A new projection method for variational inequality problems

Citation
Mv. Solodov et Bf. Svaiter, A new projection method for variational inequality problems, SIAM J CON, 37(3), 1999, pp. 765-776
Citations number
36
Categorie Soggetti
Mathematics,"Engineering Mathematics
Journal title
SIAM JOURNAL ON CONTROL AND OPTIMIZATION
ISSN journal
03630129 → ACNP
Volume
37
Issue
3
Year of publication
1999
Pages
765 - 776
Database
ISI
SICI code
0363-0129(19990413)37:3<765:ANPMFV>2.0.ZU;2-J
Abstract
We propose a new projection algorithm for solving the variational inequalit y problem, where the underlying function is continuous and satisfies a cert ain generalized monotonicity assumption (e.g., it can be pseudomonotone). T he method is simple and admits a nice geometric interpretation. It consists of two steps. First, we construct an appropriate hyperplane which strictly separates the current iterate from the solutions of the problem. This proc edure requires a single projection onto the feasible set and employs an Arm ijo-type linesearch along a feasible direction. Then the next iterate is ob tained as the projection of the current iterate onto the intersection of th e feasible set with the halfspace containing the solution set. Thus, in con trast with most other projection-type methods, only two projection operatio ns per iteration are needed. The method is shown to be globally convergent to a solution of the variational inequality problem under minimal assumptio ns. Preliminary computational experience is also reported.