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The Core Problem within a Linear Approximation Problem $AX/approx B$ with Multiple Right-Hand Sides

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    SYSNO ASEP0426569
    Document TypeJ - Journal Article
    R&D Document TypeJournal Article
    Subsidiary JČlánek ve WOS
    TitleThe Core Problem within a Linear Approximation Problem $AX/approx B$ with Multiple Right-Hand Sides
    Author(s) Hnětynková, Iveta (UIVT-O) SAI, RID, ORCID
    Plešinger, Martin (UIVT-O) RID, SAI, ORCID
    Strakoš, Z. (CZ)
    Source TitleSIAM Journal on Matrix Analysis and Applications. - : SIAM Society for Industrial and Applied Mathematics - ISSN 0895-4798
    Roč. 34, č. 3 (2013), s. 917-931
    Number of pages15 s.
    Languageeng - English
    CountryUS - United States
    Keywordstotal least squares problem ; multiple right-hand sides ; core problem ; linear approximation problem ; error-in-variables modeling ; orthogonal regression ; singular value decomposition
    Subject RIVBA - General Mathematics
    R&D ProjectsGA13-06684S GA ČR - Czech Science Foundation (CSF)
    Institutional supportUIVT-O - RVO:67985807
    UT WOS000325092700004
    EID SCOPUS84887388529
    DOI10.1137/120884237
    AnnotationThis paper focuses on total least squares (TLS) problems $AX/approx B$ with multiple right-hand sides. Existence and uniqueness of a TLS solution for such problems was analyzed in the paper [I. Hnětynková et al., SIAM J. Matrix Anal. Appl., 32, 2011, pp. 748--770]. For TLS problems with single right-hand sides the paper [C. C. Paige and Z. Strakoš, SIAM J. Matrix Anal. Appl., 27, 2006, pp. 861--875] showed how necessary and sufficient information for solving $Ax/approx b$ can be revealed from the original data through the so-called core problem concept. In this paper we present a theoretical study extending this concept to problems with multiple right-hand sides. The data reduction we present here is based on the singular value decomposition of the system matrix $A$. We show minimality of the reduced problem; in this sense the situation is analogous to the single right-hand side case. Some other properties of the core problem, however, cannot be extended to the case of multiple right-hand sides.
    WorkplaceInstitute of Computer Science
    ContactTereza Šírová, sirova@cs.cas.cz, Tel.: 266 053 800
    Year of Publishing2014
Number of the records: 1  

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