Přehled o publikaci
2015
Band generalization of the Golub–Kahan bidiagonalization, generalized Jacobi matrices, and the core problem
PLEŠINGER, Martin, Iveta HNĚTYNKOVÁ and Zdeněk STRAKOŠBasic 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.