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Author: Michel Talagrand
Publisher: Springer Science & Business Media
ISBN: 3540274995
Category : Mathematics
Languages : en
Pages : 227
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Book Description
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.
Author: Michel Talagrand
Publisher: Springer Science & Business Media
ISBN: 3540274995
Category : Mathematics
Languages : en
Pages : 227
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Book Description
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.
Author: Michel Talagrand
Publisher: Springer Science & Business Media
ISBN: 9783540245186
Category : Mathematics
Languages : en
Pages : 240
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Book Description
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.
Author: Michel Talagrand
Publisher: Springer Science & Business Media
ISBN: 3642540759
Category : Mathematics
Languages : en
Pages : 630
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Book Description
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.
Author: Michel Talagrand
Publisher: Springer Nature
ISBN: 3030825957
Category : Mathematics
Languages : en
Pages : 727
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Book Description
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.
Author: Roman Vershynin
Publisher: Cambridge University Press
ISBN: 1108415199
Category : Business & Economics
Languages : en
Pages : 299
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Book Description
An integrated package of powerful probabilistic tools and key applications in modern mathematical data science.
Author: Vladimir Koltchinskii
Publisher: Springer
ISBN: 3642221475
Category : Mathematics
Languages : en
Pages : 259
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Book Description
The purpose of these lecture notes is to provide an introduction to the general theory of empirical risk minimization with an emphasis on excess risk bounds and oracle inequalities in penalized problems. In recent years, there have been new developments in this area motivated by the study of new classes of methods in machine learning such as large margin classification methods (boosting, kernel machines). The main probabilistic tools involved in the analysis of these problems are concentration and deviation inequalities by Talagrand along with other methods of empirical processes theory (symmetrization inequalities, contraction inequality for Rademacher sums, entropy and generic chaining bounds). Sparse recovery based on l_1-type penalization and low rank matrix recovery based on the nuclear norm penalization are other active areas of research, where the main problems can be stated in the framework of penalized empirical risk minimization, and concentration inequalities and empirical processes tools have proved to be very useful.
Author: Cheri Fraker
Publisher: Da Capo Lifelong Books
ISBN: 078673275X
Category : Family & Relationships
Languages : en
Pages : 418
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Book Description
The complete guide for parents of picky eaters -- how to end mealtime meltdowns and get your children the nutrition they need Does your child regularly refuse foods or throw a fit at mealtimes? Are you concerned she isn't getting enough nutrition, or that that your child's pickiness might be caused by a hidden medical issue? For every frustrated parent, the food chaining method offers a medically-proven, kid-tested solution. Developed by a team of internationally known medical experts, Food Chaining helps you identify the reasons behind your child's picky eating habits -- be it medical, sensory, or because of allergies. Then, with a simple, 6-step method centered around taste, temperature, and texture, target foods are selected that are similar to the ones your child likes, gradually expanding to all food groups. Does your kid like French fries but won't touch veggies? Try hash browns, and slowly expand to sweet potato fries and zucchini sticks -- and then work your way to steamed vegetables. With helpful information about common food allergies, lists of sample food chains, advice for special needs children, as well as a pre-chaining program to prevent food aversions before they develop, Food Chaining is your guide to raising lifelong health eaters.
Author: Hadley Wickham
Publisher: CRC Press
ISBN: 1498759807
Category : Mathematics
Languages : en
Pages : 669
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Book Description
An Essential Reference for Intermediate and Advanced R Programmers Advanced R presents useful tools and techniques for attacking many types of R programming problems, helping you avoid mistakes and dead ends. With more than ten years of experience programming in R, the author illustrates the elegance, beauty, and flexibility at the heart of R. The book develops the necessary skills to produce quality code that can be used in a variety of circumstances. You will learn: The fundamentals of R, including standard data types and functions Functional programming as a useful framework for solving wide classes of problems The positives and negatives of metaprogramming How to write fast, memory-efficient code This book not only helps current R users become R programmers but also shows existing programmers what’s special about R. Intermediate R programmers can dive deeper into R and learn new strategies for solving diverse problems while programmers from other languages can learn the details of R and understand why R works the way it does.
Author: Dave Gurnell
Publisher: Lulu.com
ISBN: 1365613526
Category : Computers
Languages : en
Pages : 116
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Book Description
The best guide to programming in Shapeless to be found anywhere in the galaxy. Learn how to write code that operates across different types and runs entirely at compile-time using the Shapeless library in Scala. This book demystifies Shapeless, unleashing its power to Scala programmers everywhere.
Author: Andrei Alexandrescu
Publisher: Addison-Wesley Professional
ISBN: 9780201704310
Category : Computers
Languages : en
Pages : 352
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Book Description
This title documents a convergence of programming techniques - generic programming, template metaprogramming, object-oriented programming and design patterns. It describes the C++ techniques used in generic programming and implements a number of industrial strength components.
