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This exposition explains the basic ideas of Stein's method for Poisson random variable approximation and Poisson process approximation from the point of view of the immigration-death process and Palm theory. The latter approach also enables…

概率论 · 数学 2007-05-23 Louis H. Y. Chen , Aihua Xia

Based on Stein's method, we derive upper bounds for Poisson process approximation in the $L_1$-Wasserstein metric $d_2^{(p)}$, which is based on a slightly adapted $L_p$-Wasserstein metric between point measures. For the case $p=1$, this…

概率论 · 数学 2009-06-12 Dominic Schuhmacher

Stein's (1972) method is a very general tool for assessing the quality of approximation of the distribution of a random element by another, often simpler, distribution. In applications of Stein's method, one needs to establish a Stein…

概率论 · 数学 2007-05-23 Andrew D. Barbour , Vydas Cekanavicius , Aihua Xia

Random events in space and time often exhibit a locally dependent structure. When the events are very rare and dependent structure is not too complicated, various studies in the literature have shown that Poisson and compound Poisson…

概率论 · 数学 2011-02-22 Aihua Xia , Fuxi Zhang

We present new Poisson process approximation results for stabilizing functionals of Poisson and binomial point processes. These functionals are allowed to have an unbounded range of interaction and encompass many examples in stochastic…

概率论 · 数学 2021-04-28 Omer Bobrowski , Matthias Schulte , D. Yogeshwaran

We develop a general approach to Stein's method for approximating a random process in the path space $D([0,T]\to R^d)$ by a real continuous Gaussian process. We then use the approach in the context of processes that have a representation as…

概率论 · 数学 2024-01-24 A. D. Barbour , Nathan Ross , Guangqu Zheng

This article derives quantitative limit theorems for multivariate Poisson and Poisson process approximations. Employing the solution of Stein's equation for Poisson random variables, we obtain an explicit bound for the multivariate Poisson…

概率论 · 数学 2021-06-01 Federico Pianoforte , Riccardo Turin

Although the study of weak convergence of superpositions of point processes to the Poisson process dates back to the work of Grigelionis in 1963, it was only recently that Schuhmacher [Stochastic Process. Appl. 115 (2005) 1819--1837]…

概率论 · 数学 2011-05-10 Louis H. Y. Chen , Aihua Xia

Point processes are an essential tool when we are interested in where in time or space events occur. The basic starting point for point processes is usually the Poisson process. Over the years, Stein's method has been developed with a great…

概率论 · 数学 2015-11-11 H. L. Gan

As an application of Stein's method for Poisson approximation, we prove rates of convergence for the tail probabilities of two scan statistics that have been suggested for detecting local signals in sequences of independent random variables…

概率论 · 数学 2015-05-29 Xiao Fang , David Siegmund

We use Stein's method to obtain bounds on the rate of convergence for a class of statistics in geometric probability obtained as a sum of contributions from Poisson points which are exponentially stabilizing, i.e. locally determined in a…

概率论 · 数学 2007-05-23 Mathew D. Penrose , J. E. Yukich

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

In this paper we use a Malliavin-Stein type method to investigate Poisson and normal approximations for the measurable functions of infinitely many independent random variables. We combine Stein's method with the difference operators in…

概率论 · 数学 2018-08-13 Nguyen Tien Dung

In this paper we give a historical account of the development of Poisson approximation using Stein's method and present some of the main results. We give two recent applications, one on maximal arithmetic progressions and the other on…

概率论 · 数学 2013-10-09 Louis H. Y. Chen , Adrian Röllin

We establish Poisson and compound Poisson approximations for stabilizing statistics of $\beta$-mixing point processes and give explicit rates of convergence. Our findings are based on a general estimate of the total variation distance of a…

概率论 · 数学 2023-10-24 Nicolas Chenavier , Moritz Otto

We use the Stein-Chen method to prove new explicit inequalities for the total variation, Wasserstein and local distances between the distribution of a random diagonal sum of a Bernoulli matrix and a Poisson distribution. Approximation…

概率论 · 数学 2024-09-04 Bero Roos

Motivated by a theorem of Barbour, we revisit some of the classical limit theorems in probability from the viewpoint of the Stein method. We setup the framework to bound Wasserstein distances between some distributions on infinite…

概率论 · 数学 2018-07-30 Laure Coutin , Laurent Decreusefond

This paper deals with Poisson approximation to weighted sums of locally dependent random variables using Stein's method. The derived result represents a significant improvement of existing results. To illustrate the effectiveness of our…

概率论 · 数学 2023-12-08 Pratima Eknath Kadu

We provide a general theorem bounding the error in the approximation of a random measure of interest--for example, the empirical population measure of types in a Wright-Fisher model--and a Dirichlet process, which is a measure having…

概率论 · 数学 2020-07-07 Han L. Gan , Nathan Ross

We establish a general Berry-Esseen type bound which gives optimal bounds in many situations under suitable moment assumptions. By combining the general bound with Palm theory, we deduce a new error bound for assessing the accuracy of…

概率论 · 数学 2020-09-01 Louis H. Y. Chen , Adrian Röllin , Aihua Xia
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