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arXiv · 1809.09654

Exact weights, path metrics, and algebraic Wasserstein distances

Peter Bubenik·Jonathan Scott·Donald Stanley
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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.

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Peter Bubenik, Jonathan Scott, Donald Stanley. 2018-09-25. Exact weights, path metrics, and algebraic Wasserstein distances. https://doi.org/10.1007/s41468-022-00103-8

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