Complexity analysis of successive convex relaxation methods for nonconvex sets

Citation
M. Kojima et A. Takeda, Complexity analysis of successive convex relaxation methods for nonconvex sets, MATH OPER R, 26(3), 2001, pp. 519-542
Citations number
15
Categorie Soggetti
Mathematics
Journal title
MATHEMATICS OF OPERATIONS RESEARCH
ISSN journal
0364765X → ACNP
Volume
26
Issue
3
Year of publication
2001
Pages
519 - 542
Database
ISI
SICI code
0364-765X(200108)26:3<519:CAOSCR>2.0.ZU;2-T
Abstract
This paper discusses computational complexity of conceptual successive conv ex relaxation methods proposed by Kojima and Tuncel for approximating a con vex relaxation of a compact subset F = {x is an element of C-o : p(x) :less than or equal to 0 (For Allp (.) is an element of P-F)} of the n-dimension al Euclidean space R-n. Here, C-o denotes a nonempty compact convex subset of R-n, and P-F, a set of finitely or infinitely many quadratic functions. We evaluate the number of iterations which the successive convex relaxation methods require to attain a convex relaxation of F with a given accuracy e psilon, in terms of epsilon, the diameter of C-o, the diameter of F, and so me other quantities characterizing the Lipschitz continuity, the nonlineari ty, and the nonconvexity of the her P-F of quadratic functions.