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Efficient estimation of eigenvalue counts in an interval.

Authors :
Di Napoli, Edoardo
Polizzi, Eric
Saad, Yousef
Source :
Numerical Linear Algebra with Applications. Aug2016, Vol. 23 Issue 4, p674-692. 19p.
Publication Year :
2016

Abstract

Estimating the number of eigenvalues located in a given interval of a large sparse Hermitian matrix is an important problem in certain applications, and it is a prerequisite of eigensolvers based on a divide-andconquer paradigm. Often, an exact count is not necessary, and methods based on stochastic estimates can be utilized to yield rough approximations. This paper examines a number of techniques tailored to this specific task. It reviews standard approaches and explores new ones based on polynomial and rational approximation filtering combined with a stochastic procedure. We also discuss how the latter method is particularly wellsuited for the FEAST eigensolver. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
10705325
Volume :
23
Issue :
4
Database :
Academic Search Index
Journal :
Numerical Linear Algebra with Applications
Publication Type :
Academic Journal
Accession number :
116787233
Full Text :
https://doi.org/10.1002/nla.2048