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AN IMPROVED SCHUR-PADÒ ALGORITHM FOR FRACTIONAL POWERS OF A MATRIX AND THEIR FRÒCHET DERIVATIVES.

Authors :
HIGHAM, NICHOLAS J.
LIN, LIJING
Source :
SIAM Journal on Matrix Analysis & Applications. 2013, Vol. 34 Issue 3, p1341-1360. 20p.
Publication Year :
2013

Abstract

The Schur--Padé algorithm [N. J. Higham and L. Lin, SIAM J. Matrix Anal. Appl., 32 (2011), pp. 1056--1078] computes arbitrary real powers At of a matrix A C n x n using the building blocks of Schur decomposition, matrix square roots, and Padé approximants. We improve the algorithm by basing the underlying error analysis on the quantities |(I-A)k|1/k, for several small k, instead of |I-A|. We extend the algorithm so that it computes along with At one or more Fréchet derivatives, with reuse of information when more than one Fréchet derivative is required, as is the case in condition number estimation. We also derive a version of the extended algorithm that works entirely in real arithmetic when the data is real. Our numerical experiments show the new algorithms to be superior in accuracy to, and often faster than, the original Schur--Padé algorithm for computing matrix powers and more accurate than several alternative methods for computing the Fréchet derivative. They also show that reliable estimates of the condition number of At are obtained by combining the algorithms with a matrix norm estimator. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
08954798
Volume :
34
Issue :
3
Database :
Academic Search Index
Journal :
SIAM Journal on Matrix Analysis & Applications
Publication Type :
Academic Journal
Accession number :
108648659
Full Text :
https://doi.org/10.1137/130906118