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Eigen-convergence of gaussian kern elized graph laplacian by mani- fold heat interpolation

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How well behaved is finite dimensional Diffusion Maps?

stat.ML · 2024-12-05 · unverdicted · novelty 7.0

Finite-dimensional Diffusion Maps on submanifolds preserve almost uniform density, polynomial approximation, and reach, with embedding error O((log n/n)^{1/(8d+16)}) and tangent space error bounded by C (log n/n)^{(k-1)/((8d+16)k)}.

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  • How well behaved is finite dimensional Diffusion Maps? stat.ML · 2024-12-05 · unverdicted · none · ref 19

    Finite-dimensional Diffusion Maps on submanifolds preserve almost uniform density, polynomial approximation, and reach, with embedding error O((log n/n)^{1/(8d+16)}) and tangent space error bounded by C (log n/n)^{(k-1)/((8d+16)k)}.