Matrix functions of the form $f(A)v$, where $A$ is a large symmetric matrix, $f$ is afunction, and $v\\ne 0$ is a vector, are commonly approximated by first applying a few,say $n$, steps of the symmetric Lanczos process to $A$ with the initial vector $v$ in order todetermine an orthogonal section of $A$. The latter is represented by a (small)$n\\times n$ tridiagonal matrix to which $f$ is applied. This approach uses the $n$ firstLanczos vectors provided by the Lanczos process. However, $n$ steps of the Lanczosprocess yield $n+1$ Lanczos vectors. This paper discusses how the $(n+1)$stLanczos vector can be used to improve the quality of the computed approximation of$f(A)v$. Also the approximation of expressions of the form $v^Tf(A)v$ is cons...
AbstractThe Lanczos algorithm for tridiagonalizing a given matrix A generates a sequence of approxim...
15 pages, no figures.-- MSC2000 code: 65D15.MR#: MR2456794 (2009h:65035)Zbl#: Zbl pre05362059^aMany ...
15 pages, no figures.-- MSC2000 code: 65D15.MR#: MR2456794 (2009h:65035)Zbl#: Zbl pre05362059^aMany ...
The need to compute the trace of a large matrix that is not explicitly known, such as the matrix exp...
In this paper, we investigate a method for restarting the Lanczos method for approximating the matri...
In this paper, we investigate a method for restarting the Lanczos method for approximating the matri...
In the presented work, we study numerical methods for approximation of a function f of a matrix A. F...
The Lanczos algorithm is appreciated in many situations due to its speed. and economy of storage. Ho...
AbstractLet A be a square symmetric n × n matrix, φ be a vector from Rn, and f be a function defined...
We analyze the Lanczos method for matrix function approximation (Lanczos-FA), an iterative algorithm...
We describe a Lanczos-based algorithm for approximating the product of a rational matrix function wi...
AbstractLet A be a square symmetric n × n matrix, φ be a vector from Rn, and f be a function defined...
Thesis (Ph.D.)--University of Washington, 2022We study Lanczos-based methods for tasks involving mat...
Lanczos' tridiagonalization processes transform a matrix into an equivalent tridiagonal one. In this...
AbstractMany problems in applied mathematics require the evaluation of matrix functionals of the for...
AbstractThe Lanczos algorithm for tridiagonalizing a given matrix A generates a sequence of approxim...
15 pages, no figures.-- MSC2000 code: 65D15.MR#: MR2456794 (2009h:65035)Zbl#: Zbl pre05362059^aMany ...
15 pages, no figures.-- MSC2000 code: 65D15.MR#: MR2456794 (2009h:65035)Zbl#: Zbl pre05362059^aMany ...
The need to compute the trace of a large matrix that is not explicitly known, such as the matrix exp...
In this paper, we investigate a method for restarting the Lanczos method for approximating the matri...
In this paper, we investigate a method for restarting the Lanczos method for approximating the matri...
In the presented work, we study numerical methods for approximation of a function f of a matrix A. F...
The Lanczos algorithm is appreciated in many situations due to its speed. and economy of storage. Ho...
AbstractLet A be a square symmetric n × n matrix, φ be a vector from Rn, and f be a function defined...
We analyze the Lanczos method for matrix function approximation (Lanczos-FA), an iterative algorithm...
We describe a Lanczos-based algorithm for approximating the product of a rational matrix function wi...
AbstractLet A be a square symmetric n × n matrix, φ be a vector from Rn, and f be a function defined...
Thesis (Ph.D.)--University of Washington, 2022We study Lanczos-based methods for tasks involving mat...
Lanczos' tridiagonalization processes transform a matrix into an equivalent tridiagonal one. In this...
AbstractMany problems in applied mathematics require the evaluation of matrix functionals of the for...
AbstractThe Lanczos algorithm for tridiagonalizing a given matrix A generates a sequence of approxim...
15 pages, no figures.-- MSC2000 code: 65D15.MR#: MR2456794 (2009h:65035)Zbl#: Zbl pre05362059^aMany ...
15 pages, no figures.-- MSC2000 code: 65D15.MR#: MR2456794 (2009h:65035)Zbl#: Zbl pre05362059^aMany ...