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Random graphs defined by an occurrence probability that is invariant under node aggregation have been identified recently in the context of network renormalization. The invariance property requires that edges are drawn with a specific…

谱理论 · 数学 2025-09-18 Alessio Catanzaro , Rajat Subhra Hazra , Diego Garlaschelli

It is now believed that the limiting distribution function of the largest eigenvalue in the three classic random matrix models GOE, GUE and GSE describe new universal limit laws for a wide variety of processes arising in mathematical…

数学物理 · 物理学 2007-05-23 Craig A. Tracy , Harold Widom

We present efficient numerical techniques for calculation of eigenvalue distributions of random matrices in the beta-ensembles. We compute histograms using direct simulations on very large matrices, by using tridiagonal matrices with…

数学物理 · 物理学 2007-05-23 Alan Edelman , Per-Olof Persson

This is a first paper by the authors dedicated to the distribution of eigenvalues for random perturbations of large bidiagonal Toeplitz matrices.

谱理论 · 数学 2015-12-21 Johannes Sjoestrand , Martin Vogel

The properties of eigenvalues of large dimensional random matrices have received considerable attention. One important achievement is the existence and identification of the limiting spectral distribution of the empirical spectral…

组合数学 · 数学 2009-06-12 Wenxue Du , Xueliang Li , Yiyang Li

We study the overlaps between right and left eigenvectors for random matrices of the spherical and truncated unitary ensembles. Conditionally on all eigenvalues, diagonal overlaps are shown to be distributed as a product of independent…

概率论 · 数学 2021-11-17 Guillaume Dubach

In this paper we review and compare the numerical evaluation of those probability distributions in random matrix theory that are analytically represented in terms of Painlev\'e transcendents or Fredholm determinants. Concrete examples for…

概率论 · 数学 2010-12-09 Folkmar Bornemann

Random matrix theory allows one to deduce the eigenvalue spectrum of a large matrix given only statistical information about its elements. Such results provide insight into what factors contribute to the stability of complex dynamical…

无序系统与神经网络 · 物理学 2025-01-30 Joseph W. Baron , Thomas Jun Jewell , Christopher Ryder , Tobias Galla

We investigate the distribution of eigenvalues of weighted adjacency matrices from a specific ensemble of random graphs. We distribute $N$ vertices across a fixed number $\kappa$ of components, with asymptotically $\alpha_j \dot N$ vertices…

数学物理 · 物理学 2024-09-30 Valentin Vengerovsky

The eigenvalue distribution is investigated for matrix models related via the localization to Chern-Simons-matter theories. An integral representation of the planar resolvent is used to derive the positions of the branch points of the…

高能物理 - 理论 · 物理学 2015-05-28 Takao Suyama

We prove edge universality of local eigenvalue statistics for orthogonal invariant matrix models with real analytic potentials and one interval limiting spectrum. Our starting point is the result of \cite{S:08} on the representation of the…

数学物理 · 物理学 2015-05-13 Maria Shcherbina

Neural networks have been used successfully in a variety of fields, which has led to a great deal of interest in developing a theoretical understanding of how they store the information needed to perform a particular task. We study the…

无序系统与神经网络 · 物理学 2022-11-16 Matthias Thamm , Max Staats , Bernd Rosenow

We show that the limiting minimal eigenvalue distributions for a natural generalization of Gaussian sample-covariance structures (the "beta ensembles") are described by the spectrum of a random diffusion generator. By a Riccati…

概率论 · 数学 2009-11-13 Jose A. Ramirez , Brian Rider

The classical random matrix theory is mostly focused on asymptotic spectral properties of random matrices as their dimensions grow to infinity. At the same time many recent applications from convex geometry to functional analysis to…

泛函分析 · 数学 2014-03-05 Mark Rudelson , Roman Vershynin

Tracy and Widom have evaluated the cumulative distribution of the largest eigenvalue for the finite and scaled infinite GUE in terms of a PIV and PII transcendent respectively. We generalise these results to the evaluation of…

数学物理 · 物理学 2009-11-07 P. J. Forrester , N. S. Witte

Statistical properties of coherent radiation propagating in a quasi - 1D random media is studied in the framework of random matrix theory. Distribution functions for the total transmission coefficient and the angular transmission…

凝聚态物理 · 物理学 2009-10-28 Eugene Kogan , Moshe Kaveh

This contribution to the proceedings of the Cracow meeting on `Applications of Random Matrix Theory' summarizes a series of studies, some old and others more recent on financial applications of Random Matrix Theory (RMT). We first review…

数据分析、统计与概率 · 物理学 2008-12-02 M. Potters , J. P. Bouchaud , L. Laloux

This is a brief survey of classical and recent results about the typical behavior of eigenvalues of large random matrices, written for mathematicians and others who study and use matrices but may not be accustomed to thinking about…

概率论 · 数学 2021-01-11 Elizabeth Meckes

It has been observed that the statistical distribution of the eigenvalues of random matrices possesses universal properties, independent of the probability law of the stochastic matrix. In this article we find the correlation functions of…

凝聚态物理 · 物理学 2009-10-30 B. Eynard

We prove that the distribution function of the largest eigenvalue in the Gaussian Unitary Ensemble (GUE) in the edge scaling limit is expressible in terms of Painlev\'e II. Our goal is to concentrate on this important example of the…

solv-int · 物理学 2007-05-23 Craig A. Tracy , Harold Widom