Backward error bounds for constrained least squares problems

被引:15
作者
Cox, AJ [1 ]
Higham, NJ [1 ]
机构
[1] Univ Manchester, Dept Math, Manchester M13 9PL, Lancs, England
基金
英国工程与自然科学研究理事会;
关键词
equality constrained least squares problem; least squares minimization over a sphere; null space method; elimination method; method of weighting; backward error; backward stability;
D O I
10.1023/A:1022385611904
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
We derive an upper hound on the normwise backward error of an approximate solution to the equality constrained least squares problem, min(beta x,= d) //b - Ax//(2). Instead of minimizing over the four perturbations tu A, b, B and d, He fix those to B and d and minimize over the remaining two; rye obtain an explicit sc,solution of this simplified minimization problem. Our experiments show that ,backward error bounds of practical use are obtained when B and d are chosen as the ol,optimal normwise relative backward perturbations to the constraint system, and we find that when the bounds are weak they can be improved by direct search optimization. We also, derive upper and lower backward error bounds for the problem of least squares minimization over a sphere: min(//x//2 less than or equal to alpha) //b - Ax//(2) AMS subject classification: 65F20.
引用
收藏
页码:210 / 227
页数:18
相关论文
共 30 条
[1]  
Anderson E., 1995, LAPACK USERS GUIDE
[3]  
Bjorck, 1996, NUMERICAL METHODS LE, V5, P497, DOI DOI 10.1137/1.9781611971484
[4]  
BJORCK A, 1967, BIT, V7, P322
[5]   Accuracy and stability of the null space method for solving the equality constrained least squares problem [J].
Cox, AJ ;
Higham, NJ .
BIT NUMERICAL MATHEMATICS, 1999, 39 (01) :34-50
[6]  
COX AJ, IN PRESS SIAM J MATR
[7]  
COX AJ, 1997, THESIS U MANCHESTER
[8]  
DEMMEL JW, 1998, 119 LAPACK
[9]  
GANDER W, 1981, NUMER MATH, V36, P291, DOI 10.1007/BF01396656
[10]  
Golub G.H., 1996, Matrix Computations, Vthird