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Updating QR factorization procedure for solution of linear least squares problem with equality constraints

In this article, we present a QR updating procedure as a solution approach for linear least squares problem with equality constraints. We reduce the constrained problem to unconstrained linear least squares and partition it into a small subproblem. The QR factorization of the subproblem is calculate...

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Detalles Bibliográficos
Autores principales: Zeb, Salman, Yousaf, Muhammad
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer International Publishing 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5684333/
https://www.ncbi.nlm.nih.gov/pubmed/29200791
http://dx.doi.org/10.1186/s13660-017-1547-0
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author Zeb, Salman
Yousaf, Muhammad
author_facet Zeb, Salman
Yousaf, Muhammad
author_sort Zeb, Salman
collection PubMed
description In this article, we present a QR updating procedure as a solution approach for linear least squares problem with equality constraints. We reduce the constrained problem to unconstrained linear least squares and partition it into a small subproblem. The QR factorization of the subproblem is calculated and then we apply updating techniques to its upper triangular factor R to obtain its solution. We carry out the error analysis of the proposed algorithm to show that it is backward stable. We also illustrate the implementation and accuracy of the proposed algorithm by providing some numerical experiments with particular emphasis on dense problems.
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spelling pubmed-56843332017-11-30 Updating QR factorization procedure for solution of linear least squares problem with equality constraints Zeb, Salman Yousaf, Muhammad J Inequal Appl Research In this article, we present a QR updating procedure as a solution approach for linear least squares problem with equality constraints. We reduce the constrained problem to unconstrained linear least squares and partition it into a small subproblem. The QR factorization of the subproblem is calculated and then we apply updating techniques to its upper triangular factor R to obtain its solution. We carry out the error analysis of the proposed algorithm to show that it is backward stable. We also illustrate the implementation and accuracy of the proposed algorithm by providing some numerical experiments with particular emphasis on dense problems. Springer International Publishing 2017-11-13 2017 /pmc/articles/PMC5684333/ /pubmed/29200791 http://dx.doi.org/10.1186/s13660-017-1547-0 Text en © The Author(s) 2017 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made.
spellingShingle Research
Zeb, Salman
Yousaf, Muhammad
Updating QR factorization procedure for solution of linear least squares problem with equality constraints
title Updating QR factorization procedure for solution of linear least squares problem with equality constraints
title_full Updating QR factorization procedure for solution of linear least squares problem with equality constraints
title_fullStr Updating QR factorization procedure for solution of linear least squares problem with equality constraints
title_full_unstemmed Updating QR factorization procedure for solution of linear least squares problem with equality constraints
title_short Updating QR factorization procedure for solution of linear least squares problem with equality constraints
title_sort updating qr factorization procedure for solution of linear least squares problem with equality constraints
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5684333/
https://www.ncbi.nlm.nih.gov/pubmed/29200791
http://dx.doi.org/10.1186/s13660-017-1547-0
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