Pruning distance of upset-decomposable persistence modules
Roy Nicolas Nehme

TL;DR
This paper establishes a Lipschitz equivalence between pruning distance and bottleneck distance for upset-decomposable persistence modules, improving bounds and confirming conjectures in topological data analysis.
Contribution
It proves a Lipschitz equivalence between pruning and bottleneck distances for upset-decomposable modules, refining bounds and confirming part of Bjerkevik's conjecture.
Findings
Bound the bottleneck distance by a multiple of the pruning distance
Improved the bound from 2r to (2r-1) and proved its sharpness
Bound the pruning distance by the bottleneck distance
Abstract
The pruning distance recently introduced by Bjerkevik compares persistence modules using approximate decompositions called prunings. Bjerkevik conjectures that this distance is Lipschitz equivalent to the classical interleaving distance on modules of a bounded pointwise dimension. In this article, we establish a Lipschitz equivalence with respect to the bottleneck distance for upset-decomposable persistence modules. In particular, this proves half of Bjerkevik's conjecture for these modules. More precisely, we bound the bottleneck distance by a multiple of the pruning distance, improving the conjectured bound from~ to~ where~ is the maximal pointwise dimension, and show that this improved bound is sharp. We also prove the converse inequality, bounding the pruning distance by the bottleneck distance. Our approach relies on explicitly computing the pruning of…
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Taxonomy
TopicsTopological and Geometric Data Analysis · Advanced Graph Neural Networks · Computational Geometry and Mesh Generation
