Approximating geodesics via random points
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Abstract (arXiv)
Given a `cost' functional F on paths γ in a domain Dsubsetℝd, in the form F(γ) = int01 f(γ(t),dotγ(t))dt, it is of interest to approximate its minimum cost and geodesic paths. Let X1,ldots, Xn be points drawn independently from D according to a distribution with a density. Form a random geometric graph on the points where Xi and Xj are connected when 0<|Xi - Xj|<ε, and the length scale ε=εn vanishes at a suitable rate. For a general class of functionals F, associated to Finsler and other distances on D, using a probabilistic form of Gamma convergence, we show that the minimum costs and geodesic paths, with respect to types of approximating discrete `cost' functionals, built from the random geometric graph, converge almost surely in various senses to those corresponding to the continuum cost F, as the number of sample points diverges. In particular, the geodesic path convergence shown appears to be among the first results of its kind.
Key facts. Cited by 6 papers in the map (data through 7 Oct 2026). First posted on arXiv 19 Nov 2017.
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Citing papers per year: 2021: 1; 2022: 1; 2023: 3; 2024: 1.
6 papers.
- 2023Fermat Distances: Metric Approximation, Spectral Convergence, and Clustering Algorithmscited by 12
- 2023On convex decision regions in deep network representationscited by 7
- 2023Continuum Limits of Ollivier's Ricci Curvature on data clouds: pointwise consistency and global lower boundscited by 6
- 2022Entropic Optimal Transport in Random Graphscited by 3
- 2024(Deep) Generative Geodesicscited by 1
- 2021Particle Filter Bridge Interpolationcited by 0
- 2024(Deep) Generative Geodesics15 Jul 2024
- 2023Fermat Distances: Metric Approximation, Spectral Convergence, and Clustering Algorithms7 Jul 2023
- 2023Continuum Limits of Ollivier's Ricci Curvature on data clouds: pointwise consistency and global lower bounds5 Jul 2023
- 2023On convex decision regions in deep network representations26 May 2023
- 2022Entropic Optimal Transport in Random Graphs11 Jan 2022
- 2021Particle Filter Bridge Interpolation27 Mar 2021