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We prove a Poisson limit theorem in the total variation distance of functionals of a general Poisson point process using the Malliavin-Stein method. Our estimates only involve first and second order difference operators and are closely…

概率论 · 数学 2019-05-28 Jens Grygierek

In some applications, one is interested in reconstructing a function $f$ from its Fourier series coefficients. The problem is that the Fourier series is slowly convergent if the function is non-periodic, or is non-smooth. In this paper, we…

数值分析 · 数学 2020-04-14 David Levin

Second order approximate ancillaries have evolved as the primary ingredient for recent likelihood development in statistical inference. This uses quantile functions rather than the equivalent distribution functions, and the intrinsic…

统计理论 · 数学 2010-11-29 Ailana M. Fraser , D. A. S. Fraser , Ana-Maria Staicu

We prove a Lusin approximation of functions of bounded variation. If $f$ is a function of bounded variation on an open set $\Omega\subset X$, where $X=(X,d,\mu)$ is a given complete doubling metric measure space supporting a $1$-Poincar\'e…

泛函分析 · 数学 2025-01-14 Panu Lahti , Khanh Nguyen

In this paper, a new method based on probability generating functions is used to obtain multiple Stein operators for various random variables closely related to Poisson, binomial and negative binomial distributions. Also, Stein operators…

概率论 · 数学 2016-05-10 N. S. Upadhye , V. Cekanavicius , P. Vellaisamy

We study the approximability of general convex sets in $\mathbb{R}^n$ by intersections of halfspaces, where the approximation quality is measured with respect to the standard Gaussian distribution $N(0,I_n)$ and the complexity of an…

计算复杂性 · 计算机科学 2023-11-16 Anindya De , Shivam Nadimpalli , Rocco A. Servedio

We consider the problem of calculating distance correlation coefficients between random vectors whose joint distributions belong to the class of Lancaster distributions. We derive under mild convergence conditions a general series…

统计理论 · 数学 2016-11-30 Johannes Dueck , Dominic Edelmann , Donald Richards

In this paper, we give an upper bound for a probabilistic distance between a Gaussian vector and a vector of U-statistics of Poisson point processes by applying Malliavin-Stein inequality on the Poisson space.

概率论 · 数学 2011-11-10 Nguyen Tuan Minh

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 obtain upper…

数据结构与算法 · 计算机科学 2025-02-12 Oren Mangoubi , Nisheeth K. Vishnoi

Let $\boldsymbol{\xi}=(\xi_1,\ldots,\xi_m)$ be a negatively associated mean zero random vector with components that obey the bound $|\xi_i| \le B, i=1,\ldots,m$, and whose sum $W = \sum_{i=1}^m \xi_i$ has variance 1, the bound \[…

概率论 · 数学 2018-09-11 Nathakhun Wiroonsri

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

Under correlation-type conditions, we derive an upper bound of order $(\log n)/n$ for the average Kolmogorov distance between the distributions of weighted sums of dependent summands and the normal law. The result is based on improved…

概率论 · 数学 2019-06-24 S. G. Bobkov , G. P. Chistyakov , F. Götze

A new result in convex analysis on the calculation of proximity operators in certain scaled norms is derived. We describe efficient implementations of the proximity calculation for a useful class of functions; the implementations exploit…

最优化与控制 · 数学 2013-03-04 Stephen Becker , M. Jalal Fadili

Let $\cal{P}$ be an affine invariant property of functions $\mathbb{F}_p^n \to [R]$ for fixed $p$ and $R$. We show that if $\cal{P}$ is locally testable with a constant number of queries, then one can estimate the distance of a function $f$…

计算复杂性 · 计算机科学 2013-06-05 Hamed Hatami , Shachar Lovett

We are interested in approximation of a multivariate function $f(x_1,\dots,x_d)$ by linear combinations of products $u^1(x_1)\cdots u^d(x_d)$ of univariate functions $u^i(x_i)$, $i=1,\dots,d$. In the case $d=2$ it is a classical problem of…

机器学习 · 统计学 2014-09-05 D. Bazarkhanov , V. Temlyakov

We deal with the boundedness properties of higher order commutators related to some generalizations of the multilinear fractional integral operator of order $m$, $I_\alpha ^m$, from a product of weighted Lebesgue spaces into adequate…

经典分析与常微分方程 · 数学 2022-10-07 Fabio Berra , Gladis Pradolini , Jorgelina Recchi

Consider the problem of drawing random variates $(X_1,\ldots,X_n)$ from a distribution where the marginal of each $X_i$ is specified, as well as the correlation between every pair $X_i$ and $X_j$. For given marginals, the…

概率论 · 数学 2016-12-30 Mark Huber , Nevena Maric

Using Stein's method and the Malliavin calculus of variations, we derive explicit estimates for the Gamma approximation of functionals of a Poisson measure. In particular, conditions are presented under which the distribution of a sequence…

概率论 · 数学 2013-09-16 Giovanni Peccati , Christoph Thaele

Information divergences allow one to assess how close two distributions are from each other. Among the large panel of available measures, a special attention has been paid to convex $\varphi$-divergences, such as Kullback-Leibler,…

信息论 · 计算机科学 2019-04-09 Mireille El Gheche , Giovanni Chierchia , Jean-Christophe Pesquet

A multidimensional version of the results of Koml\'os, Major and Tusn\'ady for sums of independent random vectors with finite exponential moments is obtained in the particular case where the summands have smooth distributions which are…

概率论 · 数学 2014-02-07 F. Götze , A. Yu. Zaitsev