Resistance-form discretization conjecture for eigenmaps on the real line

Let gg be a smooth density on R\mathbb{R} and let L(g)\mathcal{L}_{(g)} be the Laplacian associated with the Dirichlet form

Eg(f)=R(f(x))2g(x)dx.\mathcal{E}_g(f)=\int_{\mathbb{R}}(f'(x))^2g(x)\,dx.

Resistance-form discretization conjecture. Numerically accurate locally uniform approximations to the Laplacian eigenmap can be obtained by discretizing the left- and right-hand sides in the weak definition of the Dirichlet-form Laplacian using the theory of resistance forms. This proposes an alternative to direct random averaging based on the associated weak formulation; analogous half-line and interval versions require boundary conditions.

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Primary source

Bernard Akwei, Bobita Atkins, Rachel Bailey, Ashka Dalal, Natalie Dinin, Jonathan Kerby-White, Tess McGuinness, Tonya Patricks, Luke Rogers, Genevieve Romanelli, Yiheng Su and Alexander Teplyaev, “Convergence, optimization and stability of singular eigenmaps”, arXiv:2406.19510 (2024).

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