Only distances are required to reconstruct submanifolds
Article Type
Research Article
Publication Title
Computational Geometry: Theory and Applications
Abstract
In this paper, we give the first algorithm that outputs a faithful reconstruction of a submanifold of Euclidean space without maintaining or even constructing complicated data structures such as Voronoi diagrams or Delaunay complexes. Our algorithm uses the witness complex and relies on the stability of power protection, a notion introduced in this paper. The complexity of the algorithm depends exponentially on the intrinsic dimension of the manifold, rather than the dimension of ambient space, and linearly on the dimension of the ambient space. Another interesting feature of this work is that no explicit coordinates of the points in the point sample is needed. The algorithm only needs the distance matrix as input, i.e., only distance between points in the point sample as input.
First Page
32
Last Page
67
DOI
10.1016/j.comgeo.2017.08.001
Publication Date
12-1-2017
Recommended Citation
Boissonnat, Jean Daniel; Dyer, Ramsay; Ghosh, Arijit; and Oudot, Steve Y., "Only distances are required to reconstruct submanifolds" (2017). Journal Articles. 2331.
https://digitalcommons.isical.ac.in/journal-articles/2331
Comments
Open Access, Bronze, Green