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We give a method for taking microscopic limits of normal matrix ensembles. We apply this method to study the behaviour near certain types of singular points on the boundary of the droplet. Our investigation includes ensembles without…

概率论 · 数学 2019-10-10 Yacin Ameur , Nam-Gyu Kang , Nikolai Makarov , Aron Wennman

We study random normal matrix models whose eigenvalues tend to be distributed within a narrow "band" around the unit circle of width proportional to $\frac1n$, where $n$ is the size of matrices. For general radially symmetric potentials…

概率论 · 数学 2021-12-22 Sung-Soo Byun , Seong-Mi Seo

A famous result going back to Eric Kostlan states that the moduli of the eigenvalues of random normal matrices with radial potential are independent yet non identically distributed. This phenomenon is at the heart of the asymptotic analysis…

概率论 · 数学 2022-06-07 David García-Zelada

We study the spectral properties of a class of random matrices where the matrix elements depend exponentially on the distance between uniformly and randomly distributed points. This model arises naturally in various physical contexts, such…

无序系统与神经网络 · 物理学 2015-05-18 Ariel Amir , Yuval Oreg , Yoseph Imry

We consider the sum of two large Hermitian matrices $A$ and $B$ with a Haar unitary conjugation bringing them into a general relative position. We prove that the eigenvalue density on the scale slightly above the local eigenvalue spacing is…

概率论 · 数学 2020-05-18 Zhigang Bao , Laszlo Erdos , Kevin Schnelli

Economic and ecological models can be extremely complex, with a large number of agents/species each featuring multiple interacting dynamical quantities. In an attempt to understand the generic stability properties of such systems, we define…

无序系统与神经网络 · 物理学 2025-04-15 Nirbhay Patil , Fabian Aguirre-Lopez , Jean-Philippe Bouchaud

We study the asymptotic distribution of the eigenvalues of random Hermitian periodic band matrices, focusing on the spectral edges. The eigenvalues close to the edges converge in distribution to the Airy point process if (and only if) the…

数学物理 · 物理学 2011-01-25 Sasha Sodin

We investigate the properties of sparse matrix ensembles with particular regard for the spectral ergodicity hypothesis, which claims the identity of ensemble and spectral averages of spectral correlators. An apparent violation of the…

凝聚态物理 · 物理学 2009-10-31 A. D. Jackson , C. Mejia-Monasterio , T. Rupp , M. Saltzer , T. Wilke

We study two spiked models of random matrices under general frameworks corresponding respectively to additive deformation of random symmetric matrices and multiplicative perturbation of random covariance matrices. In both cases, the…

概率论 · 数学 2020-10-14 Nathan Noiry

We study random graphs with arbitrary distributions of expected degree and derive expressions for the spectra of their adjacency and modularity matrices. We give a complete prescription for calculating the spectra that is exact in the limit…

社会与信息网络 · 计算机科学 2013-02-04 Raj Rao Nadakuditi , M. E. J. Newman

In general or normal random matrix ensembles, the support of eigenvalues of large size matrices is a planar domain (or several domains) with a sharp boundary. This domain evolves under a change of parameters of the potential and of the size…

高能物理 - 理论 · 物理学 2007-05-23 R. Teodorescu , E. Bettelheim , O. Agam , A. Zabrodin , P. Wiegmann

We study the spectral measure of large Euclidean random matrices. The entries of these matrices are determined by the relative position of $n$ random points in a compact set $\Omega_n$ of $\R^d$. Under various assumptions we establish the…

概率论 · 数学 2007-12-12 Charles Bordenave

Random matrix theory is finding an increasing number of applications in the context of information theory and communication systems, especially in studying the properties of complex networks. Such properties include short-term and long-term…

数学物理 · 物理学 2015-01-13 Sherif M. Abuelenin , Adel Y. Abul-Magd

We consider the statistics of the extreme eigenvalues of sparse random matrices, a class of random matrices that includes the normalized adjacency matrices of the Erd{\H o}s-R{\'e}nyi graph $G(N,p)$. Recently, it was shown by Lee, up to an…

概率论 · 数学 2023-05-05 Jiaoyang Huang , Horng-Tzer Yau

We establish bounds on the spectral radii for a large class of sparse random matrices, which includes the adjacency matrices of inhomogeneous Erd\H{o}s-R\'enyi graphs. Our error bounds are sharp for a large class of sparse random matrices.…

概率论 · 数学 2021-01-25 Florent Benaych-Georges , Charles Bordenave , Antti Knowles

We carry out a numerical study of fluctuations in the spectrum of regular graphs. Our experiments indicate that the level spacing distribution of a generic k-regular graph approaches that of the Gaussian Orthogonal Ensemble of random matrix…

高能物理 - 理论 · 物理学 2007-05-23 D. Jakobson , S. D. Miller , I. Rivin , Z. Rudnick

We consider the Gaussian ensembles of random matrices and describe the normal modes of the eigenvalue spectrum, i.e., the correlated fluctuations of eigenvalues about their most probable values. The associated normal mode spectrum is…

核理论 · 物理学 2009-10-31 A. Andersen , A. D. Jackson , H. J. Pedersen

We consider random $n\times n$ matrices $X$ with independent and centered entries and a general variance profile. We show that the spectral radius of $X$ converges with very high probability to the square root of the spectral radius of the…

概率论 · 数学 2022-09-29 Johannes Alt , Laszlo Erdos , Torben Krüger

One of the great miracles of random matrix theory is that, in the $N \to \infty$ limit, many otherwise intractable matrix problems with horrendously complicated finite-$N$ expressions admit remarkably simple and elegant asymptotic…

无序系统与神经网络 · 物理学 2026-05-15 Pierre Bousseyroux , Marc Potters

We consider extremal eigenvalues of sparse random matrices, a class of random matrices including the adjacency matrices of Erd\H{o}s-R\'{e}nyi graphs $\mathcal{G}(N,p)$. Recently, it was shown that the leading order fluctuations of extremal…

概率论 · 数学 2023-06-08 Jaehun Lee
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