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$\ell^p$-Stability of Weighted Persistence Diagrams

$\ell^p$-Stability of Weighted Persistence Diagrams

来源:Arxiv_logoArxiv
英文摘要

We introduce the concept of weighted persistence diagrams and develop a functorial pipeline for constructing them from finite metric measure spaces. This builds upon an existing functorial framework for generating classical persistence diagrams from finite pseudo-metric spaces. To quantify differences between weighted persistence diagrams, we define the $p$-edit distance for $p\in [1,\infty]$, and-focusing on the weighted Vietoris-Rips filtration-we establish that these diagrams are stable with respect to the $p$-Gromov-Wasserstein distance as a direct consequence of functoriality. In addition, we present an Optimal Transport-inspired formulation of the $p$-edit distance, enhancing its conceptual clarity. Finally, we explore the discriminative power of weighted persistence diagrams, demonstrating advantages over their unweighted counterparts.

Aziz Burak Gülen、Facundo Mémoli、Amit Patel

数学

Aziz Burak Gülen,Facundo Mémoli,Amit Patel.$\ell^p$-Stability of Weighted Persistence Diagrams[EB/OL].(2025-04-15)[2025-06-06].https://arxiv.org/abs/2504.11694.点此复制

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