AJ Blumberg, M Lesnick - Foundations of Computational Mathematics, 2024 - Springer
The Čech and Rips constructions of persistent homology are stable with respect to perturbations of the input data. However, neither is robust to outliers, and both can be …
Abstract Topological Data Analysis (TDA) is a discipline that applies algebraic topology techniques to analyze complex, multi-dimensional data. Although it is a relatively new field …
Abstract The Delaunay filtration D.(X) of a point cloud X⊂ ℝd is a central tool of computational topology. Its use is justified by the topological equivalence of D.(X) and the …
M Buchet, BB Dornelas, M Kerber - Journal of the ACM, 2024 - dl.acm.org
For a finite set of balls of radius r, the k-fold cover is the space covered by at least k balls. Fixing the ball centers and varying the radius, we obtain a nested sequence of spaces that is …
R Corbet, M Kerber, M Lesnick, G Osang - Discrete & Computational …, 2023 - Springer
Given a finite set A⊂ R d, let Cov r, k denote the set of all points within distance r to at least k points of A. Allowing r and k to vary, we obtain a 2-parameter family of spaces that grow …
As a step towards establishing homotopy-theoretic foundations for topological data analysis (TDA), we introduce and study homotopy interleavings between filtered topological spaces …
E Carlsson, J Carlsson - Scientific Reports, 2024 - nature.com
The alpha complex is a fundamental data structure from computational geometry, which encodes the topological type of a union of balls B (x; r)⊂ R m for x∈ S, including a weighted …
M Lesnick, K McCabe - arXiv preprint arXiv:2406.07679, 2024 - arxiv.org
We study the size of Sheehy's subdivision bifiltrations, up to homotopy. We focus in particular on the subdivision-Rips bifiltration $\mathcal {SR}(X) $ of a metric space $ X $, the …
Motivated by applications in the sciences, we study finite chromatic sets in Euclidean space from a topological perspective. Based on the persistent homology for images, kernels and …