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Exact weights, path metrics, and algebraic Wasserstein distances

  • University of Florida
  • University of Regina

Research output: Contribution to journalArticlepeer-review

7 Scopus citations

Abstract

We use weights on objects in an abelian category to define what we call a path metric. We introduce three special classes of weight: those compatible with short exact sequences; those induced by their path metric; and those which bound their path metric. We prove that these conditions are in fact equivalent, and call such weights exact. As a special case of a path metric, we obtain a distance for generalized persistence modules whose indexing category is a measure space. We use this distance to define Wasserstein distances, which coincide with the previously defined Wasserstein distances for one-parameter persistence modules. For one-parameter persistence modules, we also describe maps to and from an interval module, and we give a matrix reduction for monomorphisms and epimorphisms.
Original languageEnglish
Pages (from-to)185-219
Number of pages35
JournalJournal of Applied and Computational Topology
Volume7
Issue number2
DOIs
StatePublished - Jun 1 2023

Keywords

  • Distances for abelian categories
  • Persistence modules
  • Wasserstein distance

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