Upper and Lower Bounds for Stochastic Processes
Title | Upper and Lower Bounds for Stochastic Processes PDF eBook |
Author | Michel Talagrand |
Publisher | Springer Science & Business Media |
Pages | 630 |
Release | 2014-02-12 |
Genre | Mathematics |
ISBN | 3642540759 |
The book develops modern methods and in particular the "generic chaining" to bound stochastic processes. This methods allows in particular to get optimal bounds for Gaussian and Bernoulli processes. Applications are given to stable processes, infinitely divisible processes, matching theorems, the convergence of random Fourier series, of orthogonal series, and to functional analysis. The complete solution of a number of classical problems is given in complete detail, and an ambitious program for future research is laid out.
The Generic Chaining
Title | The Generic Chaining PDF eBook |
Author | Michel Talagrand |
Publisher | Springer Science & Business Media |
Pages | 227 |
Release | 2005-12-08 |
Genre | Mathematics |
ISBN | 3540274995 |
The fundamental question of characterizing continuity and boundedness of Gaussian processes goes back to Kolmogorov. After contributions by R. Dudley and X. Fernique, it was solved by the author. This book provides an overview of "generic chaining", a completely natural variation on the ideas of Kolmogorov. It takes the reader from the first principles to the edge of current knowledge and to the open problems that remain in this domain.
Upper and Lower Bounds for Stochastic Processes
Title | Upper and Lower Bounds for Stochastic Processes PDF eBook |
Author | Michel Talagrand |
Publisher | Springer Nature |
Pages | 727 |
Release | 2022-01-01 |
Genre | Mathematics |
ISBN | 3030825957 |
This book provides an in-depth account of modern methods used to bound the supremum of stochastic processes. Starting from first principles, it takes the reader to the frontier of current research. This second edition has been completely rewritten, offering substantial improvements to the exposition and simplified proofs, as well as new results. The book starts with a thorough account of the generic chaining, a remarkably simple and powerful method to bound a stochastic process that should belong to every probabilist’s toolkit. The effectiveness of the scheme is demonstrated by the characterization of sample boundedness of Gaussian processes. Much of the book is devoted to exploring the wealth of ideas and results generated by thirty years of efforts to extend this result to more general classes of processes, culminating in the recent solution of several key conjectures. A large part of this unique book is devoted to the author’s influential work. While many of the results presented are rather advanced, others bear on the very foundations of probability theory. In addition to providing an invaluable reference for researchers, the book should therefore also be of interest to a wide range of readers.
Probability in Banach Spaces
Title | Probability in Banach Spaces PDF eBook |
Author | Michel Ledoux |
Publisher | Springer Science & Business Media |
Pages | 493 |
Release | 2013-03-09 |
Genre | Mathematics |
ISBN | 3642202128 |
Isoperimetric, measure concentration and random process techniques appear at the basis of the modern understanding of Probability in Banach spaces. Based on these tools, the book presents a complete treatment of the main aspects of Probability in Banach spaces (integrability and limit theorems for vector valued random variables, boundedness and continuity of random processes) and of some of their links to Geometry of Banach spaces (via the type and cotype properties). Its purpose is to present some of the main aspects of this theory, from the foundations to the most important achievements. The main features of the investigation are the systematic use of isoperimetry and concentration of measure and abstract random process techniques (entropy and majorizing measures). Examples of these probabilistic tools and ideas to classical Banach space theory are further developed.
Stochastic-Process Limits
Title | Stochastic-Process Limits PDF eBook |
Author | Ward Whitt |
Publisher | Springer Science & Business Media |
Pages | 616 |
Release | 2006-04-11 |
Genre | Mathematics |
ISBN | 0387217487 |
From the reviews: "The material is self-contained, but it is technical and a solid foundation in probability and queuing theory is beneficial to prospective readers. [... It] is intended to be accessible to those with less background. This book is a must to researchers and graduate students interested in these areas." ISI Short Book Reviews
Stochastic Interacting Systems: Contact, Voter and Exclusion Processes
Title | Stochastic Interacting Systems: Contact, Voter and Exclusion Processes PDF eBook |
Author | Thomas M. Liggett |
Publisher | Springer Science & Business Media |
Pages | 346 |
Release | 2013-03-09 |
Genre | Mathematics |
ISBN | 3662039907 |
Interactive particle systems is a branch of probability theory with close connections to mathematical physics and mathematical biology. This book takes three of the most important models in the area, and traces advances in our understanding of them since 1985. It explains and develops many of the most useful techniques in the field.
Convergence of Stochastic Processes
Title | Convergence of Stochastic Processes PDF eBook |
Author | D. Pollard |
Publisher | David Pollard |
Pages | 223 |
Release | 1984-10-08 |
Genre | Mathematics |
ISBN | 0387909907 |
Functionals on stochastic processes; Uniform convergence of empirical measures; Convergence in distribution in euclidean spaces; Convergence in distribution in metric spaces; The uniform metric on space of cadlag functions; The skorohod metric on D [0, oo); Central limit teorems; Martingales.