Free Probability and Random Matrices

Free Probability and Random Matrices
Title Free Probability and Random Matrices PDF eBook
Author James A. Mingo
Publisher Springer
Pages 343
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.

Free Probability and Random Matrices

Free Probability and Random Matrices
Title Free Probability and Random Matrices PDF eBook
Author James A. Mingo
Publisher Springer
Pages 336
Release 2017-06-26
Genre Mathematics
ISBN 9781493969418

Download Free Probability and Random Matrices Book in PDF, Epub and Kindle

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.

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.

Random Matrices and Non-Commutative Probability

Random Matrices and Non-Commutative Probability
Title Random Matrices and Non-Commutative Probability PDF eBook
Author Arup Bose
Publisher CRC Press
Pages 420
Release 2021-10-26
Genre Mathematics
ISBN 1000458822

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This is an introductory book on Non-Commutative Probability or Free Probability and Large Dimensional Random Matrices. Basic concepts of free probability are introduced by analogy with classical probability in a lucid and quick manner. It then develops the results on the convergence of large dimensional random matrices, with a special focus on the interesting connections to free probability. The book assumes almost no prerequisite for the most part. However, familiarity with the basic convergence concepts in probability and a bit of mathematical maturity will be helpful. Combinatorial properties of non-crossing partitions, including the Möbius function play a central role in introducing free probability. Free independence is defined via free cumulants in analogy with the way classical independence can be defined via classical cumulants. Free cumulants are introduced through the Möbius function. Free product probability spaces are constructed using free cumulants. Marginal and joint tracial convergence of large dimensional random matrices such as the Wigner, elliptic, sample covariance, cross-covariance, Toeplitz, Circulant and Hankel are discussed. Convergence of the empirical spectral distribution is discussed for symmetric matrices. Asymptotic freeness results for random matrices, including some recent ones, are discussed in detail. These clarify the structure of the limits for joint convergence of random matrices. Asymptotic freeness of independent sample covariance matrices is also demonstrated via embedding into Wigner matrices. Exercises, at advanced undergraduate and graduate level, are provided in each chapter.

Introduction to Random Matrices

Introduction to Random Matrices
Title Introduction to Random Matrices PDF eBook
Author Giacomo Livan
Publisher Springer
Pages 122
Release 2018-01-16
Genre Science
ISBN 3319708856

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Modern developments of Random Matrix Theory as well as pedagogical approaches to the standard core of the discipline are surprisingly hard to find in a well-organized, readable and user-friendly fashion. This slim and agile book, written in a pedagogical and hands-on style, without sacrificing formal rigor fills this gap. It brings Ph.D. students in Physics, as well as more senior practitioners, through the standard tools and results on random matrices, with an eye on most recent developments that are not usually covered in introductory texts. The focus is mainly on random matrices with real spectrum.The main guiding threads throughout the book are the Gaussian Ensembles. In particular, Wigner’s semicircle law is derived multiple times to illustrate several techniques (e.g., Coulomb gas approach, replica theory).Most chapters are accompanied by Matlab codes (stored in an online repository) to guide readers through the numerical check of most analytical results.

Free Probability Theory

Free Probability Theory
Title Free Probability Theory PDF eBook
Author Dan V. Voiculescu
Publisher American Mathematical Soc.
Pages 322
Release 1997
Genre Mathematics
ISBN 0821806750

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This is a volume of papers from a workshop on Random Matrices and Operator Algebra Free Products, held at The Fields Institute for Research in the Mathematical Sciences in March 1995. Over the last few years, there has been much progress on the operator algebra and noncommutative probability sides of the subject. New links with the physics of masterfields and the combinatorics of noncrossing partitions have emerged. Moreover there is a growing free entropy theory.

Lectures on the Combinatorics of Free Probability

Lectures on the Combinatorics of Free Probability
Title Lectures on the Combinatorics of Free Probability PDF eBook
Author Alexandru Nica
Publisher Cambridge University Press
Pages 430
Release 2006-09-07
Genre Mathematics
ISBN 0521858526

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This 2006 book is a self-contained introduction to free probability theory suitable for an introductory graduate level course.