Existence and approximation of robust solutions of variational inequality problems over polytopes

Citation
G. Van Der Laan et al., Existence and approximation of robust solutions of variational inequality problems over polytopes, SIAM J CON, 37(2), 1998, pp. 333-352
Citations number
21
Categorie Soggetti
Mathematics,"Engineering Mathematics
Journal title
SIAM JOURNAL ON CONTROL AND OPTIMIZATION
ISSN journal
03630129 → ACNP
Volume
37
Issue
2
Year of publication
1998
Pages
333 - 352
Database
ISI
SICI code
0363-0129(199812)37:2<333:EAAORS>2.0.ZU;2-K
Abstract
We study nonlinear variational inequality problems over polytopes from a vi ewpoint of stability and propose a new solution concept. Extending an earli er concept proposed by Yang [Z. Yang, SIAM J. Control Optim., 34 (1996), pp . 491-506] on the unit simplex, we will introduce the concept of the robust stationary point, which is a refinement of the concept of the stationary p oint. Though a stationary point need not be robust, it is shown that every continuous function on a polytope has a robust stationary point. We develop a simplicial algorithm to compute a robust stationary point of a continuou s function on a polytope. The algorithm can be briefly stated as follows. S tarting with any point in the relative interior of a polytope, the algorith m generates a piecewise linear path which leads to an approximate robust st ationary point of any a priori chosen accuracy within a finite number of st eps. Moreover, we also discuss several numerical examples and apply the new concept to noncooperative games and economic equilibrium problems.