VARIABLE-METRIC BUNDLE METHODS - FROM CONCEPTUAL TO IMPLEMENTABLE FORMS

Citation
C. Lemarechal et C. Sagastizabal, VARIABLE-METRIC BUNDLE METHODS - FROM CONCEPTUAL TO IMPLEMENTABLE FORMS, Mathematical programming, 76(3), 1997, pp. 393-410
Citations number
30
Categorie Soggetti
Operatione Research & Management Science",Mathematics,"Operatione Research & Management Science",Mathematics,"Computer Science Software Graphycs Programming
Journal title
ISSN journal
00255610
Volume
76
Issue
3
Year of publication
1997
Pages
393 - 410
Database
ISI
SICI code
0025-5610(1997)76:3<393:VBM-FC>2.0.ZU;2-S
Abstract
To minimize a convex function, we combine Moreau-Yosida regularization s, quasi-Newton matrices and bundling mechanisms. First we develop con ceptual forms using ''reversal'' quasi-Newton formulae and we state th eir global and local convergence. Then, to produce implementable versi ons, we incorporate a bundle strategy together with a ''curve-search'' . No convergence results are given for the implementable versions; how ever some numerical illustrations show their good behaviour even for l arge-scale problems.