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Many statistical applications require the quantification of joint dependence among more than two random vectors. In this work, we generalize the notion of distance covariance to quantify joint dependence among d >= 2 random vectors. We…

统计方法学 · 统计学 2018-06-18 Shubhadeep Chakraborty , Xianyang Zhang

We consider the problem of approximating a $d \times d$ covariance matrix $M$ with a rank-$k$ matrix under $(\varepsilon,\delta)$-differential privacy. We present and analyze a complex variant of the Gaussian mechanism and show that the…

数据结构与算法 · 计算机科学 2023-06-30 Oren Mangoubi , Nisheeth K. Vishnoi

We provide a general result for bounding the difference between point probabilities of integer supported distributions and the translated Poisson distribution, a convenient alternative to the discretized normal. We illustrate our theorem in…

概率论 · 数学 2017-12-05 A. D. Barbour , Adrian Röllin , Nathan Ross

This work considers the asymptotic behavior of the distance between two sample covariance matrices (SCM). A general result is provided for a class of functionals that can be expressed as sums of traces of functions that are separately…

统计理论 · 数学 2023-12-25 Roberto Pereira , Xavier Mestre , David Gregoratti

The purpose of the present paper is to establish explicit bounds on moderate deviation probabilities for a rather general class of geometric functionals enjoying the stabilization property, under Poisson input and the assumption of a…

概率论 · 数学 2015-03-17 Peter Eichelsbacher , Martin Raic , Tomasz Schreiber

We introduce a new notion of influence for symmetric convex sets over Gaussian space, which we term "convex influence". We show that this new notion of influence shares many of the familiar properties of influences of variables for monotone…

计算复杂性 · 计算机科学 2021-09-08 Anindya De , Shivam Nadimpalli , Rocco A. Servedio

We study the properties of a family of distances between functions of a single variable. These distances are examples of integral probability metrics, and have been used previously for comparing probability measures on the line; special…

泛函分析 · 数学 2024-05-07 William Leeb

In this paper we study bounds for the total variation distance between two second degree polynomials in normal random variables provided that they essentially depend on at least three variables.

概率论 · 数学 2021-05-11 Egor Kosov

Distance multivariance is a multivariate dependence measure, which can detect dependencies between an arbitrary number of random vectors each of which can have a distinct dimension. Here we discuss several new aspects, present a concise…

统计理论 · 数学 2020-04-17 Björn Böttcher

This work considers the problem of estimating the distance between two covariance matrices directly from the data. Particularly, we are interested in the family of distances that can be expressed as sums of traces of functions that are…

机器学习 · 计算机科学 2024-09-19 Roberto Pereira , Xavier Mestre , Davig Gregoratti

Data sets of multivariate normal distributions abound in many scientific areas like diffusion tensor imaging, structure tensor computer vision, radar signal processing, machine learning, just to name a few. In order to process those normal…

机器学习 · 计算机科学 2024-06-11 Frank Nielsen

In this article, I provide significant mathematical evidence in support of the existence of short-time approximations of any polynomial order for the computation of density matrices of physical systems described by arbitrarily smooth and…

数学物理 · 物理学 2009-11-10 Cristian Predescu

We present a straightforward discretization of the Bessel functions $J_n(x)$ to discrete counterparts $B^{(N)}_n(x_m)$, of $N$ integer orders $n$ on $N$ integer points $x_m \equiv m$, that we call discrete Bessel functions. These are built…

数学物理 · 物理学 2026-04-30 Kenan Uriostegui , Kurt Bernardo Wolf

We consider stochastic differential equations, obtained by adding weak Gaussian white noise to ordinary differential equations admitting $N$ asymptotically stable periodic orbits. We construct a discrete-time, continuous-space Markov chain,…

概率论 · 数学 2017-11-06 Manon Baudel , Nils Berglund

In this paper, we study the Hamming distance between vectorial Boolean functions and affine functions. This parameter is known to be related to the non-linearity and differential uniformity of vectorial functions, while the calculation of…

组合数学 · 数学 2025-03-07 Gabor P. Nagy

We present some classical and weighted Poincar\'e inequalities for some one-dimensional probability measures. This work is the one-dimensional counterpart of a recent study achieved by the authors for a class of spherically symmetric…

概率论 · 数学 2014-11-24 Michel Bonnefont , Aldéric Joulin , Yutao Ma

We return to Takagi's variational principle, generalized after forty years to two complex variables by Pfister. Both isolating some extremal rational functions associated to a bounded holomorphic function in the unit disk, respectively the…

复变函数 · 数学 2025-09-22 Mainak Bhowmik , Mihai Putinar

We study the following functional equation that has arisen in the context of mechanical systems invariant under the Poincare algebra: \sum\limits_{i=1}^{n+1}\dfrac{\partial}{\partial x_{i}}\prod\limits_{j\neq i}f(x_{i}-x_{j}) =0,\qquad n…

数学物理 · 物理学 2007-05-23 J. G. B. Byatt-Smith , H. W. Braden

A sequence $(x_n)_{n=1}^{\infty}$ on the torus $\mathbb{T}$ exhibits Poissonian pair correlation if for all $s\geq0$, \begin{equation*} \lim_{N\to\infty} \frac{1}{N}\#\left\{1\leq m\neq n \leq N : |x_m-x_n| \leq \frac{s}{N}\right\} = 2s.…

数论 · 数学 2020-12-15 Alex Cohen

This paper develops systematic approaches to obtain $f$-divergence inequalities, dealing with pairs of probability measures defined on arbitrary alphabets. Functional domination is one such approach, where special emphasis is placed on…

信息论 · 计算机科学 2016-12-06 Igal Sason , Sergio Verdú
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