Decomposition of Zero-Dimensional Persistence Modules via Rooted Subsets

被引:0
|
作者
Alonso, angel Javier [1 ]
Kerber, Michael [1 ]
机构
[1] Graz Univ Technol, Inst Geometry, Graz, Austria
基金
奥地利科学基金会;
关键词
Multiparameter persistence homology; Clustering; Decomposition of persistence modules; Elder rule; NEAREST-NEIGHBOR; STABILITY; POINT;
D O I
10.1007/s00454-024-00700-7
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
We study the decomposition of zero-dimensional persistence modules, viewed as functors valued in the category of vector spaces factorizing through sets. Instead of working directly at the level of vector spaces, we take a step back and first study the decomposition problem at the level of sets. This approach allows us to define the combinatorial notion of rooted subsets. In the case of a filtered metric space M, rooted subsets relate the clustering behavior of the points of M with the decomposition of the associated persistence module. In particular, we can identify intervals in such a decomposition quickly. In addition, rooted subsets can be understood as a generalization of the elder rule, and are also related to the notion of constant conqueror of Cai, Kim, M & eacute;moli and Wang. As an application, we give a lower bound on the number of intervals that we can expect in the decomposition of zero-dimensional persistence modules of a density-Rips filtration in Euclidean space: in the limit, and under very general circumstances, we can expect that at least 25% of the indecomposable summands are interval modules.
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页数:21
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