Homotopy Reconstruction via the Cech Complex and the Vietoris-Rips Complex
arXiv:1903.06955
Abstract
We derive conditions under which the reconstruction of a target space is topologically correct via the Čech complex or the Vietoris-Rips complex obtained from possibly noisy point cloud data. We provide two novel theoretical results. First, we describe sufficient conditions under which any non-empty intersection of finitely many Euclidean balls intersected with a positive reach set is contractible, so that the Nerve theorem applies for the restricted Čech complex. Second, we demonstrate the homotopy equivalence of a positive -reach set and its offsets. Applying these results to the restricted Čech complex and using the interleaving relations with the Čech complex (or the Vietoris-Rips complex), we formulate conditions guaranteeing that the target space is homotopy equivalent to the Čech complex (or the Vietoris-Rips complex), in terms of the -reach. Our results sharpen existing results.
60 pages, 7 figures, to appear in the 36th International Symposium on Computational Geometry (SoCG 2020), the code is available at https://github.com/jisuk1/nerveshape