Perturbation theory for generalized and constrained linear least squares

Citation
M. Gulliksson et Pa. Wedin, Perturbation theory for generalized and constrained linear least squares, NUM LIN ALG, 7(4), 2000, pp. 181-195
Citations number
10
Categorie Soggetti
Mathematics
Journal title
NUMERICAL LINEAR ALGEBRA WITH APPLICATIONS
ISSN journal
10705325 → ACNP
Volume
7
Issue
4
Year of publication
2000
Pages
181 - 195
Database
ISI
SICI code
1070-5325(200006)7:4<181:PTFGAC>2.0.ZU;2-1
Abstract
The perturbation analysis of weighted and constrained rank-deficient linear least squares is difficult without the use of the augmented system of equa tions. In this paper a general form of the augmented system is used to get simple perturbation identities and perturbation bounds for the general line ar least squares problem both for the full-rank and rank-deficient problem. Perturbation identities for the rank-deficient weighted and constrained ca se are found as a special case. Interesting perturbation bounds and conditi on numbers are derived that may be useful when considering the stability of a solution of the rank-deficient general least squares problem. Copyright (C) 2000 John Wiley & Sons, Ltd.