Random walk: a modern introduction / Gregory F. Lawler, Vlada Limic

Auteur: Lawler, Gregory F. (1955-) - AuteurCo-auteur: Limic, Vlada - AuteurType de document: MonographieCollection: Cambridge studies in advanced mathematics ; 123Langue: anglaisPays: Grande BretagneÉditeur: Cambridge : Cambridge University Press, 2010Description: 1 vol. (364 p.) ; 24 cm ISBN: 9780521519182 ; rel. Note: Contient des exercicesRésumé: This is a contemporary introduction to the theory of random walks on the integer lattice that have increment distribution with zero mean and finite variance. In this situation the functional central limit theorem implies that the rescaled random walk converges to a Brownian motion. The central topic of this text are more precise error bounds for this convergence. The first chapter introduces the three main classes of random walks considered in this text: symmetric finite range random walks, aperiodic random walks and the latter ones with zero mean and finite variance. In the second chapter the local central limit theorem is proved by using Fourier techniques. Then Brownian motion and the Skorokhod embedding are introduced. Other important topics are Green’s function and classical potential theory, applications of the local central limit theorem in dyadic coupling and finally as an outlook to current research connections between random walks, loop measures, spanning trees and determinants of Laplacians are established. This book is a beautiful introduction to the theory of random walks for researchers as well as graduate students. It is assumed that the reader is familiar with basic real analysis, probability and measure theory. As a round-off the text includes a considerable number of exercises at the end of each chapter. (Zentralblatt).Bibliographie: Bibliogr. p. 360. Index. Sujets MSC: 60-02 Probability theory and stochastic processes -- Research exposition (monographs, survey articles)
60G50 Probability theory and stochastic processes -- Stochastic processes -- Sums of independent random variables; random walks
En-ligne: Zentralblatt | MathSciNet
Location Call Number Status Date Due
Salle R 07919-01 / 60 LAW (Browse Shelf) Available

Contient des exercices

Bibliogr. p. 360. Index

This is a contemporary introduction to the theory of random walks on the integer lattice that have increment distribution with zero mean and finite variance. In this situation the functional central limit theorem implies that the rescaled random walk converges to a Brownian motion. The central topic of this text are more precise error bounds for this convergence.

The first chapter introduces the three main classes of random walks considered in this text: symmetric finite range random walks, aperiodic random walks and the latter ones with zero mean and finite variance. In the second chapter the local central limit theorem is proved by using Fourier techniques. Then Brownian motion and the Skorokhod embedding are introduced. Other important topics are Green’s function and classical potential theory, applications of the local central limit theorem in dyadic coupling and finally as an outlook to current research connections between random walks, loop measures, spanning trees and determinants of Laplacians are established.

This book is a beautiful introduction to the theory of random walks for researchers as well as graduate students. It is assumed that the reader is familiar with basic real analysis, probability and measure theory. As a round-off the text includes a considerable number of exercises at the end of each chapter. (Zentralblatt)

There are no comments for this item.

Log in to your account to post a comment.
Languages: English | Français | |