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Motivated by the importance ascribed to correlations in random matrices used to model phenomena in various scientific disciplines, we report how algebraic correlations between matrix elements affect the eigenvalue statistics and spectral…

统计力学 · 物理学 2026-04-27 Abbas Ali Saberi , Roderich Moessner

We provide a detailed description of the maps associated with spectral interlacing, for rank one perturbations and bordering of symmetric and Hermitian matrices. The arguments rely on standard techniques of nonlinear analysis.

谱理论 · 数学 2022-01-21 Ricardo S. Leite , Carlos Tomei

This paper is concerned with the spectral properties of matrices associated with linear filters for the estimation of the underlying trend of a time series. The interest lies in the fact that the eigenvectors can be interpreted as the…

统计理论 · 数学 2008-12-18 Alessandra Luati , Tommaso Proietti

Theoretical analysis of biological and artificial neural networks e.g. modelling of synaptic or weight matrices necessitate consideration of the generic real-asymmetric matrix ensembles, those with varying order of matrix elements e.g. a…

无序系统与神经网络 · 物理学 2025-09-15 Ratul Dutta , Pragya Shukla

Since it was first applied to the study of nuclear interactions by Wigner and Dyson, almost 60 years ago, Random Matrix Theory (RMT) has developed into a field of its own within applied mathematics, and is now essential to many parts of…

可精确求解与可积系统 · 物理学 2008-06-10 Mark Mineev-Weinstein , Mihai Putinar , Razvan Teodorescu

Let $X$ be a $d\times d$ symmetric random matrix with independent but non-identically distributed Gaussian entries. It has been conjectured by Lata\l{a} that the spectral norm of $X$ is always of the same order as the largest Euclidean norm…

概率论 · 数学 2018-06-22 Ramon van Handel

What is the connection of random matrices with integrable systems? Is this connection really useful? Introducing apprpriate times in the distribution of the ensemble of matrices, one shows that the corresponding distribution of the…

solv-int · 物理学 2008-02-03 Pierre van Moerbeke

In this paper, a time series model with coefficients that take values from random matrix ensembles is proposed. Formal definitions, theoretical solutions, and statistical properties are derived. Estimation and forecast methodologies for…

统计方法学 · 统计学 2023-08-07 Peiyuan Teng , Min Xu

Let $\mathbf{X}_n=(x_{ij})$ be a $k \times n$ data matrix with complex-valued, independent and standardized entries satisfying a Lindeberg-type moment condition. We consider simultaneously $R$ sample covariance matrices…

统计理论 · 数学 2018-01-23 Weiming Li , Zeng Li , Jianfeng Yao

How does coarsening affect the spectrum of a general graph? We provide conditions such that the principal eigenvalues and eigenspaces of a coarsened and original graph Laplacian matrices are close. The achieved approximation is shown to…

机器学习 · 计算机科学 2018-02-22 Andreas Loukas , Pierre Vandergheynst

We consider estimation of covariance matrices and their inverses (a.k.a. precision matrices) for high-dimensional stationary and locally stationary time series. In the latter case the covariance matrices evolve smoothly in time, thus…

统计理论 · 数学 2014-01-07 Xiaohui Chen , Mengyu Xu , Wei Biao Wu

We describe a random matrix approach that can provide generic and readily soluble mean-field descriptions of the phase diagram for a variety of systems ranging from QCD to high-T_c materials. Instead of working from specific models, phase…

高能物理 - 唯象学 · 物理学 2015-05-28 Benoit Vanderheyden , A D Jackson

The correlation matrix is the key element in optimal portfolio allocation and risk management. In particular, the eigenvectors of the correlation matrix corresponding to large eigenvalues can be used to identify the market mode, sectors and…

交易与市场微观结构 · 定量金融 2019-11-05 S. Valeyre , D. S. Grebenkov , S. Aboura

We study the limiting spectral measure of large random Helson matrices and large random matrices of certain patterned structures. Given a real random variable $X \in L^{2+ \varepsilon}(\mathbb{P}) $ for some $\varepsilon > 0$ and…

概率论 · 数学 2026-02-26 Yanqi Qiu , Guocheng Zhen

The full spectrum of transfer matrices of the general eight-vertex model on a square lattice is obtained by numerical diagonalization. The eigenvalue spacing distribution and the spectral rigidity are analyzed. In non-integrable regimes we…

凝聚态物理 · 物理学 2009-10-28 Hendrik Meyer , Jean-Christian Anglès d'Auriac , Henrik Bruus

We calculate connected correlators in time dependent Gaussian orthogonal and symplectic random matrix ensembles by a diagrammatic method. We obtain averaged one-point Green's functions in the leading order O(1) and wide two-level and…

凝聚态物理 · 物理学 2008-02-03 Chigak Itoi , Yoshinori Sakamoto

The parametric variation of the eigenfrequencies of a chaotic plate is measured and compared to random matrix theory using recently calculated universal correlation functions. The sensitivity of the flexural modes of the plate to pressure…

凝聚态物理 · 物理学 2009-10-31 K. Schaadt , A. Kudrolli

A symmetric doubly stochastic matrix A is said to be determined by its spectra if the only symmetric doubly stochastic matrices that are similar to A are of the form $P^TAP$ for some permutation matrix P. The problem of characterizing such…

组合数学 · 数学 2013-10-07 Bassam Mourad , Hassan Abbas

We consider a sequence of matrices that are associated to Markov dynamical systems and use determinant-free linear algebra techniques (as well as some algebra and complex analysis) to rigorously estimate the eigenvalues of every matrix…

动力系统 · 数学 2020-01-22 Joseph Horan

Large-dimensional random matrix theory, RMT for short, which originates from the research field of quantum physics, has shown tremendous capability in providing deep insights into large dimensional systems. With the fact that we have…

谱理论 · 数学 2021-04-06 Jungang Ge , Ying-Chang Liang , Zhidong Bai , Guangming Pan