ACCURATE SINGULAR-VALUES AND DIFFERENTIAL QD-ALGORITHMS

被引:145
作者
FERNANDO, KV
PARLETT, BN
机构
[1] UNIV CALIF BERKELEY, DEPT MATH, BERKELEY, CA 94720 USA
[2] NAG LTD, OXFORD OX2 8DR, ENGLAND
关键词
Mathematics Subject Classification (1991): 65F15;
D O I
10.1007/s002110050024
中图分类号
O29 [应用数学];
学科分类号
070104 [应用数学];
摘要
We have discovered a new implementation of the qd algorithm that has a far wider domain of stability than Rutishauser's version. Our algorithm was developed from an examination of the Cholesky LR transformation and can be adapted to parallel computation in stark contrast to traditional qd. Our algorithm also yields useful a posteriori upper and lower bounds on the smallest singular value of a bidiagonal matrix. The zero-shift bidiagonal QR of Demmel and Kahan computes the smallest singular values to maximal relative accuracy and the others to maximal absolute accuracy with little or no degradation in efficiency when compared with the LINPACK code. Our algorithm obtains maximal relative accuracy for all the singular values and runs at least four times faster than the LINPACK code.
引用
收藏
页码:191 / 229
页数:39
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