Institute of Mathematical Statistics Lecture Notes - Monograph Series

High Dimensional Probability: Proceedings of the Fourth International Conference

Editor: Evarist Giné
Editor: Vladimir Koltchinskii
Editor: Wenbo Li
Editor: Joel Zinn

Lecture Notes--Monograph Series, Number 51
Beachwood, Ohio, USA: Institute of Mathematical Statistics, 2006.
275 pp.

Abstract:

The volume includes papers presented at the IVth International Conference on High Dimensional Probability. This area of probability deals with a variety of techniques (randomization, decoupling, generic chaining, measure concentration, exponential inequalities and series representations) that originated in Probability in Banach Spaces and are now expanding in several areas of Mathematics, Statistics and Machine Learning.

Subjects:

60-06 (primary)
00B25 (secondary)
Permanent link to this monograph: http://projecteuclid.org/euclid.lnms/1196284095
ISBN:978-0-940600-67-6
Zentralblatt Math Identifier: 1113.60009

Copyright © 2006, Institute of Mathematical Statistics.

Title and Copyright Pages

Table of Contents

iii-iv

Preface

Evarist Giné, Vladimir Koltchinskii, Wenbo Li, and Joel Zinn; v-vi

List of Contributors

vii

Dependence, Martingales

Stochastic integrals and asymptotic analysis of canonical von Mises statistics based on dependent observations

Igor S. Borisov, and Alexander A. Bystrov; 1-17

Invariance principle for stochastic processes with short memory

Magda Peligrad, and Sergey Utev; 18-32

Binomial upper bounds on generalized moments and tail probabilities of (super)martingales with differences bounded from above

Iosif Pinelis; 33-52

Oscillations of empirical distribution functions under dependence

Wei Biao Wu; 53-61

Stochastic Processes

Karhunen-Loève expansions of mean-centered Wiener processes

Paul Deheuvels; 62-76

Fractional Brownian fields, duality, and martingales

Vladimir Dobrić, and Francisco M. Ojeda; 77-95

Risk bounds for the non-parametric estimation of Lévy processes

José E. Figueroa-López, and Christian Houdré; 96-116

Random walk models associated with distributed fractional order differential equations

Sabir Umarov, and Stanly Steinberg; 117-127

Fractal properties of the random string processes

Dongsheng Wu, and Yimin Xiao; 128-147

Operators in Hilbert Space

Random sets of isomorphism of linear operators on Hilbert space

Roman Vershynin; 148-154

Empirical Processes

Revisiting two strong approximation results of Dudley and Philipp

Philippe Berthet, and David M. Mason; 155-172

Modified empirical CLT’s under only pre-Gaussian conditions

Shahar Mendelson, and Joel Zinn; 173-184

Empirical and Gaussian processes on Besov classes

Richard Nickl; 185-195

On the Bahadur slope of the Lilliefors and the Cramér–von Mises tests of normality

Miguel A. Arcones; 196-206

Applications of Empirical Processes

Some facts about functionals of location and scatter

R. M. Dudley; 207-219

Uniform error bounds for smoothing splines

P. P. B. Eggermont, and V. N. LaRiccia; 220-237

Empirical graph Laplacian approximation of Laplace–Beltrami operators: Large sample results

Evarist Giné, and Vladimir Koltchinskii; 238-259

A new concentration result for regularized risk minimizers

Don Hush, Clint Scovel, and Ingo Steinwart; 260-275

Institute of Mathematical Statistics Lecture Notes - Monograph Series

Institute of Mathematical Statistics Lecture Notes - Monograph Series