Transactions of the Japan Society for Industrial and Applied Mathematics
Online ISSN : 2424-0982
ISSN-L : 0917-2246
An SVD algorithm based on solving nonlinear systems
Koichi KondoShohei SugimotoMasashi Iwasaki
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2009 Volume 19 Issue 1 Pages 81-103

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Abstract
In this paper, we propose a new algorithm for computing SVD, with higher accuracy, of matrices with large condition number and/or multiple singular values and/or nearly multiple singular values. With the help of Newton method, we solve a nonlinear system derived from a singular vector on a plane, and an associated singular value. Choosing normal vector of the plane in orthogonal complement space of subspace spanned by obtained singular vectors, all singular-pairs are sequentially obtained by solving its nonlinear system.
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© 2009 The Japan Society for Industrial and Applied Mathematics
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