Exact weights, path metrics, and algebraic Wasserstein distances
arXiv:1809.09654 · doi:10.1007/s41468-022-00103-8
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.
accepted to Journal of Applied and Computational Topology, 33 pages, v4: made changes suggested by referees
References in corpus (6)
- Cotorsion torsion triples and the representation theory of filtered hierarchical clustering
- The -Cophenetic Metric for Phylogenetic Trees as an Interleaving Distance
- Topological spaces of persistence modules and their properties
- Virtual persistence diagrams, signed measures, Wasserstein distances, and Banach spaces
- Homological Algebra for Persistence Modules
- Universality of persistence diagrams and the bottleneck and Wasserstein distances