Geometric Bounds for Persistence
arxiv(2024)
摘要
In this paper, we bring a new perspective to persistent homology by
incorporating key concepts from metric geometry. For a given compact subset X
of a Banach space Y, we study the topological features appearing in family
N_∙(X⊂ Y) of nested of neighborhoods of X in Y and give
several geometric bounds on their persistence (lifespans).
First, we discuss the lifespans of these homology classes in terms of their
filling radii in Y. By using this, we relate these lifespans to key
invariants in metric geometry such as Urysohn width. Next, we bound these
lifespans via ℓ^∞-principal components of the set X, which are also
known as Kolmogorov widths. Furthermore, we introduce and study the notion of
extinction time of a space X: the critical threshold after which there are no
homological features alive in any degree. We also describe novel approaches on
how to estimate Čech and Vietoris-Rips extinction times of a set X by
relating X to its über-contractible cores and to its tight span,
respectively.
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