Random Matrix Theory
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Author |
: Giacomo Livan |
Publisher |
: Springer |
Total Pages |
: 122 |
Release |
: 2018-01-16 |
ISBN-10 |
: 9783319708850 |
ISBN-13 |
: 3319708856 |
Rating |
: 4/5 (50 Downloads) |
Synopsis Introduction to Random Matrices by : Giacomo Livan
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.
Author |
: Marc Potters |
Publisher |
: Cambridge University Press |
Total Pages |
: 371 |
Release |
: 2020-12-03 |
ISBN-10 |
: 9781108488082 |
ISBN-13 |
: 1108488080 |
Rating |
: 4/5 (82 Downloads) |
Synopsis A First Course in Random Matrix Theory by : Marc Potters
An intuitive, up-to-date introduction to random matrix theory and free calculus, with real world illustrations and Big Data applications.
Author |
: Terence Tao |
Publisher |
: American Mathematical Soc. |
Total Pages |
: 298 |
Release |
: 2012-03-21 |
ISBN-10 |
: 9780821874301 |
ISBN-13 |
: 0821874306 |
Rating |
: 4/5 (01 Downloads) |
Synopsis Topics in Random Matrix Theory by : Terence Tao
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.
Author |
: Antonia M. Tulino |
Publisher |
: Now Publishers Inc |
Total Pages |
: 196 |
Release |
: 2004 |
ISBN-10 |
: 193301900X |
ISBN-13 |
: 9781933019000 |
Rating |
: 4/5 (0X Downloads) |
Synopsis Random Matrix Theory and Wireless Communications by : Antonia M. Tulino
Random Matrix Theory and Wireless Communications is the first tutorial on random matrices which provides an overview of the theory and brings together in one source the most significant results recently obtained.
Author |
: Percy Deift |
Publisher |
: American Mathematical Soc. |
Total Pages |
: 236 |
Release |
: 2009-01-01 |
ISBN-10 |
: 9780821883570 |
ISBN-13 |
: 0821883577 |
Rating |
: 4/5 (70 Downloads) |
Synopsis Random Matrix Theory by : Percy Deift
"This book features a unified derivation of the mathematical theory of the three classical types of invariant random matrix ensembles-orthogonal, unitary, and symplectic. The authors follow the approach of Tracy and Widom, but the exposition here contains a substantial amount of additional material, in particular, facts from functional analysis and the theory of Pfaffians. The main result in the book is a proof of universality for orthogonal and symplectic ensembles corresponding to generalized Gaussian type weights following the authors' prior work. New, quantitative error estimates are derived." --Book Jacket.
Author |
: Greg W. Anderson |
Publisher |
: Cambridge University Press |
Total Pages |
: 507 |
Release |
: 2010 |
ISBN-10 |
: 9780521194525 |
ISBN-13 |
: 0521194520 |
Rating |
: 4/5 (25 Downloads) |
Synopsis An Introduction to Random Matrices by : Greg W. Anderson
A rigorous introduction to the basic theory of random matrices designed for graduate students with a background in probability theory.
Author |
: László Erdős |
Publisher |
: American Mathematical Soc. |
Total Pages |
: 239 |
Release |
: 2017-08-30 |
ISBN-10 |
: 9781470436483 |
ISBN-13 |
: 1470436485 |
Rating |
: 4/5 (83 Downloads) |
Synopsis A Dynamical Approach to Random Matrix Theory by : László Erdős
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.
Author |
: Elizabeth S. Meckes |
Publisher |
: Cambridge University Press |
Total Pages |
: 225 |
Release |
: 2019-08-01 |
ISBN-10 |
: 9781108317993 |
ISBN-13 |
: 1108317995 |
Rating |
: 4/5 (93 Downloads) |
Synopsis The Random Matrix Theory of the Classical Compact Groups by : Elizabeth S. Meckes
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.
Author |
: Gernot Akemann |
Publisher |
: Oxford Handbooks |
Total Pages |
: 0 |
Release |
: 2015-08-09 |
ISBN-10 |
: 0198744196 |
ISBN-13 |
: 9780198744191 |
Rating |
: 4/5 (96 Downloads) |
Synopsis The Oxford Handbook of Random Matrix Theory by : Gernot Akemann
With a foreword by Freeman Dyson, the handbook brings together leading mathematicians and physicists to offer a comprehensive overview of random matrix theory, including a guide to new developments and the diverse range of applications of this approach.In part one, all modern and classical techniques of solving random matrix models are explored, including orthogonal polynomials, exact replicas or supersymmetry.
Author |
: Edouard Brézin |
Publisher |
: Springer |
Total Pages |
: 143 |
Release |
: 2017-01-11 |
ISBN-10 |
: 9789811033162 |
ISBN-13 |
: 9811033161 |
Rating |
: 4/5 (62 Downloads) |
Synopsis Random Matrix Theory with an External Source by : Edouard Brézin
This is a first book to show that the theory of the Gaussian random matrix is essential to understand the universal correlations with random fluctuations and to demonstrate that it is useful to evaluate topological universal quantities. We consider Gaussian random matrix models in the presence of a deterministic matrix source. In such models the correlation functions are known exactly for an arbitrary source and for any size of the matrices. The freedom given by the external source allows for various tunings to different classes of universality. The main interest is to use this freedom to compute various topological invariants for surfaces such as the intersection numbers for curves drawn on a surface of given genus with marked points, Euler characteristics, and the Gromov–Witten invariants. A remarkable duality for the average of characteristic polynomials is essential for obtaining such topological invariants. The analysis is extended to nonorientable surfaces and to surfaces with boundaries.