Topics in Random Matrix Theory
Title | Topics in Random Matrix Theory PDF eBook |
Author | Terence Tao |
Publisher | American Mathematical Soc. |
Pages | 298 |
Release | 2012-03-21 |
Genre | Mathematics |
ISBN | 0821874306 |
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.
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 |
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.
The Random Matrix Theory of the Classical Compact Groups
Title | The Random Matrix Theory of the Classical Compact Groups PDF eBook |
Author | Elizabeth S. Meckes |
Publisher | Cambridge University Press |
Pages | 225 |
Release | 2019-08-01 |
Genre | Mathematics |
ISBN | 1108317995 |
This is the first book to provide a comprehensive overview of foundational results and recent progress in the study of random matrices from the classical compact groups, drawing on the subject's deep connections to geometry, analysis, algebra, physics, and statistics. The book sets a foundation with an introduction to the groups themselves and six different constructions of Haar measure. Classical and recent results are then presented in a digested, accessible form, including the following: results on the joint distributions of the entries; an extensive treatment of eigenvalue distributions, including the Weyl integration formula, moment formulae, and limit theorems and large deviations for the spectral measures; concentration of measure with applications both within random matrix theory and in high dimensional geometry; and results on characteristic polynomials with connections to the Riemann zeta function. This book will be a useful reference for researchers and an accessible introduction for students in related fields.
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 |
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.
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 |
A rigorous introduction to the basic theory of random matrices designed for graduate students with a background in probability 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 |
An intuitive, up-to-date introduction to random matrix theory and free calculus, with real world illustrations and Big Data applications.
Applications of Random Matrices in Physics
Title | Applications of Random Matrices in Physics PDF eBook |
Author | Édouard Brezin |
Publisher | Springer Science & Business Media |
Pages | 519 |
Release | 2006-07-03 |
Genre | Science |
ISBN | 140204531X |
Random matrices are widely and successfully used in physics for almost 60-70 years, beginning with the works of Dyson and Wigner. Although it is an old subject, it is constantly developing into new areas of physics and mathematics. It constitutes now a part of the general culture of a theoretical physicist. Mathematical methods inspired by random matrix theory become more powerful, sophisticated and enjoy rapidly growing applications in physics. Recent examples include the calculation of universal correlations in the mesoscopic system, new applications in disordered and quantum chaotic systems, in combinatorial and growth models, as well as the recent breakthrough, due to the matrix models, in two dimensional gravity and string theory and the non-abelian gauge theories. The book consists of the lectures of the leading specialists and covers rather systematically many of these topics. It can be useful to the specialists in various subjects using random matrices, from PhD students to confirmed scientists.