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We study n by n symmetric random matrices H, possibly discrete, with iid above-diagonal entries. We show that H is singular with probability at most exp(-n^c), and the spectral norm of the inverse of H is O(sqrt{n}). Furthermore, the…

概率论 · 数学 2014-03-05 Roman Vershynin

We study spectral behavior of sparsely connected random networks under the random matrix framework. Sub-networks without any connection among them form a network having perfect community structure. As connections among the sub-networks are…

统计力学 · 物理学 2015-05-13 Sarika Jalan

We analyze the spectral distribution of symmetric random matrices with correlated entries. While we assume that the diagonals of these random matrices are stochastically independent, the elements of the diagonals are taken to be correlated.…

概率论 · 数学 2012-05-31 Olga Friesen , Matthias Löwe

Consider $N\times N$ hermitian or symmetric random matrices $H$ with independent entries, where the distribution of the $(i,j)$ matrix element is given by the probability measure $\nu_{ij}$ with zero expectation and with variance…

数学物理 · 物理学 2011-10-27 Laszlo Erdos , Horng-Tzer Yau , Jun Yin

The aim of this paper is to show how free probability theory sheds light on spectral properties of deformed matricial models and provides a unified understanding of various asymptotic phenomena such as spectral measure description,…

概率论 · 数学 2016-07-20 M Capitaine , C Donati-Martin

We look at invariance of a.e. boundary condition spectral behavior under perturbations, $W$, of half-line, continuum or discrete Schr\"odinger operators. We extend the results of del Rio, Simon, Stolz from compactly supported $W$'s to…

谱理论 · 数学 2007-05-23 A. Kiselev , Y. Last , B. Simon

We consider $N\times N$ symmetric or hermitian random matrices with independent, identically distributed entries where the probability distribution for each matrix element is given by a measure $\nu$ with a subexponential decay. We prove…

数学物理 · 物理学 2017-08-23 Laszlo Erdos

Our main result is a local limit law for the empirical spectral distribution of the anticommutator of independent Wigner matrices, modeled on the local semicircle law. Our approach is to adapt some techniques from one of the recent papers…

概率论 · 数学 2013-08-29 Greg W. Anderson

We study the statistical properties of eigenvalues of the Hessian matrix ${\cal H}$ (matrix of second derivatives of the potential energy) for a classical atomic liquid, and compare these properties with predictions for random matrix models…

统计力学 · 物理学 2016-08-31 Srikanth Sastry , Nivedita Deo , Silvio Franz

Consider the random matrix model $A^{1/2} UBU^* A^{1/2},$ where $A$ and $B$ are two $N \times N$ deterministic matrices and $U$ is either an $N \times N$ Haar unitary or orthogonal random matrix. It is well-known that on the macroscopic…

概率论 · 数学 2022-07-07 Xiucai Ding , Hong Chang Ji

We demonstrate that the normalised localization length $\beta$ of the eigenfunctions of diluted (sparse) banded random matrices follows the scaling law $\beta=x^*/(1+x^*)$. The scaling parameter of the model is defined as…

无序系统与神经网络 · 物理学 2017-12-06 J. A. Mendez-Bermudez , Guilherme Ferraz de Arruda , Francisco A. Rodrigues , Yamir Moreno

The empirical eigenvalue distribution of the elliptic random matrix ensemble tends to the uniform measure on an ellipse in the complex plane as its dimension tends to infinity. We show this convergence on all mesoscopic scales slightly…

概率论 · 数学 2021-02-08 Johannes Alt , Torben Krüger

We study the spectral properties of matrices of long-range percolation model. These are N\times N random real symmetric matrices H=\{H(i,j)\}_{i,j} whose elements are independent random variables taking zero value with probability…

数学物理 · 物理学 2009-04-21 Slim Ayadi

We consider sparse sample covariance matrices $\frac1{np_n}\mathbf X\mathbf X^*$, where $\mathbf X$ is a sparse matrix of order $n\times m$ with the sparse probability $p_n$. We prove the local Marchenko--Pastur law in some complex domain…

概率论 · 数学 2022-09-28 F. Götze , A. Tikhomirov , D. Timushev

The eigenvalues and eigenvectors of the connectivity matrix of complex networks contain information about its topology and its collective behavior. In particular, the spectral density $\rho(\lambda)$ of this matrix reveals important network…

适应与自组织系统 · 物理学 2009-11-10 M. A. M. de Aguiar , Y. Bar-Yam

Applying the replica method of statistical mechanics, we evaluate the eigenvalue density of the large random matrix (sample covariance matrix) of the form $J = A^{\rm T} A$, where $A$ is an $M \times N$ real sparse random matrix. The…

统计力学 · 物理学 2015-06-25 Taro Nagao , Toshiyuki Tanaka

We study spectral densities for systems on lattices, which, at a phase transition display, power-law spatial correlations. Constructing the spatial correlation matrix we prove that its eigenvalue density shows a power law that can be…

数学物理 · 物理学 2014-11-24 Vinayak , T. Prosen , B. Buca , T. H. Seligman

We consider products of independent square non-Hermitian random matrices. More precisely, let X(1),...,X(n) be random matrices with independent entries (real or complex with independent real and imaginary parts) with zero mean and variance…

概率论 · 数学 2015-12-11 Yuriy Nemish

We consider real symmetric or complex hermitian random matrices with correlated entries. We prove local laws for the resolvent and universality of the local eigenvalue statistics in the bulk of the spectrum. The correlations have fast decay…

概率论 · 数学 2018-03-01 Oskari Ajanki , 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