From Random Walks to Random Matrices

From Random Walks to Random Matrices
Title From Random Walks to Random Matrices PDF eBook
Author Jean Zinn-Justin
Publisher
Pages 544
Release 2019
Genre Electronic books
ISBN 9780191829840

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This text presents a collection of short, self-contained introductions to important topics in modern theoretical physics, as presented at universities worldwide in seminars (some in colloquium style) and short courses.

From Random Walks to Random Matrices

From Random Walks to Random Matrices
Title From Random Walks to Random Matrices PDF eBook
Author Jean Zinn-Justin
Publisher Oxford University Press
Pages 544
Release 2019-06-19
Genre Science
ISBN 0191091685

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Theoretical physics is a cornerstone of modern physics and provides a foundation for all modern quantitative science. It aims to describe all natural phenomena using mathematical theories and models, and in consequence develops our understanding of the fundamental nature of the universe. This books offers an overview of major areas covering the recent developments in modern theoretical physics. Each chapter introduces a new key topic and develops the discussion in a self-contained manner. At the same time the selected topics have common themes running throughout the book, which connect the independent discussions. The main themes are renormalization group, fixed points, universality, and continuum limit, which open and conclude the work. The development of modern theoretical physics has required important concepts and novel mathematical tools, examples discussed in the book include path and field integrals, the notion of effective quantum or statistical field theories, gauge theories, and the mathematical structure at the basis of the interactions in fundamental particle physics, including quantization problems and anomalies, stochastic dynamical equations, and summation of perturbative series.

Random Walks on Reductive Groups

Random Walks on Reductive Groups
Title Random Walks on Reductive Groups PDF eBook
Author Yves Benoist
Publisher Springer
Pages 319
Release 2016-10-20
Genre Mathematics
ISBN 3319477218

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The classical theory of random walks describes the asymptotic behavior of sums of independent identically distributed random real variables. This book explains the generalization of this theory to products of independent identically distributed random matrices with real coefficients. Under the assumption that the action of the matrices is semisimple – or, equivalently, that the Zariski closure of the group generated by these matrices is reductive - and under suitable moment assumptions, it is shown that the norm of the products of such random matrices satisfies a number of classical probabilistic laws. This book includes necessary background on the theory of reductive algebraic groups, probability theory and operator theory, thereby providing a modern introduction to the topic.

From Random Walks to Random Matrices

From Random Walks to Random Matrices
Title From Random Walks to Random Matrices PDF eBook
Author Jean Zinn-Justin
Publisher Oxford University Press, USA
Pages 544
Release 2019-06-27
Genre Science
ISBN 0198787758

Download From Random Walks to Random Matrices Book in PDF, Epub and Kindle

Theoretical physics is a cornerstone of modern physics and provides a foundation for all modern quantitative science. It aims to describe all natural phenomena using mathematical theories and models, and in consequence develops our understanding of the fundamental nature of the universe. This books offers an overview of major areas covering the recent developments in modern theoretical physics. Each chapter introduces a new key topic and develops the discussion in a self-contained manner. At the same time the selected topics have common themes running throughout the book, which connect the independent discussions. The main themes are renormalization group, fixed points, universality, and continuum limit, which open and conclude the work. The development of modern theoretical physics has required important concepts and novel mathematical tools, examples discussed in the book include path and field integrals, the notion of effective quantum or statistical field theories, gauge theories, and the mathematical structure at the basis of the interactions in fundamental particle physics, including quantization problems and anomalies, stochastic dynamical equations, and summation of perturbative series.

A First Course in Random Matrix Theory

A First Course in Random Matrix Theory
Title A First Course in Random Matrix Theory PDF eBook
Author Marc Potters
Publisher Cambridge University Press
Pages 371
Release 2020-12-03
Genre Computers
ISBN 1108488080

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An intuitive, up-to-date introduction to random matrix theory and free calculus, with real world illustrations and Big Data applications.

An Introduction to Random Matrices

An Introduction to Random Matrices
Title An Introduction to Random Matrices PDF eBook
Author Greg W. Anderson
Publisher Cambridge University Press
Pages 507
Release 2010
Genre Mathematics
ISBN 0521194520

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A rigorous introduction to the basic theory of random matrices designed for graduate students with a background in probability theory.

A Dynamical Approach to Random Matrix Theory

A Dynamical Approach to Random Matrix Theory
Title A Dynamical Approach to Random Matrix Theory PDF eBook
Author László Erdős
Publisher American Mathematical Soc.
Pages 239
Release 2017-08-30
Genre Mathematics
ISBN 1470436485

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A co-publication of the AMS and the Courant Institute of Mathematical Sciences at New York University This book is a concise and self-contained introduction of recent techniques to prove local spectral universality for large random matrices. Random matrix theory is a fast expanding research area, and this book mainly focuses on the methods that the authors participated in developing over the past few years. Many other interesting topics are not included, and neither are several new developments within the framework of these methods. The authors have chosen instead to present key concepts that they believe are the core of these methods and should be relevant for future applications. They keep technicalities to a minimum to make the book accessible to graduate students. With this in mind, they include in this book the basic notions and tools for high-dimensional analysis, such as large deviation, entropy, Dirichlet form, and the logarithmic Sobolev inequality. This manuscript has been developed and continuously improved over the last five years. The authors have taught this material in several regular graduate courses at Harvard, Munich, and Vienna, in addition to various summer schools and short courses. Titles in this series are co-published with the Courant Institute of Mathematical Sciences at New York University.