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Upper and Lower Bounds for Stochastic Processes : Modern Methods and Classical Problems / by Michel Talagrand.

LIBRA 510.8 Er36 bd.1-5; n.s. hft.1-20,hft.22-29,hft.31-37
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Format:
Book
Author/Creator:
Talagrand, Michel., Author.
Series:
Ergebnisse der Mathematik und ihrer Grenzgebiete. 3. Folge / A Series of Modern Surveys in Mathematics, 0071-1136 ; 60
Language:
English
Subjects (All):
Probabilities.
Functional analysis.
Probability Theory and Stochastic Processes.
Functional Analysis.
Local Subjects:
Probability Theory and Stochastic Processes.
Functional Analysis.
Physical Description:
1 online resource (630 pages) : illustrations.
Edition:
1st ed. 2014.
Place of Publication:
Berlin, Heidelberg : Springer Berlin Heidelberg : Imprint: Springer, 2014.
Language Note:
English
Summary:
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.
Contents:
0. Introduction
1. Philosophy and Overview of the Book
2. Gaussian Processes and the Generic Chaining
3. Random Fourier Series and Trigonometric Sums, I. - 4. Matching Theorems I
5. Bernouilli Processes
6. Trees and the Art of Lower Bounds
7. Random Fourier Series and Trigonometric Sums, II
8. Processes Related to Gaussian Processes
9. Theory and Practice of Empirical Processes
10. Partition Scheme for Families of Distances
11. Infinitely Divisible Processes
12. The Fundamental Conjectures
13. Convergence of Orthogonal Series; Majorizing Measures
14. Matching Theorems, II: Shor's Matching Theorem. 15. The Ultimate Matching Theorem in Dimension ≥ 3
16. Applications to Banach Space Theory
17. Appendix: What this Book is Really About
18. Appendix: Continuity
References. Index.
Notes:
Bibliographic Level Mode of Issuance: Monograph
Includes bibliographical references and index.
ISBN:
3-642-54075-9

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