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相关论文: Isometric study of Wasserstein spaces --- the real…

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We consider isometrically flexible Wasserstein spaces and demonstrate that adding a single point to the underlying metric space makes these Wasserstein spaces rigid.

度量几何 · 数学 2026-01-27 Zoltán M. Balogh , Eric Ströher , Dániel Virosztek

We describe Wasserstein isometries of the quantum bit state space with respect to distinguished cost operators. We derive a Wigner-type result for the cost operator involving all the Pauli matrices: in this case, the isometry group consists…

数学物理 · 物理学 2024-08-13 György Pál Gehér , József Pitrik , Tamás Titkos , Dániel Virosztek

Wasserstein distances define a metric between probability measures on arbitrary metric spaces, including meta-measures (measures over measures). The resulting Wasserstein over Wasserstein (WoW) distance is a powerful, but computationally…

机器学习 · 计算机科学 2026-02-20 Moritz Piening , Robert Beinert

It is well known that the quadratic Wasserstein distance $W_2 (\mathord{\boldsymbol{\cdot}}, \mathord{\boldsymbol{\cdot}})$ is formally equivalent, for infinitesimally small perturbations, to some weighted $H^{-1}$ homogeneous Sobolev norm.…

泛函分析 · 数学 2016-09-20 Rémi Peyre

Modeling observations as random distributions embedded within Wasserstein spaces is becoming increasingly popular across scientific fields, as it captures the variability and geometric structure of the data more effectively. However, the…

统计理论 · 数学 2026-04-08 François Bachoc , Alberto González-Sanz , Jean-Michel Loubes , Yisha Yao

We establish some deviation inequalities, moment bounds and almost sure results for the Wasserstein distance of order p $\in$ [1, $\infty$) between the empirical measure of independent and identically distributed R d-valued random variables…

概率论 · 数学 2018-12-21 Jérôme Dedecker , Florence Merlevède

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. In particular, we give axioms,…

计算机科学中的逻辑 · 计算机科学 2023-06-22 Radu Mardare , Prakash Panangaden , Gordon D. Plotkin

Computing the infinity Wasserstein distance and retrieving projections of a probability measure onto a closed subset of probability measures are critical sub-problems in various applied fields. However, the practical applicability of these…

最优化与控制 · 数学 2025-08-15 Gennaro Auricchio , Gabriele Loli , Marco Veneroni

Let $P_t$ be the (Neumann) diffusion semigroup $P_t$ generated by a weighted Laplacian on a complete connected Riemannian manifold $M$ without boundary or with a convex boundary. It is well known that the Bakry-Emery curvature is bounded…

概率论 · 数学 2016-11-24 Feng-Yu Wang

Let X be an arbitrary hyperbolic geodesic metric space and let G be a countable non-elementary weakly acylindrical group of isometries of X. We show that the second bounded cohomology group of G with real coefficients or with coefficients…

群论 · 数学 2007-05-23 Ursula Hamenstaedt

In this work we prove the existence and uniqueness of the optimal transport map for $L^p$-Wasserstein distance with $p>1$, and particularly present an explicit expression of the optimal transport map for the case $p=2$. As an application,…

概率论 · 数学 2018-03-01 Jinghai Shao

We prove that $W^{1}_{p}$ is an interpolation space between $W^{1}_{p_{1}}$ and $W^{1}_{p_{2}}$ for $p>q_{0}$ and $1\leq p_{1}<p<p_{2}\leq \infty$ on some classes of manifolds and general metric spaces, where $q_{0}$ depends on our…

泛函分析 · 数学 2008-04-01 Nadine Badr

Borel probability measures living on metric spaces are fundamental mathematical objects. There are several meaningful distance functions that make the collection of the probability measures living on a certain space a metric space. We are…

泛函分析 · 数学 2018-06-14 Dániel Virosztek

Discrepancy measures between probability distributions, often termed statistical distances, are ubiquitous in probability theory, statistics and machine learning. To combat the curse of dimensionality when estimating these distances from…

统计理论 · 数学 2021-12-21 Sloan Nietert , Ziv Goldfeld , Kengo Kato

The purpose of this paper is to understand the geometric structure of the $L^2$-Wasserstein space $\pp$ over the Euclidean space.For this sake, we focus on its cone structure.One of our main results is that the $L^2$-Wasserstein space over…

度量几何 · 数学 2009-08-10 Asuka Takatsu , Takumi Yokota

This paper studies the problem of computing a linear approximation of quadratic Wasserstein distance $W_2$. In particular, we compute an approximation of the negative homogeneous weighted Sobolev norm whose connection to Wasserstein…

数值分析 · 数学 2022-03-02 Philip Greengard , Jeremy G. Hoskins , Nicholas F. Marshall , Amit Singer

The Wasserstein distance, rooted in optimal transport (OT) theory, is a popular discrepancy measure between probability distributions with various applications to statistics and machine learning. Despite their rich structure and…

机器学习 · 统计学 2023-03-02 Sloan Nietert , Rachel Cummings , Ziv Goldfeld

Very recently, Bai [Linear Algebra Appl., 681:150-186, 2024 \& Appl. Math. Lett., 166:109510, 2025] studied some concrete structures, and obtained essential algebraic and computational properties of the one-dimensional, two-dimensional and…

环与代数 · 数学 2025-06-19 Aaisha Be , Nachiketa Mishra , Debasisha Mishra

We study linear systems of surfaces in $\mathbb{P}^3$ singular along general lines. Our purpose is to identify and classify special systems of such surfaces, i.e., those nonempty systems where the conditions imposed by the multiple lines…

代数几何 · 数学 2019-01-15 M. Dumnicki , B. Harbourne , J. Roé , T. Szemberg , H. Tutaj-Gasińska

In this paper we study isometries of quantum Wasserstein distances and divergences on the quantum bit state space. We describe isometries with respect to the symmetric quantum Wasserstein divergence $d_{sym}$, the divergence induced by all…

数学物理 · 物理学 2025-03-31 Richárd Simon , Dániel Virosztek