Combinatorics and Random Matrix Theory

Combinatorics and Random Matrix Theory
Title Combinatorics and Random Matrix Theory PDF eBook
Author Jinho Baik
Publisher American Mathematical Soc.
Total Pages 461
Release 2016-06-22
Genre Combinatorial analysis
ISBN 0821848410

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Over the last fifteen years a variety of problems in combinatorics have been solved in terms of random matrix theory. More precisely, the situation is as follows: the problems at hand are probabilistic in nature and, in an appropriate scaling limit, it turns out that certain key quantities associated with these problems behave statistically like the eigenvalues of a (large) random matrix. Said differently, random matrix theory provides a “stochastic special function theory” for a broad and growing class of problems in combinatorics. The goal of this book is to analyze in detail two key examples of this phenomenon, viz., Ulam's problem for increasing subsequences of random permutations and domino tilings of the Aztec diamond. Other examples are also described along the way, but in less detail. Techniques from many different areas in mathematics are needed to analyze these problems. These areas include combinatorics, probability theory, functional analysis, complex analysis, and the theory of integrable systems. The book is self-contained, and along the way we develop enough of the theory we need from each area that a general reader with, say, two or three years experience in graduate school can learn the subject directly from the text.

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
Total 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.

Random Matrices

Random Matrices
Title Random Matrices PDF eBook
Author Alexei Borodin
Publisher American Mathematical Soc.
Total Pages 498
Release 2019-10-30
Genre Education
ISBN 1470452804

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Random matrix theory has many roots and many branches in mathematics, statistics, physics, computer science, data science, numerical analysis, biology, ecology, engineering, and operations research. This book provides a snippet of this vast domain of study, with a particular focus on the notations of universality and integrability. Universality shows that many systems behave the same way in their large scale limit, while integrability provides a route to describe the nature of those universal limits. Many of the ten contributed chapters address these themes, while others touch on applications of tools and results from random matrix theory. This book is appropriate for graduate students and researchers interested in learning techniques and results in random matrix theory from different perspectives and viewpoints. It also captures a moment in the evolution of the theory, when the previous decade brought major break-throughs, prompting exciting new directions of research.

Topics in Random Matrix Theory

Topics in Random Matrix Theory
Title Topics in Random Matrix Theory PDF eBook
Author Terence Tao
Publisher American Mathematical Society
Total Pages 296
Release 2023-08-24
Genre Mathematics
ISBN 147047459X

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The field of random matrix theory has seen an explosion of activity in recent years, with connections to many areas of mathematics and physics. However, this makes the current state of the field almost too large to survey in a single book. In this graduate text, we focus on one specific sector of the field, namely the spectral distribution of random Wigner matrix ensembles (such as the Gaussian Unitary Ensemble), as well as iid matrix ensembles. The text is largely self-contained and starts with a review of relevant aspects of probability theory and linear algebra. With over 200 exercises, the book is suitable as an introductory text for beginning graduate students seeking to enter the field.

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.
Total Pages 226
Release 2017-08-30
Genre Random matrices
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.

Random Matrix Models and Their Applications

Random Matrix Models and Their Applications
Title Random Matrix Models and Their Applications PDF eBook
Author Pavel Bleher
Publisher Cambridge University Press
Total Pages 454
Release 2001-06-04
Genre Mathematics
ISBN 9780521802093

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Expository articles on random matrix theory emphasizing the exchange of ideas between the physical and mathematical communities.

Free Probability and Random Matrices

Free Probability and Random Matrices
Title Free Probability and Random Matrices PDF eBook
Author James A. Mingo
Publisher Springer
Total Pages 336
Release 2017-06-24
Genre Mathematics
ISBN 1493969420

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This volume opens the world of free probability to a wide variety of readers. From its roots in the theory of operator algebras, free probability has intertwined with non-crossing partitions, random matrices, applications in wireless communications, representation theory of large groups, quantum groups, the invariant subspace problem, large deviations, subfactors, and beyond. This book puts a special emphasis on the relation of free probability to random matrices, but also touches upon the operator algebraic, combinatorial, and analytic aspects of the theory. The book serves as a combination textbook/research monograph, with self-contained chapters, exercises scattered throughout the text, and coverage of important ongoing progress of the theory. It will appeal to graduate students and all mathematicians interested in random matrices and free probability from the point of view of operator algebras, combinatorics, analytic functions, or applications in engineering and statistical physics.