Computing the Multicover Bifiltration

Computational Geometry (cs.CG) FOS: Computer and information sciences higher-order Delaunay complexes nerves multiparameter persistent homology higher-order Voronoi diagrams 01 natural sciences Article 004 rhomboid tiling 516 denoising FOS: Mathematics Computer Science - Computational Geometry Algebraic Topology (math.AT) Mathematics - Algebraic Topology ddc:004 0101 mathematics Bifiltrations
DOI: 10.1007/s00454-022-00476-8 Publication Date: 2023-02-21T19:23:50Z
ABSTRACT
Given a finite set A⊂Rd, let Covr,k denote the of all points within distance r to at least k A. Allowing and vary, we obtain 2-parameter family spaces that grow larger when increases or decreases, called multicover bifiltration. Motivated by problem computing homology this bifiltration, introduce two closely related combinatorial bifiltrations, one polyhedral other simplicial, which are both topologically equivalent bifiltration far smaller than Čech-based model considered in prior work Sheehy. Our construction is rhomboid tiling Edelsbrunner Osang, can be efficiently computed using variant an algorithm given these authors. Using implementation for dimension 2 3, provide experimental results. simplicial useful understanding proving its correctness.
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