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A common feature of methods for analyzing samples of probability density functions is that they respect the geometry inherent to the space of densities. Once a metric is specified for this space, the Fr\'echet mean is typically used to…

统计方法学 · 统计学 2018-12-20 Alexander Petersen , Hans-Georg Müller

In this paper we obtain a Bernstein type inequality for the sum of self-adjoint centered and geometrically absolutely regular random matrices with bounded largest eigenvalue. This inequality can be viewed as an extension to the matrix…

概率论 · 数学 2018-07-19 Marwa Banna , Florence Merlevède , Pierre Youssef

A linear map between matrix spaces is positive if it maps positive semidefinite matrices to positive semidefinite ones, and is called completely positive if all its ampliations are positive. In this article quantitative bounds on the…

泛函分析 · 数学 2019-07-10 Igor Klep , Scott McCullough , Klemen Šivic , Aljaž Zalar

We show how positive unital linear maps can be used to obtain some bounds for the eigenvalues of nonnegative matrices.

泛函分析 · 数学 2020-02-04 R. Sharma , M. Pal , A. Sharma

A new quantum divergence induced from the $\alpha-z$ Renyi relative entropy, called the $\alpha-z$ Bures-Wasserstein quantum divergence, has been recently introduced. We investigate in this paper properties of the right mean, which is a…

数学物理 · 物理学 2022-01-12 Miran Jeong , Jinmi Hwang , Sejong Kim

Let $A, B$ and $X$ be $n\times n$ matrices such that $A, B$ are positive semidefinite. We present some refinements of the matrix Cauchy-Schwarz inequality by using some integration techniques and various refinements of the Hermite--Hadamard…

泛函分析 · 数学 2014-11-25 Mojtaba Bakherad

The object of study in this paper is the expected $2$-Wasserstein distance between the empirical measures of several point processes and their respective limit. For this, the main tool developed is a smoothing procedure in Euclidean spaces…

概率论 · 数学 2026-03-20 P. García Arias

Wasserstein barycentres represent average distributions between multiple probability measures for the Wasserstein distance. The numerical computation of Wasserstein barycentres is notoriously challenging. A common approach is to use…

数值分析 · 数学 2026-03-30 Eloi Tanguy , Julie Delon , Nathaël Gozlan

We investigate properties of some extensions of a class of Fourier-based probability metrics, originally introduced to study convergence to equilibrium for the solution to the spatially homogeneous Boltzmann equation. At difference with the…

最优化与控制 · 数学 2020-05-15 Gennaro Auricchio , Andrea Codegoni , Stefano Gualandi , Giuseppe Toscani , Marco Veneroni

We present new algorithms to compute the mean of a set of empirical probability measures under the optimal transport metric. This mean, known as the Wasserstein barycenter, is the measure that minimizes the sum of its Wasserstein distances…

机器学习 · 统计学 2014-06-18 Marco Cuturi , Arnaud Doucet

We establish the Caffarelli-Kohn-Nirenberg type inequalities involving{ super-logarithms (infinitely iterated logarithms).} As a result the critical Caffarelli-Kohn-Nirenberg type inequalities will be improved, and in certain cases the best…

偏微分方程分析 · 数学 2023-12-13 Hiroshi Ando , Toshio Horiuchi , Eiichi Nakai

The concepts of mean (i.e., average) and covariance of a random variable are fundamental in statistics, and are used to solve real-world problems such as those that arise in robotics, computer vision, and medical imaging. On matrix Lie…

统计理论 · 数学 2025-08-19 Shiraz Khan , Jikai Ye , Gregory S. Chirikjian

In this paper, we give the explicit formulas for the Neuman means $N_{AH}$, $N_{HA}$, $N_{AC}$ and $N_{CA}$, and present the best possible upper and lower bounds for theses means in terms of the combinations of harmonic mean $H$, arithmetic…

经典分析与常微分方程 · 数学 2014-05-20 Zai-Yin He , Yu-Ming Chu , Ying-Qing Song , Xiao-Jing Tao

In this paper, some inequalities of bounds for the Neuman-S\'{a}ndor mean in terms of weighted arithmetic means of two bivariate means are established. Bounds involving weighted arithmetic means are sharp.

经典分析与常微分方程 · 数学 2012-11-03 Tie-Hong Zhao , Yu-Ming Chu , Bao-Yu Liu

Consider the following noncommutative arithmetic-geometric mean inequality: given positive-semidefinite matrices $\mathbf{A}_1, \dots, \mathbf{A}_n$, the following holds for each integer $m \leq n$: $$ \frac{1}{n^m}\sum_{j_1, j_2, \dots,…

谱理论 · 数学 2015-06-22 Arie Israel , Felix Krahmer , Rachel Ward

Eigenvalues inequalities involving (log) convex/concav functions and Hermitian matrices, positive unital maps are considered. Simple proofs of Bhatia-Kittaneh inequality and Naimark dilation theorem are given.

算子代数 · 数学 2007-05-23 Jaspal Singh Aujla Jean-Christophe Bourin

Let $a=(a_1,a_2,...c,a_n)$ for $n\in\mathbb{N}$ be a given sequence of positive numbers. In the paper, the authors establish, by using Cauchy's integral formula in the theory of complex functions, an integral representation of the principal…

经典分析与常微分方程 · 数学 2014-03-07 Feng Qi , Xiao-Jing Zhang , Wen-Hui Li

A generalization of the Bernstein matrix concentration inequality to random tensors of general order is proposed. This generalization is based on the use of Einstein products between tensors, from which a strong link can be established…

统计理论 · 数学 2021-05-31 Z. Luo , L. Qi , Ph. L. Toint

In this paper, we introduce novel characterizations of the classical concept of majorization in terms of upper triangular (resp., lower triangular) row-stochastic matrices, and in terms of sequences of linear transforms on vectors. We used…

信息论 · 计算机科学 2024-05-14 Roberto Bruno , Ugo Vaccaro

On the space of positive definite matrices, several operator means are popular and have been studied extensively. In this paper, we investigate the near order and the L\"owner order relations on the curves defined by the Wasserstein mean…

泛函分析 · 数学 2024-05-07 Luyining Gan , Huajun Huang