DIFFERENTIAL-EQUATIONS FOR THE ANALYTIC SINGULAR VALUE DECOMPOSITION OF A MATRIX

被引:48
作者
WRIGHT, K
机构
[1] Computing Laboratory, University of Newcastle-upon-Tyne, Newcastle-upon-Tyne
关键词
Mathematics Subject Classification (1991): 65F15;
D O I
10.1007/BF01385862
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
This paper is concerned with finding a smooth singular value decomposition for a matrix which is smoothly dependent on a parameter. A previous approach to this problem was based on minimisation techniques, here, in contrast, a system of ordinary differential equations is derived for the decomposition. It is shown that the numerical solution of an initial value problem associated with these differential equations provides a feasible approach to the solution of this problem. Particular consideration is given to the situation which arises with equal modulus singular values which lead to indeterminacies in the evaluations needed for the numerical solution. Examples which illlustrate the behaviour of the method are included.
引用
收藏
页码:283 / 295
页数:13
相关论文
共 4 条
[1]  
[Anonymous], 1966, PERTURBATION THEORY
[2]  
BUNSEGERSTNER A, 1990, 59 U BIEL SCHW MATH
[3]  
Golub G.H., 1996, MATH GAZ, VThird
[4]  
PRINCE PJ, 1979, THESIS CNAA