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The algebraic stability for persistent Laplacians

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arxiv 2302.03902 v2 pith:GGNUKOLP submitted 2023-02-08 math.AT

classification math.AT
keywords persistentstabilitylaplacianslaplacianpersistencetopologicaltreesalgebraic
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The stability of topological persistence is one of the fundamental issues in topological data analysis. Numerous methods have been proposed to address the stability of persistent modules or persistence diagrams. Recently, the concept of persistent Laplacians has emerged as a novel approach to topological persistence, attracting significant attention and finding applications in various fields. In this paper, we investigate the stability of persistent Laplacians. We introduce the notion of ``Laplacian trees'', which captures the collection of persistent Laplacians that persist from a given parameter. To formalize our study, we construct the category of Laplacian trees and establish an algebraic stability theorem for persistent Laplacian trees. Notably, our stability theorem is applied to the real-valued functions on simplicial complexes and digraphs.

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  1. Topological Machine Learning for Protein-Nucleic Acid Binding Affinity Changes Upon Mutation

    q-bio.QM 2025-05 conditional novelty 4.0 of 10

    A topological machine learning model integrating persistent Laplacian, physicochemical, and ESM-2 features predicts mutation-induced binding affinity changes for protein-DNA and protein-RNA complexes with reported sta...

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