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Downdating the Rank-Revealing URV Decomposition

Published: 01 January 1995 Publication History

Abstract

An accurate algorithm is presented for downdating a row in the rank-revealing URV decomposition that was recently introduced by Stewart. By downdating the full rank part and the noise part in two separate steps, the new algorithm can produce accurate results even for ill-conditioned problems. Such problems occur, for example, when the rank of the matrix is decreased as a consequence of the downdate. Other possible generalizations of existing QR decomposition downdating algorithms for the rank-revealing URV downdating are discussed. Numerical test results are presented that compare the performance of these new URV decomposition downdating algorithms in the sliding window method.

Cited By

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  • (2022)Algorithm 1022: Efficient Algorithms for Computing a Rank-Revealing UTV Factorization on Parallel Computing ArchitecturesACM Transactions on Mathematical Software10.1145/350746648:2(1-42)Online publication date: 26-May-2022
  • (2019)randUTVACM Transactions on Mathematical Software10.1145/324267045:1(1-26)Online publication date: 14-Mar-2019
  • (2005)Dimension Reduction in Text Classification with Support Vector MachinesThe Journal of Machine Learning Research10.5555/1046920.10469226(37-53)Online publication date: 1-Dec-2005
  • Show More Cited By

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Published In

cover image SIAM Journal on Matrix Analysis and Applications
SIAM Journal on Matrix Analysis and Applications  Volume 16, Issue 1
Jan. 1995
340 pages
ISSN:0895-4798
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Society for Industrial and Applied Mathematics

United States

Publication History

Published: 01 January 1995

Author Tags

  1. URV decomposition
  2. downdating
  3. null space
  4. rank-revealing decomposition
  5. sliding window method
  6. two-sided orthogonal decomposition

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Cited By

View all
  • (2022)Algorithm 1022: Efficient Algorithms for Computing a Rank-Revealing UTV Factorization on Parallel Computing ArchitecturesACM Transactions on Mathematical Software10.1145/350746648:2(1-42)Online publication date: 26-May-2022
  • (2019)randUTVACM Transactions on Mathematical Software10.1145/324267045:1(1-26)Online publication date: 14-Mar-2019
  • (2005)Dimension Reduction in Text Classification with Support Vector MachinesThe Journal of Machine Learning Research10.5555/1046920.10469226(37-53)Online publication date: 1-Dec-2005
  • (2005)Computing orthogonal decompositions of block tridiagonal or banded matricesProceedings of the 5th international conference on Computational Science - Volume Part I10.1007/11428831_4(25-32)Online publication date: 22-May-2005
  • (1998)An efficient rank detection procedure for modifying the ULV decompositionBIT10.1007/BF0251041438:4(781-801)Online publication date: 1-Dec-1998
  • (1996)An algorithm and a stability theory for downdating the ULV decompositionBIT10.1007/BF0174054236:1(14-40)Online publication date: 1-Mar-1996
  • (1996)Perturbation and error analyses for block downdating of a Cholesky decompositionBIT10.1007/BF0173198236:2(247-263)Online publication date: 1-Jun-1996

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