ON THE STABILITY OF CHOLESKY FACTORIZATION FOR SYMMETRICAL QUASIDEFINITE SYSTEMS

Citation
Pe. Gill et al., ON THE STABILITY OF CHOLESKY FACTORIZATION FOR SYMMETRICAL QUASIDEFINITE SYSTEMS, SIAM journal on matrix analysis and applications, 17(1), 1996, pp. 35-46
Citations number
15
Categorie Soggetti
Mathematics,Mathematics
ISSN journal
08954798
Volume
17
Issue
1
Year of publication
1996
Pages
35 - 46
Database
ISI
SICI code
0895-4798(1996)17:1<35:OTSOCF>2.0.ZU;2-K
Abstract
Sparse linear equations Kd = r are considered, where K is a specially structured symmetric indefinite matrix that arises in numerical optimi zation and elsewhere. Under certain conditions, K is quasidefinite. Th e Cholesky factorization PKPT = LDL(T) is then known to exist for any permutation P, even though D is indefinite. Quasidefinite matrices hav e been used successfully by Vanderbei within barrier methods for linea r and quadratic programming. An advantage is that for a sequence of K' s, P may be chosen once and for all to optimize the sparsity of L, as in the positive-definite case. A preliminary stability analysis is dev eloped here. It is observed that a quasidefinite matrix is closely rel ated to an unsymmetric positive-definite matrix, for which an LDM(T) f actorization exists. Using the Golub and Van Loan analysis of the latt er, conditions are derived under which Cholesky factorization is stabl e for quasidefinite systems. Some numerical results confirm the predic tions.