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Random feature maps are ubiquitous in modern statistical machine learning, where they generalize random projections by means of powerful, yet often difficult to analyze nonlinear operators. In this paper, we leverage the "concentration"…

机器学习 · 统计学 2021-03-18 Zhenyu Liao , Romain Couillet

The class of $\alpha$-stable distributions received much interest for modelling impulsive phenomena occur in engineering, economics, insurance, and physics. The lack of non-analytical form for probability density function is considered as…

统计方法学 · 统计学 2018-09-18 Mahdi Teimouri

Finding eigenvalue distributions for a number of sparse random matrix ensembles can be reduced to solving nonlinear integral equations of the Hammerstein type. While a systematic mathematical theory of such equations exists, it has not been…

无序系统与神经网络 · 物理学 2025-01-24 Pawat Akara-pipattana , Oleg Evnin

We study spectral properties of the Fokker-Planck operator that describes particles diffusing in a quenched random velocity field. This random operator is non-Hermitian and has eigenvalues occupying a finite area in the complex plane. We…

无序系统与神经网络 · 物理学 2011-08-05 J. T. Chalker , Z. Jane Wang

By the use of extensive numerical simulations we show that the nearest-neighbor energy level spacing distribution $P(s)$ and the entropic eigenfunction localization length of the adjacency matrices of Erd\H{o}s-R\'enyi (ER) {\it fully}…

A comprehensive convergence and stability analysis of some probabilistic numerical methods designed to solve Cauchy-type inverse problems is performed in this study. Such inverse problems aim at solving an elliptic partial differential…

数值分析 · 数学 2025-08-12 Iulian Cîmpean , Andreea Grecu , Liviu Marin

Kolo\u{g}lu, Kopp and Miller compute the limiting spectral distribution of a certain class of real random matrix ensembles, known as $k$-block circulant ensembles, and discover that it is exactly equal to the eigenvalue distribution of an…

概率论 · 数学 2018-04-18 Roger Van Peski

In this paper, we investigate the existence and nonexistence of entire solutions to a general class of Cauchy problems in the positive half line. Our results provide a unified approach to proving sharp local and entire solvability of…

偏微分方程分析 · 数学 2026-01-12 Feida Jiang , Neil S. Trudinger , Qiao-Qiao Xu

In this paper the question about statistical properties of block--hierarchical random matrices is raised for the first time in connection with structural characteristics of random hierarchical networks obtained by mipmapping procedure. In…

无序系统与神经网络 · 物理学 2015-05-13 V. A. Avetisov , A. V. Chertovich , S. K. Nechaev , O. A. Vasilyev

It has been shown recently [10] that Cauchy transforms of orthogonal polynomials appear naturally in general correlation functions containing ratios of characteristic polynomials of random NxN Hermitian matrices. Our main goal is to…

高能物理 - 理论 · 物理学 2011-07-19 G. Akemann , Y. V. Fyodorov

We utilize Cauchy's argument principle in combination with the Jacobian of a holomorphic function in several complex variables and the first moment of a ratio of two correlated complex normal random variables to prove explicit formulas for…

概率论 · 数学 2022-01-10 Christopher Corley , Andrew Ledoan , Aaron Yeager

A simple way of obtaining robust estimates of the "center" (or the "location") and of the "scatter" of a dataset is to use the maximum likelihood estimate with a class of heavy-tailed distributions, regardless of the "true" distribution…

统计理论 · 数学 2023-11-28 Pavol Ševera

In this paper we study the Cauchy problem for the wave equations for hypoelliptic homogeneous left-invariant operators on graded Lie groups when the time-dependent non-negative propagation speed is regular, H\"older, and distributional. For…

偏微分方程分析 · 数学 2018-10-30 Michael Ruzhansky , Nurgissa Yessirkegenov

This paper studies the asymptotic behaviors of the pairwise angles among n randomly and uniformly distributed unit vectors in R^p as the number of points n -> infinity, while the dimension p is either fixed or growing with n. For both…

统计理论 · 数学 2013-06-04 Tony Cai , Jianqing Fan , Tiefeng Jiang

The logarithm of the diagonal matrix element of a high power of a random matrix converges to the Cole-Hopf solution of the Kardar-Parisi-Zhang equation in the sense of one-point distributions.

概率论 · 数学 2018-12-14 Vadim Gorin , Sasha Sodin

We consider an indexed class of real symmetric random matrices which generalize the symmetric Hankel and Reverse Circulant matrices. We show that the limiting spectral distributions of these matrices exist almost surely and the limit is…

概率论 · 数学 2014-08-06 Anirban Basak , Arup Bose , Soumendu Sundar Mukherjee

We relate the distribution of eigenvalues of a random symmetric matrix in the Gaussian Orthogonal Ensemble to the distribution of critical values of a random linear combination of eigenfunctions of the Laplacian on a compact Riemann…

微分几何 · 数学 2014-03-18 Liviu I. Nicolaescu

We study the level spacing distribution $P(S)$ of 2D real random matrices both symmetric as well as general, non-symmetric. In the general case we restrict ourselves to Gaussian distributed matrix elements, but different widths of the…

混沌动力学 · 物理学 2015-05-13 S. Grossmann , M. Robnik

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

Spectral properties of Toeplitz operators and their finite truncations have long been central in operator theory. In the finite dimensional, non-normal setting, the spectrum is notoriously unstable under perturbations. Random perturbations…

概率论 · 数学 2025-09-17 Anirban Basak