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L’Enseignement Mathématique
Article . 2023 . Peer-reviewed
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zbMATH Open
Article . 2023
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https://dx.doi.org/10.48550/ar...
Article . 2021
License: CC BY
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Wasserstein distance and metric trees

Authors: Mathey-Prevot, Maxime; Valette, Alain;

Wasserstein distance and metric trees

Abstract

We study the Wasserstein (or earthmover) metric on the space P(X) of probability measures on a metric space X . We show that, if a finite metric space X embeds stochastically with distortion D in a family of finite metric trees, then P(X) embeds bi-Lipschitz into \ell^1 with distortion D . Next, we re-visit the closed formula for the Wasserstein metric on finite metric trees due to Evans–Matsen (2012).We advocate that the right framework for this formula is real trees, and we give two proofs of extensions of this formula: one making the link with Lipschitz-free spaces from Banach space theory, the other one algorithmic (after reduction to finite metric trees).

Related Organizations
Keywords

05C05, 05C12, 46B85, 68R12, Distance in graphs, Wasserstein metric, bi-Lipschitz embedding, metric trees, Metric Geometry (math.MG), Embeddings of discrete metric spaces into Banach spaces; applications in topology and computer science, Trees, Applications of statistics to biology and medical sciences; meta analysis, Banach spaces, Mathematics - Metric Geometry, FOS: Mathematics

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
2
Average
Average
Average
Green
gold