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Persistence modules are a central algebraic object arising in topological data analysis. The notion of interleaving provides a natural way to measure distances between persistence modules. We consider various classes of persistence modules,…

代数拓扑 · 数学 2019-12-12 Peter Bubenik , Tane Vergili

The aim of the present work is a comparative study of different persistence kernels applied to various classification problems. After some necessary preliminaries on homology and persistence diagrams, we introduce five different kernels…

机器学习 · 计算机科学 2024-08-15 Cinzia Bandiziol , Stefano De Marchi

This article grew out of the theoretical part of my Master's thesis at the Faculty of Mathematics and Information Science at Ruprecht-Karls-Universit\"at Heidelberg under the supervision of PD Dr. Andreas Ott. Following the work of G.…

代数拓扑 · 数学 2022-07-08 Maximilian Neumann

It has been shown that $1$-parameter persistence modules have a very simple classification, namely there is a discrete invariant called a barcode that completely characterizes $1$-parameter persistence modules up to isomorphism. In…

代数拓扑 · 数学 2021-11-02 Samantha Moore

This article shows that counting or computing the small eigenvalues of the Witten Laplacian in the semi-classical limit can be done without assuming that the potential is a Morse function as the authors did in [LNV]. In connection with…

偏微分方程分析 · 数学 2020-02-18 Dorian Le Peutrec , Francis Nier , C. Viterbo

A method to apply and visualize persistent homology of time series is proposed. The method captures persistent features in space and time, in contrast to the existing procedures, where one usually chooses one while keeping the other fixed.…

代数拓扑 · 数学 2024-12-17 Martina Flammer , Knut Hüper

We develop a novel hierarchy for zero-dimensional persistence pairs, i.e., connected components, which is capable of capturing more fine-grained spatial relations between persistence pairs. Our work is motivated by a lack of spatial…

代数拓扑 · 数学 2021-01-20 Bastian Rieck , Filip Sadlo , Heike Leitte

The aim of applied topology is to use and develop topological methods for applied mathematics, science and engineering. One of the main tools is persistent homology, an adaptation of classical homology, which assigns a barcode, i.e. a…

代数拓扑 · 数学 2018-10-09 Sara Kalisnik Verovsek

Multidimensional persistence modules do not admit a concise representation analogous to that provided by persistence diagrams for real-valued functions. However, there is no obstruction for multidimensional persistent Betti numbers to admit…

动力系统 · 数学 2013-05-29 Andrea Cerri , Claudia Landi

A topos theoretic generalisation of the category of sets allows for modelling spaces which vary according to time intervals. Persistent homology, or more generally, persistence is a central tool in topological data analysis, which examines…

环与代数 · 数学 2015-06-23 João Pita Costa , Mikael Vejdemo Johansson , Primož Škraba

One-dimensional persistent homology is arguably the most important and heavily used computational tool in topological data analysis. Additional information can be extracted from datasets by studying multi-dimensional persistence modules and…

代数拓扑 · 数学 2023-08-31 Facundo Mémoli , Anastasios Stefanou , Ling Zhou

Persistence modules are representations of products of totally ordered sets in the category of vector spaces. They appear naturally in the representation theory of algebras, but in recent years they have also found applications in other…

代数拓扑 · 数学 2024-11-04 Steve Oudot

We study the multi-dimensional persistence of Carlsson and Zomorodian and obtain a finer classification based upon the higher tor-modules of a persistence module. We propose a variety structure on the set of isomorphism classes of these…

代数拓扑 · 数学 2007-06-19 Kevin P. Knudson

We demonstrate that an equivalence of categories using $\varepsilon$-interleavings as a fundamental component exists between the model of persistence modules as graded modules over a polynomial ring and the model of persistence modules as…

代数拓扑 · 数学 2012-10-31 Mikael Vejdemo-Johansson

A multiplication on persistence diagrams is introduced by means of Schubert calculus. The key observation behind this multiplication comes from the fact that the representation space of persistence modules has the structure of the Schubert…

代数拓扑 · 数学 2024-09-23 Yasuaki Hiraoka , Kohei Yahiro , Chenguang Xu

We investigate the property of a spatial graph of having a leveled embedding and characterize the abstract graphs with this property. We show that all leveled embeddings are free and we compare leveled and paneled (also known as flat)…

组合数学 · 数学 2025-09-22 Senja Barthel , Fabio Buccoliero

Long lived topological features are distinguished from short lived ones (considered as topological noise) in simplicial complexes constructed from complex networks. A new topological invariant, persistent homology, is determined and…

数学物理 · 物理学 2009-11-13 Danijela Horak , Slobodan Maletic , Milan Rajkovic

The paper is devoted to the properties of the Lagrange spectrum left endpoints and so-called attainable numbers.

数论 · 数学 2017-05-16 Dmitry Gayfulin

The theory of persistence, which arises from topological data analysis, has been intensively studied in the one-parameter case both theoretically and in its applications. However, its extension to the multi-parameter case raises numerous…

代数拓扑 · 数学 2019-01-29 Nicolas Berkouk

By general case we mean methods able to process simplicial sets and chain complexes not of finite type. A filtration of the object to be studied is the heart of both subjects persistent homology and spectral sequences. In this paper we…

计算几何 · 计算机科学 2014-04-01 Ana Romero , Jónathan Heras , Julio Rubio , Francis Sergeraert