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When modified Gram–Schmidt generates a well‐conditioned set of vectors

L. Giraud and J. Langou
IMA Journal of Numerical Analysis , Volume 22 (4) Oxford University PressOct 1, 2002

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When modified Gram–Schmidt generates a well‐conditioned set of vectors

Abstract

In this paper, we show why the modified Gram–Schmidt algorithm generates a well‐conditioned set of vectors. This result holds under the assumption that the initial matrix is not ‘too ill‐conditioned’ in a way that is quantified. As a consequence we show that if two iterations of the algorithm are performed, the resulting algorithm produces a matrix whose columns are orthogonal up to machine precision. Finally, we illustrate through a numerical experiment the sharpness of our result.
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Title
When modified Gram–Schmidt generates a well‐conditioned set of vectors
Author(s)
L. Giraud and J. Langou
Journal
IMA Journal of Numerical Analysis , Volume 22 (4) Oxford University Press – Oct 1, 2002
Publisher
Oxford University Press
Copyright
Copyright © Oxford University Press
ISSN
0272-4979
eISSN
1464-3642
D.O.I.
10.1093/imanum/22.4.521
Publisher site
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