From samples to persistent stratified homotopy types

被引:0
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作者
Mäder T. [1 ]
Waas L. [1 ]
机构
[1] Institute for Mathematics, University of Heidelberg, INF 205, Heidelberg
关键词
55-XX; 55N31; 55P99; Homotopy theory; Persistent homology; Stratified spaces; Topological data analysis;
D O I
10.1007/s41468-024-00170-z
中图分类号
学科分类号
摘要
The natural occurrence of singular spaces in applications has led to recent investigations on performing topological data analysis (TDA) in a stratified framework. In many applications, there is no a priori information on what points should be regarded as singular or regular. For this purpose we describe a fully implementable process that provably approximates the stratification for a large class of two-strata Whitney stratified spaces from sufficiently close non-stratified samples. Additionally, in this work, we establish a notion of persistent stratified homotopy type obtained from a sample with two strata. In analogy to the non-stratified applications in TDA which rely on a series of convenient properties of (persistent) homotopy types of sufficiently regular spaces, we show that our persistent stratified homotopy type behaves much like its non-stratified counterpart and exhibits many properties (such as stability, and inference results) necessary for an application in TDA. In total, our results combine to a sampling theorem guaranteeing the (approximate) inference of (persistent) stratified homotopy types of sufficiently regular two-strata Whitney stratified spaces. © The Author(s), under exclusive licence to Springer Nature Switzerland AG 2024.
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页码:761 / 838
页数:77
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