Universality of persistence diagrams and the bottleneck and Wasserstein distances

Computational Geometry(2022)

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摘要
We prove that persistence diagrams with the p-Wasserstein distance is the universal p-subadditive commutative monoid on an underlying metric space with a distinguished subset. This result applies to persistence diagrams, to barcodes, and to multiparameter persistence modules. In addition, the 1-Wasserstein distance satisfies Kantorovich-Rubinstein duality.
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关键词
Topological data analysis,Persistent homology,Persistence diagrams,Metric pairs,Formal sums
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