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We study a new random matrix ensemble $X$ which is constructed by an application of a two dimensional linear filter to a matrix of iid random variables with infinite fourth moments. Our result gives asymptotic lower and upper bounds for the…

概率论 · 数学 2012-12-03 Oliver Pfaffel

We study the joint spectral properties of two coupled random matrices $H^{(1)}$ and $H^{(2)}$, which are either real symmetric or complex Hermitian. The entries of these matrices exhibit polynomially decaying correlations, both within each…

概率论 · 数学 2025-03-28 Oleksii Kolupaiev

We study concentration in spectral norm of nonparametric estimates of correlation matrices. We work within the confine of a Gaussian copula model. Two nonparametric estimators of the correlation matrix, the sine transformations of the…

统计理论 · 数学 2014-03-26 Ritwik Mitra , Cun-Hui Zhang

The open problem of calculating the limiting spectrum (or its Shannon transform) of increasingly large random Hermitian finite-band matrices is described. In general, these matrices include a finite number of non-zero diagonals around their…

信息论 · 计算机科学 2008-05-13 Oren Somekh , Osvalso Simeone , Benjamin M. Zaidel , H. Vincent Poor , Shlomo Shamai

This paper deals with the time-varying high dimensional covariance matrix estimation. We propose two covariance matrix estimators corresponding with a time-varying approximate factor model and a time-varying approximate characteristic-based…

计量经济学 · 经济学 2019-10-29 Jaeheon Jung

This review covers recent results concerning the estimation of large covariance matrices using tools from Random Matrix Theory (RMT). We introduce several RMT methods and analytical techniques, such as the Replica formalism and Free…

统计力学 · 物理学 2017-02-01 Joël Bun , Jean-Philippe Bouchaud , Marc Potters

Recently, QCD Dirac spectra have been obtained for reasonably large lattices. We argue that correlations of these spectra are universal and can be obtained from a random matrix model with the global symmetries of QCD. Analytical arguments…

高能物理 - 唯象学 · 物理学 2009-09-25 J. J. M. Verbaarschot

In the last decade, spectral linear statistics on large dimensional random matrices have attracted significant attention. Within the physics community, a privileged role has been played by invariant matrix ensembles for which a two…

数学物理 · 物理学 2016-02-18 Fabio Deelan Cunden , Paolo Facchi , Pierpaolo Vivo

We derive the mean eigenvalue density for symmetric Gaussian random N x N matrices in the limit of large N, with a constraint implying that the row sum of matrix elements should vanish. The result is shown to be equivalent to a result found…

无序系统与神经网络 · 物理学 2009-11-10 J. Staering , B. Mehlig , Yan V. Fyodorov , J. M. Luck

Strong matrix properties, roughly speaking, refer to generic conditions on a matrix such that its spectral perturbation and pattern perturbation interact nicely to cover a neighborhood in the ambient space. With a rich history, these strong…

组合数学 · 数学 2026-02-24 Minerva Catral , Shaun Fallat , Himanshu Gupta , Jephian C. -H. Lin

Correlation matrices inferred from stock return time series contain information on the behaviour of the market, especially on clusters of highly correlating stocks. Here we study a subset of New York Stock Exchange (NYSE) traded stocks and…

物理与社会 · 物理学 2009-11-13 Tapio Heimo , Jari Saramaki , Jukka-Pekka Onnela , Kimmo Kaski

The inverse eigenvalue problem of a graph $G$ is the problem of characterizing all lists of eigenvalues of real symmetric matrices whose off-diagonal pattern is prescribed by the adjacencies of $G$. The strong spectral property is a…

组合数学 · 数学 2023-06-07 Jephian C. -H. Lin , Polona Oblak , Helena Šmigoc

Time Resolved Correlation (TRC) is a recently introduced light scattering technique that allows to detect and quantify dynamic heterogeneities. The technique is based on the analysis of the temporal evolution of the speckle pattern…

软凝聚态物质 · 物理学 2007-05-23 Agnes Duri , Hugo Bissig , Veronique Trappe , Luca Cipelletti

We study some spectral properties of a matrix that is constructed as a combination of a Laplacian and an adjacency matrix of simple graphs. The matrix considered depends on a positive parameter, as such we consider the implications in…

动力系统 · 数学 2024-08-02 Riccardo Bonetto , Hildeberto Jardón Kojakhmetov

We present an original and novel method based on random matrix approach that enables to distinguish the respective role of temporal autocorrelations inside given time series and cross correlations between various time series. The proposed…

数据分析、统计与概率 · 物理学 2014-07-18 Michal Sawa , Dariusz Grech

The main goal of this thesis is to show the crucial role that plays the symbol in analysing the spectrum the sequence of matrices resulting from PDE approximation and in designing a fast method to solve the associated linear problem. In the…

数值分析 · 数学 2022-06-13 Ryma Imene Rahla

We reconstruct a rational Lax matrix of size R+1 from its spectral curve (the desingularization of the characteristic polynomial) and some additional data. Using a twisted Cauchy--like kernel (a bi-differential of bi-weight (1-nu,nu)) we…

可精确求解与可积系统 · 物理学 2008-04-08 Marco Bertola , Mikael Gekhtman

Randomized algorithms for very large matrix problems have received a great deal of attention in recent years. Much of this work was motivated by problems in large-scale data analysis, and this work was performed by individuals from many…

数据结构与算法 · 计算机科学 2011-11-16 Michael W. Mahoney

We apply random matrix theory to derive spectral density of large sample covariance matrices generated by multivariate VMA(q), VAR(q) and VARMA(q1,q2) processes. In particular, we consider a limit where the number of random variables N and…

统计金融 · 定量金融 2015-05-18 Zdzisław Burda , Andrzej Jarosz , Maciej A. Nowak , Małgorzata Snarska

The authors study the spectral theory of self-adjoint operators that are subject to certain types of perturbations. An iterative introduction of infinitely many randomly coupled rank-one perturbations is one of our settings. Spectral…

谱理论 · 数学 2019-02-08 Dale Frymark , Constanze Liaw