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相关论文: Generalized transportation cost spaces

200 篇论文

The Gromov--Wasserstein problem is a non-convex optimization problem over the polytope of transportation plans between two probability measures supported on two spaces, each equipped with a cost function evaluating similarities between…

最优化与控制 · 数学 2024-07-30 Théo Dumont , Théo Lacombe , François-Xavier Vialard

This paper continues the investigation of `Wasserstein-like' transportation distances for probability measures on discrete sets. We prove that the discrete transportation metrics on the d-dimensional discrete torus with mesh size 1/N…

度量几何 · 数学 2013-02-15 Nicola Gigli , Jan Maas

WWe define the notion of a random metric space and prove that with probability one such a space is isometricto the Urysohn universal metric space. The main technique is the study of universal and random distance matrices; we relate the…

表示论 · 数学 2015-06-26 A. M. Vershik

In this paper we study general transportation problems in $\mathbb{R}^n$, in which $m$ different goods are moved simultaneously. The initial and final positions of the goods are prescribed by measures $\mu^-$, $\mu^+$ on $\mathbb{R}^n$ with…

偏微分方程分析 · 数学 2021-04-30 Andrea Marchese , Annalisa Massaccesi , Salvatore Stuvard , Riccardo Tione

The Wasserstein metric or earth mover's distance (EMD) is a useful tool in statistics, machine learning and computer science with many applications to biological or medical imaging, among others. Especially in the light of increasingly…

最优化与控制 · 数学 2018-01-26 Jörn Schrieber , Dominic Schuhmacher , Carsten Gottschlich

Given a transportation cost $c: M \times\bar M \to\mathbf{R}$, optimal maps minimize the total cost of moving masses from $M$ to $\bar M$. We find a pseudo-metric and a calibration form on $M\times\bar M$ such that the graph of an optimal…

微分几何 · 数学 2010-04-13 Young-Heon Kim , Robert J. McCann , Micah Warren

A well-known result by Lindenstrauss is that any two-dimensional normed space can be isometrically imbedded into $L_1(0,1)$. We provide an explicit form of a such an imbedding. The proof is elementary and self-contained. Applications are…

泛函分析 · 数学 2017-01-17 Iosif Pinelis

By using the fact that the space of all probability measures with finite support can be somehow completed in two different fashions, one generating the Arens-Eells space and another generating the Kantorovich-Wasserstein (Wasserstein-1)…

概率论 · 数学 2020-01-16 Vaios Laschos , Klaus Obermayer , Yun Shen , Wilhelm Stannat

We formulate the Riemannian calculus of the probability set embedded with $L^2$-Wasserstein metric. This is an initial work of transport information geometry. Our investigation starts with the probability simplex (probability manifold)…

微分几何 · 数学 2022-04-05 Wuchen Li

We combine conditions found in [Wh] with results from [MPR] to show that quasi-isometries between uniformly discrete bounded geometry spaces that satisfy linear isoperimetric inequalities are within bounded distance to bilipschitz…

度量几何 · 数学 2017-10-26 Jeff Lindquist

We consider Lipschitz- and Arens-Eells-type function spaces constructed for magnetic graphs, which are adapted to this setting from the area of optimal transport on discrete spaces. After establishing the duality between these spaces, we…

组合数学 · 数学 2019-03-05 Sawyer Jack Robertson

We show, following W. Holsztynski, that there exists a continuous metric d on the set of real numbers R such that any finite metric space is isometrically embeddable into (R,d).

一般拓扑 · 数学 2007-05-23 S. Ovchinnikov

A metric space has the universal Lipschitz extension property if for each subspace S embedded quasi-isometrically into an arbitrary metric space M there exists a continuous linear extension of Banach-valued Lipschitz functions on S to those…

度量几何 · 数学 2007-05-23 A. Brudnyi , Yu. Brudnyi

We study the geometry of the space of measures of a compact ultrametric space X, endowed with the L^p Wasserstein distance from optimal transportation. We show that the power p of this distance makes this Wasserstein space affinely…

泛函分析 · 数学 2014-06-04 Benoît Kloeckner

In statistics, independent, identically distributed random samples do not carry a natural ordering, and their statistics are typically invariant with respect to permutations of their order. Thus, an $n$-sample in a space $M$ can be…

统计理论 · 数学 2023-12-08 Philipp Harms , Peter W. Michor , Xavier Pennec , Stefan Sommer

In ``Characterization, stability and convergence of hierarchical clustering methods'' by G. E. Carlsson, F. Memoli, the natural way to construct an ultrametric space from a given metric space was presented. It was shown that the…

度量几何 · 数学 2025-02-03 I. N. Mikhailov

There are interesting extensions of the problem of determining a joint probability with known marginals. On the one hand, one may impose size constraints on the joint probabilities. On the other, one may impose additional constraints like…

概率论 · 数学 2021-09-08 Henryk Gzyl

We study the optimal transport problem in sub-Riemannian manifolds where the cost function is given by the square of the sub-Riemannian distance. Under appropriate assumptions, we generalize Brenier-McCann's Theorem proving existence and…

最优化与控制 · 数学 2009-10-15 Alessio Figalli , Ludovic Rifford

We prove that the Lipschitz-free space over a doubling metric space has the bounded approximation property. We also show that the Lipschitz-free spaces over $\ell_1^N$ or $\ell_1$ have monotone finite-dimensional Schauder decompositions.

泛函分析 · 数学 2012-07-09 Gilles Lancien , Eva Pernecka

We show that there is an operator space notion of Lipschitz embeddability between operator spaces which is strictly weaker than its linear counterpart but which is still strong enough to impose linear restrictions on operator space…