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We obtain explicit error bounds for the $d$-dimensional normal approximation on hyperrectangles for a random vector that has a Stein kernel, or admits an exchangeable pair coupling, or is a non-linear statistic of independent random…

概率论 · 数学 2020-09-08 Xiao Fang , Yuta Koike

In this paper we establish a multivariate exchangeable pairs approach within the framework of Stein's method to assess distributional distances to potentially singular multivariate normal distributions. By extending the statistics into a…

概率论 · 数学 2010-04-06 Gesine Reinert , Adrian Röllin

We combine the method of exchangeable pairs with Stein's method for functional approximation. As a result, we give a general linearity condition under which an abstract Gaussian approximation theorem for stochastic processes holds. We apply…

概率论 · 数学 2020-10-22 Mikolaj J. Kasprzak

This paper is concerned with the Stein's method associated with a (possibly) asymmetric $\alpha$-stable distribution $Z$, in dimension one. More precisely, its goal is twofold. In the first part, we exhibit a genuine bound for the…

概率论 · 数学 2018-09-12 Peng Chen , Ivan Nourdin , Lihu Xu

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

Motivated by open problems in applied and computational algebraic topology, we establish multivariate normal approximation theorems for three random vectors which arise organically in the study of random clique complexes. These are: (1) the…

概率论 · 数学 2022-06-22 Tadas Temčinas , Vidit Nanda , Gesine Reinert

We present an adaptation of Stein's method of normal approximation to the study of both discrete- and continuous-time dynamical systems. We obtain new correlation-decay conditions on dynamical systems for a multivariate central limit…

概率论 · 数学 2017-01-12 Olli Hella , Juho Leppänen , Mikko Stenlund

This paper reviews advances in Stein-type shrinkage estimation for spherically symmetric distributions. Some emphasis is placed on developing intuition as to why shrinkage should work in location problems whether the underlying population…

统计方法学 · 统计学 2012-03-22 Ann Cohen Brandwein , William E. Strawderman

Stein's method is used to approximate sums of discrete and locally dependent random variables by a centered and symmetric Binomial distribution. Under appropriate smoothness properties of the summands, the same order of accuracy as in the…

概率论 · 数学 2007-05-23 Adrian Röllin

Since the introduction of Stein's method in the early 1970s, much research has been done in extending and strengthening it; however, there does not exist a version of Stein's original method of exchangeable pairs for multivariate normal…

概率论 · 数学 2010-05-18 Sourav Chatterjee , Elizabeth Meckes

We introduce a new version of Stein's method that reduces a large class of normal approximation problems to variance bounding exercises, thus making a connection between central limit theorems and concentration of measure. Unlike Skorokhod…

概率论 · 数学 2009-09-29 Sourav Chatterjee

Stein's method is used to obtain two theorems on multivariate normal approximation. Our main theorem, Theorem 1.2, provides a bound on the distance to normality for any nonnegative random vector. Theorem 1.2 requires multivariate size bias…

概率论 · 数学 2007-05-23 Larry Goldstein , Yosef Rinott

By the continuous mapping theorem, if a sequence of $d$-dimensional random vectors $(\mathbf{W}_n)_{n\geq1}$ converges in distribution to a multivariate normal random variable $\Sigma^{1/2}\mathbf{Z}$, then the sequence of random variables…

概率论 · 数学 2020-03-18 Robert E. Gaunt

We develop Stein's method for the half-normal distribution and apply it to derive rates of convergence in distributional limit theorems for three statistics of the simple symmetric random walk: the maximum value, the number of returns to…

概率论 · 数学 2015-11-24 Christian Döbler

In this article, we derive Stein's method for approximating a spatial random graph by a generalised random geometric graph, which has vertices given by a finite Gibbs point process and edges based on a general connection function. Our main…

概率论 · 数学 2024-11-06 Dominic Schuhmacher , Leoni Carla Wirth

The concentration inequality approach for normal approximation by Stein's method is generalized to the multivariate setting. We use this approach to prove a non-smooth function distance for multivariate normal approximation for standardized…

概率论 · 数学 2015-05-19 Louis H. Y. Chen , Xiao Fang

In this paper we prove a quantitative central limit theorem for the area of uniform random disc-polygons in smooth convex discs whose boundary is $C^2_+$. We use Stein's method and the asymptotic lower bound for the variance of the area…

度量几何 · 数学 2026-04-09 Ferenc Fodor , Dániel I. Papvári

A central limit theorem for arrays of symmetric row-wise exchangeable random variables is presented. The result is valid for finite and infinite extendable and non-extendable sequences. Unlike most reported versions of the central limit…

概率论 · 数学 2020-06-22 Ilya Soloveychik

Motivated by its appearance as a limiting distribution for random and non-random sums of independent random variables, in this paper we develop Stein's method for approximation by the asymmetric Laplace distribution. Our results generalise…

概率论 · 数学 2026-05-15 Fraser Daly , Robert E. Gaunt , Heather L. Sutcliffe

In the seventies, Charles Stein revolutionized the way of proving the Central Limit Theorem by introducing a method that utilizes a characterization equation for Gaussian distribution. In the last 50 years, much research has been done to…

概率论 · 数学 2022-10-14 Partha S. Dey , Grigory Terlov
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