Results 11 to 20 of about 24,886 (258)

Wasserstein distance and metric trees [PDF]

open access: greenL’Enseignement Mathématique, 2021
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
Maxime Mathey-Prevot, Alain Valette
openalex   +3 more sources

The Wasserstein Metric between a Discrete Probability Measure and a Continuous One

open access: yesMathematics
This paper examines the Wasserstein metric between the empirical probability measure of n discrete random variables and a continuous uniform measure in the d-dimensional ball, providing an asymptotic estimation of their expectations as n approaches ...
Weihua Yang, Xu Zhang, Xia Wang
doaj   +3 more sources

A prelude to statistics in Wasserstein metric spaces [PDF]

open access: bronzeAsian Journal of Economics and Banking, 2023
PurposeThis paper aims mainly at introducing applied statisticians and econometricians to the current research methodology with non-Euclidean data sets. Specifically, it provides the basis and rationale for statistics in Wasserstein space, where the metric on probability measures is taken as a Wasserstein metric arising from optimal transport theory ...
Chon Van Le, Uyen Pham
openalex   +3 more sources

Ensemble Riemannian data assimilation over the Wasserstein space [PDF]

open access: yesNonlinear Processes in Geophysics, 2021
In this paper, we present an ensemble data assimilation paradigm over a Riemannian manifold equipped with the Wasserstein metric. Unlike the Euclidean distance used in classic data assimilation methodologies, the Wasserstein metric can capture the ...
S. K. Tamang   +6 more
doaj   +1 more source

Nonembeddability of Persistence Diagrams with $p>2$ Wasserstein Metric [PDF]

open access: greenProceedings of the American Mathematical Society, 2019
Persistence diagrams do not admit an inner product structure compatible with any Wasserstein metric. Hence, when applying kernel methods to persistence diagrams, the underlying feature map necessarily causes distortion. We prove that persistence diagrams with the
A. Wagner
openalex   +5 more sources

Wasserstein model reduction approach for parametrized flow problems in porous media [PDF]

open access: yesESAIM: Proceedings and Surveys, 2023
The aim of this work is to build a reduced order model for parametrized porous media equations. The main challenge of this type of problems is that the Kolmogorov width of the solution manifold typically decays quite slowly and thus makes usual linear ...
Battisti Beatrice   +5 more
doaj   +1 more source

Constrained deepest descent in the 2-Wasserstein metric [PDF]

open access: greenAnnals of Mathematics, 2003
We study several constrained variational problem in the 2-Wasserstein metric for which the set of probability densities satisfying the constraint is not closed. For example, given a probability density $F_0$ on $\R^d$ and a time-step $h>0$, we seek to minimize $I(F) = hS(F) + W_2^2(F_0,F)$ over all of the probability densities $F$ that have the same
Eric A. Carlen, Wilfrid Gangbo
openalex   +4 more sources

Notes on the Wasserstein Metric in Hilbert Spaces [PDF]

open access: bronzeThe Annals of Probability, 1989
Let $(X, Y)$ be a pair of Hilbert-valued random variables for which the Wasserstein distance between the marginal distributions is reached. We prove that the mapping $\omega \rightarrow (X(\omega), Y(\omega))$ is increasing in a certain sense. Moreover, if $Y$ satisfies a nondegeneration condition, we can take $X = T(Y)$ with $T$ monotone in the sense ...
Juan A. Cuesta‐Albertos   +1 more
openalex   +3 more sources

Free complete Wasserstein algebras [PDF]

open access: yesLogical Methods in Computer Science, 2018
We present an algebraic account of the Wasserstein distances $W_p$ on complete metric spaces, for $p \geq 1$. This is part of a program of a quantitative algebraic theory of effects in programming languages.
Radu Mardare   +2 more
doaj   +1 more source

Deconvolution for the Wasserstein metric and geometric inference [PDF]

open access: yesElectronic Journal of Statistics, 2011
zbMATH Open Web Interface contents unavailable due to conflicting licenses.
Caillerie, Claire   +3 more
openaire   +4 more sources

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