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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2018
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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. |
format | Online Article Text |
id | pubmed-6314274 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT ohhyungseon multiplerankmodificationofsymmetriceigenvalueproblem AT huzhe multiplerankmodificationofsymmetriceigenvalueproblem |