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The Arnoldi process provides an efficient framework for approximating functions of a matrix applied to a vector, i.e., of the form $f(M)\bm{b}$, by repeated matrix-vector multiplications. In this paper, we derive error estimates for…

数值分析 · 数学 2026-01-27 James H. Adler , Xiaozhe Hu , Wenxiao Pan , Zhongqin Xue

The eigenvalue problem of the Laplace-Beltrami operators on curved surfaces plays an essential role in the convergence analysis of the numerical simulations of some important geometric partial differential equations which involve this…

数值分析 · 计算机科学 2013-10-18 Sheng-Gwo Chen , Mei-Hsiu Chi , Jyh-Yang Wu

Many fields of science and engineering require finding eigenvalues and eigenvectors of large matrices. The solutions can represent oscillatory modes of a bridge, a violin, the disposition of electrons around an atom or molecule, the…

量子物理 · 物理学 2008-06-10 Eric J. Heller , Lev Kaplan , Frank Pollmann

A state-preserving quantum counting algorithm is used to obtain coefficients of a Lanczos recursion from a single ground state wavefunction on the quantum computer. This is used to compute the continued fraction representation of an…

量子物理 · 物理学 2021-03-10 Thomas E. Baker

We propose a novel quasi-Newton method for solving the sparse inverse covariance estimation problem also known as the graphical least absolute shrinkage and selection operator (GLASSO). This problem is often solved using a second-order…

数值分析 · 数学 2023-10-18 Gal Shalom , Eran Treister , Irad Yavneh

We study the eigenvalue spectrum of different lattice Dirac operators (staggered, fixed point, overlap) and discuss their dependence on the topological sectors. Although the model is 2D (the Schwinger model with massless fermions) our…

高能物理 - 格点 · 物理学 2015-06-25 F. Farchioni , I. Hip , C. B. Lang

We propose a tridiagonalization approach for non-Hermitian random matrices and Hamiltonians using singular value decomposition (SVD). This technique leverages the real and non-negative nature of singular values, bypassing the complex…

量子物理 · 物理学 2025-03-05 Pratik Nandy , Tanay Pathak , Zhuo-Yu Xian , Johanna Erdmenger

We study the direct and inverse spectral theory for a class of finite Hermitian banded matrices. Using the theory of matrix orthogonal polynomials, we provide an explicit procedure for reconstructing a banded matrix from a matrix-valued…

谱理论 · 数学 2026-04-14 Charbel Abi Younes , Thomas Trogdon

The computation of the partial generalized singular value decomposition (GSVD) of large-scale matrix pairs can be approached by means of iterative methods based on expanding subspaces, particularly Krylov subspaces. We consider the joint…

数值分析 · 数学 2023-05-15 Fernando Alvarruiz , Carmen Campos , Jose E. Roman

In this paper we present an iterative method, inspired by the inverse iteration with shift technique of finite linear algebra, designed to find the eigenvalues and eigenfunctions of the Laplacian with homogeneous Dirichlet boundary…

Quantum algorithms for estimating the eigenvalues of matrices, including the phase estimation algorithm, serve as core subroutines in a wide range of quantum algorithms, including those in quantum chemistry and quantum machine learning. The…

量子物理 · 物理学 2025-09-03 Abhijeet Alase , Salini Karuvade

Joint diagonalization, the process of finding a shared set of approximate eigenvectors for a collection of matrices, arises in diverse applications such as multidimensional harmonic analysis or quantum information theory. This task is…

最优化与控制 · 数学 2025-02-12 Erik Troedsson , Marcus Carlsson , Herwig Wendt

We present a matrix technique to obtain the spectrum and the analytical index of some elliptic operators defined on compact Riemannian manifolds. The method uses matrix representations of the derivative which yield exact values for the…

高能物理 - 格点 · 物理学 2008-11-26 R. G. Campos , J. L. Lopez-Lopez , R. Vera

We consider the solution of large-scale nonlinear algebraic Hermitian eigenproblems of the form $T(\lambda)v=0$ that admit a variational characterization of eigenvalues. These problems arise in a variety of applications and are…

数值分析 · 数学 2015-04-14 Daniel B. Szyld , Eugene Vecharynski , Fei Xue

In this paper we examine how the predictions of conformal invariance can be widely exploited to overcome the difficulties of the density-matrix renormalization group near quantum critical points. The main idea is to match the set of…

统计力学 · 物理学 2007-05-23 C. Degli Esposti Boschi , F. Ortolani

We propose an inexact optimization algorithm on Riemannian manifolds, motivated by quadratic discrimination tasks in high-dimensional, low-sample-size (HDLSS) imaging settings. In such applications, gradient evaluations are often biased due…

最优化与控制 · 数学 2025-07-08 Uday Talwar , Meredith K. Kupinski , Afrooz Jalilzadeh

Large-scale eigenvalue problems pose a significant challenge to classical computers. While there are efficient quantum algorithms for unitary or Hermitian matrices, eigenvalue problems for non-normal matrices remain open in quantum…

量子物理 · 物理学 2026-03-25 Honghong Lin , Yun Shang

We propose inexact subspace iteration for solving high-dimensional eigenvalue problems with low-rank structure. Inexactness stems from low-rank compression, enabling efficient representation of high-dimensional vectors in a low-rank tensor…

数值分析 · 数学 2025-10-16 Alec Dektor , Peter DelMastro , Erika Ye , Roel Van Beeumen , Chao Yang

Non-Hermitian operators naturally arise in the description of open quantum systems, which exhibit features such as resonances and decay processes, where the associated eigenvalues are complex. Standard quantum algorithms, including the…

量子物理 · 物理学 2026-04-01 Durgesh Pandey , Ankit Kumar Das , P. Arumugam

We address an algorithm for the least squares fitting of a subset of the eigenvalues of an unknown Hermitian matrix lying an an affine subspace, called the Lift and Projection (LP) method, due to Chen and Chu (SIAM Journal on Numerical…

数值分析 · 数学 2025-04-11 Alban Bloor Riley , Marcus Webb , Michael L. Baker