TY - JOUR
T1 - Exact weights, path metrics, and algebraic Wasserstein distances
AU - Bubenik, Peter
AU - Scott, Jonathan Andrew
AU - Stanley, Donald
PY - 2023/6/1
Y1 - 2023/6/1
N2 - 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.
AB - 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.
KW - Distances for abelian categories
KW - Persistence modules
KW - Wasserstein distance
UR - https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85140113999&origin=inward
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U2 - 10.1007/s41468-022-00103-8
DO - 10.1007/s41468-022-00103-8
M3 - Article
SN - 2367-1726
VL - 7
SP - 185
EP - 219
JO - Journal of Applied and Computational Topology
JF - Journal of Applied and Computational Topology
IS - 2
ER -