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
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.