem by Ache, Antonio G. ( Author )
Australian National University
06-09-2023
Consider a sample of $n$ points taken i.i.d from a submanifold $\Sigma$ of Euclidean space. We show that there is a way to estimate the Ricci curvature of $\Sigma$ with respect to the induced metric from the sample. Our method is grounded in the notions of Carr\'e du Champ for diffusion semi-groups, the theory of Empirical processes and local Principal Component Analysis.
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Article
pdf
29.34 KB
English
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MYR 0.01
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http://arxiv.org/abs/1410.3351
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