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Stochastic gradient descent (SGD) is a workhorse algorithm for solving large-scale optimization problems in data science and machine learning. Understanding the convergence of SGD is hence of fundamental importance. In this work we examine…

数值分析 · 数学 2024-12-11 Lehan Chen , Yuji Nakatsukasa

The distribution of individual Dirac eigenvalues is derived by relating them to the density and higher eigenvalue correlation functions. The relations are general and hold for any gauge theory coupled to fermions under certain conditions…

高能物理 - 理论 · 物理学 2009-11-10 G. Akemann , P. H. Damgaard

Statistical properties of eigenvectors in non-Hermitian random matrix ensembles are discussed, with an emphasis on correlations between left and right eigenvectors. Two approaches are described. One is an exact calculation for Ginibre's…

无序系统与神经网络 · 物理学 2015-06-25 B. Mehlig , J. T. Chalker

In this paper, we propose a decomposition approach for eigenvalue problems with spatial symmetries, including the formulation, discretization as well as implementation. This approach can handle eigenvalue problems with either Abelian or…

数值分析 · 数学 2012-11-16 Jun Fang , Xingyu Gao , Aihui Zhou

It is well known that from two-dimensional lattice equations one can derive one-dimensional lattice equations by imposing periodicity in some direction. In this paper we generalize the periodicity condition by adding a symmetry…

可精确求解与可积系统 · 物理学 2015-06-16 Christopher M. Ormerod , Peter H. van der Kamp , Jarmo Hietarinta , G. R. W. Quispel

We construct explicit formulae for the eigenvalues of certain invariants of the Lie superalgebra gl(m|n) using characteristic identities. We discuss how such eigenvalues are related to reduced Wigner coefficients and the reduced matrix…

数学物理 · 物理学 2015-06-12 Mark D. Gould , Phillip S. Isaac , Jason L. Werry

In the broad range of studies related to quantum graphs, quantum graph spectra appear as a topic of special interest. They are important in the context of diffusion type problems posed on metric graphs. Theoretical findings suggest that…

数值分析 · 数学 2023-12-15 Chong-Son Dröge , Anna Weller

We propose a new concept of a relatively inexact stochastic subgradient and present novel first-order methods that can use such objects to approximately solve convex optimization problems in relative scale. An important example where…

最优化与控制 · 数学 2023-05-30 Yurii Nesterov , Anton Rodomanov

Novel relativistic expressions are used to calculate the weak decay constants of pseudoscalar and vector mesons within the constituent quark model. Meson wave functions satisfy the quasipotential equation with the complete relativistic…

高能物理 - 唯象学 · 物理学 2009-11-11 D. Ebert , R. N. Faustov , V. O. Galkin

Using properties of harmonic functions in multidimensional space, we transform the Hartree-Fock eigenvalue problem into a more tractable eigenvalue problem in which the Laplacian is eliminated. This new formulation may facilitate the…

经典分析与常微分方程 · 数学 2025-11-17 Richard A Zalik

We discuss the (right) eigenvalue equation for $\mathbb{H}$, $\mathbb{C}$ and $\mathbb{R}$ linear quaternionic operators. The possibility to introduce an isomorphism between these operators and real/complex matrices allows to translate the…

数学物理 · 物理学 2009-11-07 S. De Leo , G. Scolarici , L. Solombrino

Evaluation of the eigenvectors of symmetric tridiagonal matrices is one of the most basic tasks in numerical linear algebra. It is a widely known fact that, in the case of well separated eigenvalues, the eigenvectors can be evaluated with…

数值分析 · 数学 2014-08-27 Andrei Osipov

This paper proposes and analyzes a new weak Galerkin method for the eigenvalue problem by using the shifted-inverse power technique. A high order lower bound can be obtained at a relatively low cost via the proposed method. The error…

数值分析 · 数学 2018-03-28 Qilong Zhai , Xiaozhe Hu , Ran Zhang

We consider the solution of systems of linear algebraic equations (SLAEs) with an ill-conditioned or degenerate exact matrix and an approximate right-hand side. An approach to solving such a problem is proposed and justified, which makes it…

数值分析 · 数学 2024-05-08 A. S. Leonov

In this article, we study eigenvalue problems associated to self-adjoint operators and their approximation obtained by subspace projection, as used in the reduced basis method for instance. We provide error bounds between the exact…

数学物理 · 物理学 2025-06-16 Louis Garrigue , Benjamin Stamm

Given a random quantum state of multiple distinguishable or indistinguishable particles, we provide an effective method, rooted in symplectic geometry, to compute the joint probability distribution of the eigenvalues of its one-body reduced…

量子物理 · 物理学 2014-10-21 Matthias Christandl , Brent Doran , Stavros Kousidis , Michael Walter

The performance of eigenvalue problem solvers (eigensolvers) depends on various factors such as preconditioning and eigenvalue distribution. Developing stable and rapidly converging vectorwise eigensolvers is a crucial step in improving the…

数值分析 · 数学 2026-01-09 Ming Zhou , Klaus Neymeyr

We discuss quantum graphs consisting of a compact part and semiinfinite leads. Such a system may have embedded eigenvalues if some edge lengths in the compact part are rationally related. If such a relation is perturbed these eigenvalues…

数学物理 · 物理学 2019-12-10 Pavel Exner , Jiri Lipovsky

In this paper, a new type of multi-level correction scheme is proposed for solving eigenvalue problems by finite element method. With this new scheme, the accuracy of eigenpair approximations can be improved after each correction step which…

数值分析 · 数学 2011-07-04 Qun Lin , Hehu Xie

We apply the method of inverse iteration to the Laplace eigenvalue problem with Robin and mixed Dirichlet-Neumann boundary conditions, respectively. For each problem, we prove convergence of the iterates to a non-trivial principal…

偏微分方程分析 · 数学 2025-06-03 Benjamin Lyons , Emily Ruttenberg , Nicholas Zitzelberger