On covering methods for d.c. optimization

Citation
R. Blanquero et E. Carrizosa, On covering methods for d.c. optimization, J GLOB OPT, 18(3), 2000, pp. 265-274
Citations number
22
Categorie Soggetti
Engineering Mathematics
Journal title
JOURNAL OF GLOBAL OPTIMIZATION
ISSN journal
09255001 → ACNP
Volume
18
Issue
3
Year of publication
2000
Pages
265 - 274
Database
ISI
SICI code
0925-5001(200011)18:3<265:OCMFDO>2.0.ZU;2-7
Abstract
Covering methods constitute a broad class of algorithms for solving multiva riate Global Optimization problems. In this note we show that, when the obj ective f is d.c. and a d.c. decomposition for f is known, the computational burden usually suffered by multivariate covering methods is significantly reduced. With this we extend to the (non-differentiable) d.c. case the cove ring method of Breiman and Cutler, showing that it is a particular case of the standard outer approximation approach. Our computational experience sho ws that this generalization yields not only more flexibility but also faste r convergence than the covering method of Breiman-Cutler.