Another look at Stein's method for Studentized nonlinear statistics with an application to U-statistics

01/05/2023
by   Dennis Leung, et al.
0

We take another look at using Stein's method to establish uniform Berry-Esseen bounds for Studentized nonlinear statistics, highlighting variable censoring and an exponential randomized concentration inequality for a sum of censored variables as the essential tools to carry the arguments involved. As an important application, we prove a uniform Berry-Esseen bound for Studentized U-statistics with a kernel of any given degree.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
02/05/2019

Uniform concentration and symmetrization for weak interactions

The method to derive uniform bounds with Gaussian and Rademacher complex...
research
02/09/2021

Berry–Esseen Bounds for Multivariate Nonlinear Statistics with Applications to M-estimators and Stochastic Gradient Descent Algorithms

We establish a Berry–Esseen bound for general multivariate nonlinear sta...
research
07/07/2022

Exponential finite sample bounds for incomplete U-statistics

Incomplete U-statistics have been proposed to accelerate computation. Th...
research
03/15/2023

Nonuniform Berry-Esseen bounds for Studentized U-statistics

We establish nonuniform Berry-Esseen (B-E) bounds for Studentized U-stat...
research
08/28/2018

Exponential inequality for chaos based on sampling without replacement

We are interested in the behavior of particular functionals, in a framew...
research
09/30/2019

Non-uniform Berry-Esseen Bound by Unbounded Exchangeable Pair Approach

Since Stein presented his ideas in the seminal paper s1, there have been...
research
01/07/2016

Measuring and Discovering Correlations in Large Data Sets

In this paper, a class of statistics named ART (the alternant recursive ...

Please sign up or login with your details

Forgot password? Click here to reset