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Iskalni niz: "ključne besede" (persistent homology) .

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1.
Critical edges in Rips complexes and persistence
Peter Goričan, Žiga Virk, 2023, izvirni znanstveni članek

Povzetek: We consider persistent homology obtained by applying homology to the open Rips filtration of a compact metric space $(X, d)$. We show that each decrease in zero-dimensional persistence and each increase in one-dimensional persistence is induced by local minima of the distance function $d$ When $d$ attains local minimum at only finitely many pairs of points, we prove that each above mentioned change in persistence is induced by a specific critical edge in Rips complexes, which represents a local minimum of $d$. We use this fact to develop a theory (including interpretation) of critical edges of persistence. The obtained results include upper bounds for the rank of one-dimensional persistence and a corresponding reconstruction result. Of potential computational interest is a simple geometric criterion recognizing local minima of $d$ that induce a change in persistence. We conclude with a proof that each locally isolated minimum of $d$ can be detected through persistent homology with selective Rips complexes. The results of this paper offer the first interpretation of critical scales of persistent homology (obtained via Rips complexes) for general compact metric spaces.
Ključne besede: persistent homology, Rips complex, critical simplex, reconstruction result
Objavljeno v DiRROS: 10.04.2024; Ogledov: 62; Prenosov: 33
.pdf Celotno besedilo (579,74 KB)
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2.
Rigidity of terminal simplices in persistent homology
Aleksandra Franc, Žiga Virk, 2023, izvirni znanstveni članek

Povzetek: Given a filtration function on a finite simplicial complex, stability theorem of persistent homology states that the corresponding barcode is continuous with respect to changes in the filtration function. However, due to the discrete setting of simplicial complexes, the simplices terminating matched bars cannot change continuously for arbitrary perturbations of filtration functions. In this paper we provide a sufficient condition for rigidity of a terminal simplex, i.e., a condition on $\varepsilon > 0$ implying that the terminal simplex of a homology class or a bar in persistent homology remains constant through $\varepsilon$-perturbations of filtration function. The condition for a homology class or a bar in dimension $n$ depends only on the barcodes in dimensions $n$ and $n+1$.
Ključne besede: persistent homology, stability theorem, terminal simplex, rigidity
Objavljeno v DiRROS: 15.03.2024; Ogledov: 95; Prenosov: 49
.pdf Celotno besedilo (476,36 KB)
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