Title :
A projection-type method for pseudomonotone variational inequality problems
Author :
Solodov, M.V. ; Svaiter, B.F.
Author_Institution :
Inst. de Matematica Pura e Aplicada, Rio de Janeiro, Brazil
Abstract :
We propose a projection algorithm for solving the variational inequality problem, where the underlying function is continuous and satisfies a certain generalized monotonicity assumption (for example, it can be pseudomonotone). The 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 procedure requires a single projection onto the feasible set and employs an Armijo-type line-search along a feasible direction. Then the next iterate is obtained as the projection of the current iterate onto the intersection of the feasible set with the halfspace containing the solution set. Thus, in contrast with most other projection-type methods, only two projection operations per iteration are needed. The method is shown to be globally convergent to a solution of the variational inequality problem under minimal assumptions
Keywords :
convergence of numerical methods; iterative methods; variational techniques; Armijo line-search; feasible direction; feasible set; generalized monotonicity; numerical analysis; projection-type method; pseudomonotone variational inequality problems; variational inequality problem; Gradient methods; Projection algorithms;
Conference_Titel :
Decision and Control, 1999. Proceedings of the 38th IEEE Conference on
Conference_Location :
Phoenix, AZ
Print_ISBN :
0-7803-5250-5
DOI :
10.1109/CDC.1999.831315