A new approach to symmetric rank-one updating

Citation
Mr. Osborne et Lp. Sun, A new approach to symmetric rank-one updating, IMA J NUM A, 19(4), 1999, pp. 497-507
Citations number
20
Categorie Soggetti
Mathematics
Journal title
IMA JOURNAL OF NUMERICAL ANALYSIS
ISSN journal
02724979 → ACNP
Volume
19
Issue
4
Year of publication
1999
Pages
497 - 507
Database
ISI
SICI code
0272-4979(199910)19:4<497:ANATSR>2.0.ZU;2-Z
Abstract
A stabilized version of the symmetric rank-one updating method for solving unconstrained optimization problems is developed by introducing a scaling p arameter to ensure that successive estimates of the inverse Hessian are pos itive definite. The properties of this update are studied, and a new algori thm based on this procedure is proposed. This algorithm uses Davidon's idea of optimal conditioning in order to devise heuristics for selecting the sc aling parameter automatically. Numerical testing shows that the new method compares favourably with good implementations of the BFGS method. Thus it a ppears very competitive in the class of methods which use only function and gradient information.