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We consider two classical ensembles of the random matrix theory: the Wigner matrices and sample covariance matrices, and prove Central Limit Theorem for linear eigenvalue statistics under rather weak (comparing with results known before)…

数学物理 · 物理学 2011-01-18 Mariya Shcherbina

In the present work we derive a Central Limit Theorem for sequences of Hilbert-valued Piecewise Deterministic Markov process models and their global fluctuations around their deterministic limit identified by the Law of Large Numbers. We…

概率论 · 数学 2013-04-23 Martin G Riedler , Michele Thieullen

Classical multidimensional scaling is a widely used method in dimensionality reduction and manifold learning. The method takes in a dissimilarity matrix and outputs a low-dimensional configuration matrix based on a spectral decomposition.…

统计方法学 · 统计学 2019-05-15 Gongkai Li , Minh Tang , Nichlas Charon , Carey E Priebe

We study the fluctuation behavior of individual eigenvalues of kernel matrices arising from dense graphon-based random graphs. Under minimal integrability and boundedness assumptions on the graphon, we establish distributional limits for…

概率论 · 数学 2026-03-03 Behzad Aalipur

We prove matching asymptotic lower and upper bounds on the variances of the intrinsic volumes and the number of $k$-faces of $d$-dimensional random beta-polytopes. Using Stein's methods, we establish central limit theorems for the intrinsic…

度量几何 · 数学 2025-12-04 Ferenc Fodor , Balázs Grünfelder

The paper contains lower bounds on the counting function of the positive eigenvalues of the interior transmission problem when the latter is elliptic. In particular, these bounds justify the existence of an infinite set of interior…

数学物理 · 物理学 2015-06-05 Evgeny Lakshtanov , Boris Vainberg

We have calculated wave functions and matrix elements of the dipole operator in the two- and three-dimensional Anderson model of localization and have studied their statistical properties in the limit of weak disorder. In particular, we…

无序系统与神经网络 · 物理学 2025-10-01 Ville Uski , Bernhard Mehlig , Rudolf A. Roemer

The paper establishes the central limit theorems and proposes how to perform valid inference in factor models. We consider a setting where many counties/regions/assets are observed for many time periods, and when estimation of a global…

计量经济学 · 经济学 2023-06-22 Stanislav Anatolyev , Anna Mikusheva

We study the Central Limit Theorem (CLT) in the so-called mixed (anisotropic) Lebesgue-Riesz spaces and tail behavior of normed sums of centered random independent variables (vectors) with values in these spaces.

概率论 · 数学 2013-08-27 E. Ostrovsky , L. Sirota

We report a numerical analysis of corrections to finite size scaling at the Anderson transition due to irrelevant scaling variables and non-linearities of the scaling variables. By taking proper account of these corrections, the…

无序系统与神经网络 · 物理学 2009-10-31 Keith Slevin , Tomi Ohtsuki

A Central Limit Theorem for linear combinations of iterates of an inner function is proved. The main technical tool is Aleksandrov Desintegration Theorem for Aleksandrov-Clark measures.

复变函数 · 数学 2020-06-23 Artur Nicolau , Odí Soler i Gibert

We applied finite difference time domain (FDTD) algorithm to the study of field and intensity correlations in random media. Close to the onset of Anderson localization, we observe deviations of the correlation functions, in both shape and…

无序系统与神经网络 · 物理学 2009-11-10 Shih-Hui Chang , Allen Taflove , Alexey Yamilov , Aleksander Burin , Hui Cao

We establish bounds for the covariance of a large class of functions of infinite variance stable random variables, including unbounded functions such as the power function and the logarithm. These bounds involve measures of dependence…

统计理论 · 数学 2011-11-10 Vladas Pipiras , Murad S. Taqqu , Patrice Abry

It is shown that the characteristics of the mesoscopic fluctuations in the conventional quantum-diffusion model and the model of the non-coherent (`classical') diffusion in media with long-range correlated disorder are quite similar in the…

凝聚态物理 · 物理学 2007-05-23 Igor V. Lerner

We prove a central limit theorem applicable to one dimensional stochastic approximation algorithms that converge to a point where the error terms of the algorithm do not vanish. We show how this applies to a certain class of these…

概率论 · 数学 2011-02-24 Henrik Renlund

This paper focuses on investigating Stein's invariant shrinkage estimators for large sample covariance matrices and precision matrices in high-dimensional settings. We consider models that have nearly arbitrary population covariance…

统计理论 · 数学 2024-04-24 Xiucai Ding , Yun Li , Fan Yang

The statistics of eigenfunction amplitudes are studied in mesoscopic disordered electron systems of finite size. The exact eigenspectrum and eigenstates are obtained by solving numerically Anderson Hamiltonian on a three-dimensional lattice…

无序系统与神经网络 · 物理学 2009-10-31 Branislav K. Nikolic

Linear statistics of eigenvalues in many familiar classes of random matrices are known to obey gaussian central limit theorems. The proofs of such results are usually rather difficult, involving hard computations specific to the model in…

概率论 · 数学 2007-11-25 Sourav Chatterjee

We prove localization (near the bottom of the spectrum) for certain non-stationary variants of the Anderson model in three dimensions. More specifically, we prove a Wegner estimate, which implies localization by existing work. Two key…

数学物理 · 物理学 2026-03-19 Omar Hurtado

Let $r=r(n)$ be a sequence of integers such that $r\leq n$ and let $X_1,\ldots,X_{r+1}$ be independent random points distributed according to the Gaussian, the Beta or the spherical distribution on $\mathbb{R}^n$. Limit theorems for the…

概率论 · 数学 2017-08-03 Julian Grote , Zakhar Kabluchko , Christoph Thäle