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New bounds on the total variation distance between the law of integer valued functionals of possibly non-symmetric and non-homogeneous infinite Rademacher sequences and the Poisson distribution are established. They are based on a…

概率论 · 数学 2017-07-26 Kai Krokowski

In this paper, we establish optimal Berry--Esseen bounds for the generalized $U$-statistics. The proof is based on a new Berry--Esseen theorem for exchangeable pair approach by Stein's method under a general linearity condition setting. As…

概率论 · 数学 2021-04-09 Zhuo-Song Zhang

We combine Stein's method with Malliavin calculus in order to obtain explicit bounds in the multidimensional normal approximation (in the Wasserstein distance) of functionals of Gaussian fields. Our results generalize and refine the main…

概率论 · 数学 2008-11-19 Ivan Nourdin , Giovanni Peccati , Anthony Réveillac

Berry-Esseen-type bounds for total variation and relative entropy distances to the normal law are established for the sums of non-i.i.d. random variables.

概率论 · 数学 2011-08-23 Sergey G. Bobkov , Gennadiy P. Chistyakov , Friedrich Götze

Our purpose in this paper is to apply the general methodology for model selection based on T-estimators developed in Birg\'{e} [Ann. Inst. H. Poincar\'{e} Probab. Statist. 42 (2006) 273--325] to the particular situation of the estimation of…

统计理论 · 数学 2009-09-29 Lucien Birgé

This paper establishes a non-uniform Berry--Esseen bound for non-normal approximation using Stein's method. The main theorem generalizes the result of the authors in [Comptes Rendus Mathematique, 2024] to the context of non-normal…

概率论 · 数学 2025-06-23 Lê Vǎn Thành , Nguyen Ngoc Tu

We develop a functional Stein-Malliavin method in a non-diffusive Poissonian setting, thus obtaining a) quantitative central limit theorems for approximation of arbitrary non-degenerate Gaussian random elements taking values in a separable…

概率论 · 数学 2023-04-17 Solesne Bourguin , Simon Campese , Thanh Dang

We study multi-dimensional normal approximations on the Poisson space by means of Malliavin calculus, Stein's method and probabilistic interpolations. Our results yield new multi-dimensional central limit theorems for multiple integrals…

概率论 · 数学 2010-04-14 Giovanni Peccati , Cengbo Zheng

Under correlation-type conditions, we derive upper bounds of order $\frac{1}{\sqrt{n}}$ for the Kolmogorov distance between the distributions of weighted sums of dependent summands and the normal law.

概率论 · 数学 2017-09-21 Sergey Bobkov , Gennadiy Chistyakov , Friedrich Götze

We consider the Gaussian approximation for functionals of a Poisson process that are expressible as sums of region-stabilizing (determined by the points of the process within some specified regions) score functions and provide a bound on…

概率论 · 数学 2022-09-20 Chinmoy Bhattacharjee , Ilya Molchanov

We study rates of convergence in central limit theorems for the partial sum of squares of general Gaussian sequences, using tools from analysis on Wiener space. No assumption of stationarity, asymptotically or otherwise, is made. The main…

概率论 · 数学 2017-06-09 Soukaina Douissi , Khalifa Es-Sebaiy , Frederi G. Viens

We combine Malliavin calculus with Stein's method, in order to derive explicit bounds in the Gaussian and Gamma approximations of random variables in a fixed Wiener chaos of a general Gaussian process. We also prove results concerning…

概率论 · 数学 2008-05-10 Ivan Nourdin , Giovanni Peccati

Bayesian inference typically requires the computation of an approximation to the posterior distribution. An important requirement for an approximate Bayesian inference algorithm is to output high-accuracy posterior mean and uncertainty…

统计理论 · 数学 2018-10-03 Jonathan H. Huggins , Trevor Campbell , Mikołaj Kasprzak , Tamara Broderick

We establish a general inequality on the Poisson space, yielding an upper bound for the distance in total variation between the law of a regular random variable with values in the integers and a Poisson distribution. Several applications…

概率论 · 数学 2012-04-18 Giovanni Peccati

Let $ (Z_{n})_{n\geq 0} $ be a supercritical branching process in an independent and identically distributed random environment. We establish an optimal convergence rate in the Wasserstein-$1$ distance for the process $ (Z_{n})_{n\geq 0} $,…

概率论 · 数学 2025-12-08 Hao Wu , Xiequan Fan , Zhiqiang Gao , Yinna Ye

N. Fournier and A. Guillin obtained in their 2015 PTRF paper some bounds of the L^p-mean rate of convergence in Wasserstein distance of empirical distributions for a class of stationary mixing processes. In this paper, we propose to extend…

概率论 · 数学 2026-05-08 Gilles Pagès , Fabien Panloup

Many inverse problems require reconstructing physical fields from limited and noisy data while incorporating known governing equations. A growing body of work within probabilistic numerics formalizes such tasks via Bayesian inference in…

机器学习 · 统计学 2025-12-19 Alex Alberts , Ilias Bilionis

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

A new Berry-Esseen bound for non-linear functionals of non-symmetric and non-homogeneous infinite Rademacher sequences is established. It is based on a discrete version of the Malliavin-Stein method and an analysis of the discrete…

概率论 · 数学 2015-11-13 Kai Krokowski , Anselm Reichenbachs , Christoph Thaele

We adapt Stein's method to obtain Berry--Esseen type error bounds in the multivariate central limit theorem for non-stationary processes generated by time-dependent compositions of uniformly expanding dynamical systems. In a particular case…

动力系统 · 数学 2026-03-17 Juho Leppänen