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New England Numerical Analysis Day 2009
University of Rhode Island
Department of Mathematics, Lippitt Hall
April 4, 2009, 9:00am-5:30pm
main conference page
Gram-Schmidt Orthogonalization: 100 Years and More
Steven J. Leon, UMass Dartmouth
(joint work with Ake Bjorck, Linkoping University, Walter Gander, ETH
Zurich)
Abstract: In 1907 Erhard Schmidt published a paper where he introduced an
orthogonalization algorithm that has since become known as the classical
Gram-Schmidt process (CGS). In the paper, Schmidt claimed that his procedure
was essentially the same as an earlier one published by J.~P.~Gram in 1883.
In actuality, a modified version of the Gram-Schmidt algorithm (MGS) first
appears in an 1812 treatise by P. S. Laplace. While versions of the
algorithm have been around for almost 200 years, it is the Schmidt paper
that led to the popularization of orthonormalization techniques. The year
2007 marked the 100th anniversary of that paper. In celebration of that
anniversary our paper presents a comprehensive survey of the research on
Gram-Schmidt orthogonalization and its related QR factorization. Topics
covered include: the early history of orthogonalization and least squares,
loss of orthogonality, reorthogonalization, super orthogonalization, rank
revealing factorizations, and applications of
Gram-Schmidt to Krylov subspace methods.
The talk will first focus on the early history and the works of
Laplace, Cauchy, Bienayme, Gram, and Schmidt. We then discuss the work of
Rutishauser, much of which is not that well known, and the important work of
Ake Bjorck on the numerics of the Gram-Schmidt algorithm and least squares.
Organizers
Jim Baglama (URI),
Tom Bella (URI),
Li Wu (URI).
For further information, contact us.
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