Fully explicit large deviation inequalities for empirical processes with applications to information-based complexity

نویسنده

  • Christoph Aistleitner
چکیده

as a straightforward generalization of (1). To understand the convergence properties of αn it is a natural question to investigate the quantities (2) sup C∈C |αn(C)| and sup f∈F |αn(f)|, respectively. In the simple case of ξ1, ξ2, . . . being “ordinary” real random variables and C being the class of subintervals of R, a result of this type is the well-known Glivenko–Cantelli theorem. In the general case it turns out that the asymptotic order of the quantities in (2) depends on the

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Moment Inequalities for Supremum of Empirical Processes of‎ ‎U-Statistic Structure and Application to Density Estimation

We derive moment inequalities for the supremum of empirical processes of U-Statistic structure and give application to kernel type density  estimation ‎and estimation of the distribution function for functions of observations.  

متن کامل

Compensator and exponential inequalities for some suprema of counting processes

Talagrand [1996. New concentration inequalities in product spaces. Invent. Math. 126 (3), 505–563], Ledoux [1996. On Talagrand deviation inequalities for product measures. ESAIM: Probab. Statist. 1, 63–87], Massart [2000a. About the constants in Talagrand’s concentration inequalities for empirical processes. Ann. Probab. 2 (28), 863–884], Rio [2002. Une inégalité de Bennett pour les maxima de p...

متن کامل

Development and Application of an ALE Large Deformation Formulation

This paper presents a complete derivation and implementation of the Arbitrary Lagrangian Eulerian (ALE) formulation for the simulation of nonlinear static and dynamic problems in solid mechanics. While most of the previous work done on ALE for dynamic applications was mainly based on operator split and explicit calculations, this work derives the quasi-static and dynamic ALE equations in its si...

متن کامل

On Talagrand's Deviation Inequalities for Product Measures

We present a new and simple approach to some of the deviation inequalities for product measures deeply investigated by M. Talagrand in the recent years. Our method is based on functional inequalities of Poincar e and logarithmic Sobolev type and iteration of these inequalities. In particular, we establish with these tools sharp deviation inequalities from the mean on norms of sums of independen...

متن کامل

Spring 2014 Statistics 210 b ( Theoretical Statistics ) - Lecture One Aditya

1. Some aspects of classical empirical process theory: uniform laws of large numbers, process convergence and uniform central limit theorems. 2. M-estimation. Asymptotic theory of consistency, rates of convergence and limiting distribution. 3. Non-asymptotic theory of penalized empirical risk minimization; nonasymptotic deviation inequalities for suprema of empirical processes, oracle inequalit...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:
  • CoRR

دوره abs/1504.00143  شماره 

صفحات  -

تاریخ انتشار 2015