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Multiple-rank modification of symmetric eigenvalue problem

Rank-1 modifications applied k-times (k > 1) often are performed to achieve a rank-k modification. We propose a rank- k modification for enhancing computational efficiency. As the first step toward a rank- k modification, an algorithm to perform a rank-2 modification is proposed and tested. The c...

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Detalles Bibliográficos
Autores principales: Oh, HyungSeon, Hu, Zhe
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6314274/
https://www.ncbi.nlm.nih.gov/pubmed/30619724
http://dx.doi.org/10.1016/j.mex.2018.01.001
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author Oh, HyungSeon
Hu, Zhe
author_facet Oh, HyungSeon
Hu, Zhe
author_sort Oh, HyungSeon
collection PubMed
description Rank-1 modifications applied k-times (k > 1) often are performed to achieve a rank-k modification. We propose a rank- k modification for enhancing computational efficiency. As the first step toward a rank- k modification, an algorithm to perform a rank-2 modification is proposed and tested. The computation cost of our proposed algorithm is in [Formula: see text] where n is the cardinality of the matrix of interest. We also propose a general rank-k update algorithm based on the Sturm Theorem, and compare our results to those of the direct eigenvalue decomposition and of a perturbation method.
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spelling pubmed-63142742019-01-07 Multiple-rank modification of symmetric eigenvalue problem Oh, HyungSeon Hu, Zhe MethodsX Energy Rank-1 modifications applied k-times (k > 1) often are performed to achieve a rank-k modification. We propose a rank- k modification for enhancing computational efficiency. As the first step toward a rank- k modification, an algorithm to perform a rank-2 modification is proposed and tested. The computation cost of our proposed algorithm is in [Formula: see text] where n is the cardinality of the matrix of interest. We also propose a general rank-k update algorithm based on the Sturm Theorem, and compare our results to those of the direct eigenvalue decomposition and of a perturbation method. Elsevier 2018-02-20 /pmc/articles/PMC6314274/ /pubmed/30619724 http://dx.doi.org/10.1016/j.mex.2018.01.001 Text en © 2018 The Author(s) http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Energy
Oh, HyungSeon
Hu, Zhe
Multiple-rank modification of symmetric eigenvalue problem
title Multiple-rank modification of symmetric eigenvalue problem
title_full Multiple-rank modification of symmetric eigenvalue problem
title_fullStr Multiple-rank modification of symmetric eigenvalue problem
title_full_unstemmed Multiple-rank modification of symmetric eigenvalue problem
title_short Multiple-rank modification of symmetric eigenvalue problem
title_sort multiple-rank modification of symmetric eigenvalue problem
topic Energy
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6314274/
https://www.ncbi.nlm.nih.gov/pubmed/30619724
http://dx.doi.org/10.1016/j.mex.2018.01.001
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