J 2015

Band generalization of the Golub–Kahan bidiagonalization, generalized Jacobi matrices, and the core problem

PLEŠINGER, Martin, Iveta HNĚTYNKOVÁ and Zdeněk STRAKOŠ

Basic information

Original name

Band generalization of the Golub–Kahan bidiagonalization, generalized Jacobi matrices, and the core problem

Authors

PLEŠINGER, Martin (203 Czech Republic, guarantor, belonging to the institution), Iveta HNĚTYNKOVÁ (203 Czech Republic) and Zdeněk STRAKOŠ (203 Czech Republic)

Edition

SIAM Journal on Matrix Analysis and Appliccations, Society for Industrial and Applied Mathematics, 2015, 0895-4798

Other information

Language

English

Type of outcome

Article in a journal

Field of Study

General mathematics

Country of publisher

United States of America

Confidentiality degree

is not subject to a state or trade secret

References:

RIV identification code

RIV/46747885:24510/15:#0001238

Organization

Faculty of Science, Humanities and Education – Technical University of Liberec – Repository

UT WoS

000357407800004

Keywords in English

total least squares problem; multiple right-hand sides; core problem; Golub–Kahan bidiagonalization; generalized Jacobi matrices

Tags

International impact, Reviewed
Changed: 23/3/2016 10:40, Martin Plešinger

Abstract

V originále

The concept of the core problem in total least squares (TLS) problems with single right-hand side introduced in [C. C. Paige and Z. Strakoš, SIAM J. Matrix Anal. Appl., 27 (2005), pp. 861–875] separates necessary and sufficient information for solving the problem from redundancies and irrelevant information contained in the data. It is based on orthogonal transformations such that the resulting problem decomposes into two independent parts. One of the parts has nonzero righthand side and minimal dimensions and it always has the unique TLS solution. The other part has trivial (zero) right-hand side and maximal dimensions. Assuming exact arithmetic, the core problem can be obtained by the Golub–Kahan bidiagonalization. Extension of the core concept to the multiple right-hand sides case $AX \approx B$ in [I. Hnětynková, M. Plešinger, and Z. Strakoš, SIAM J. Matrix Anal. Appl., 34 (2013), pp. 917–931], which is highly nontrivial, is based on application of the singular value decomposition. In this paper we prove that the band generalization of the Golub–Kahan bidiagonalization proposed in this context by Björck also yields the core problem. We introduce generalized Jacobi matrices and investigate their properties. They prove useful in further analysis of the core problem concept. This paper assumes exact arithmetic.