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Some Methods Based on the D-Gap Function for Solving Monotone Variational Inequalities
Authors:Michael V Solodov  Paul Tseng
Institution:(1) Instituto de Matemática Pura e Aplicada, Estrada Dona Castorina 110, Jardim Botânico, Rio de Janeiro, RJ, 22460-320, Brazil;(2) Department of Mathematics, University of Washington, Seattle, WA 98195, USA
Abstract:The D-gap function has been useful in developing unconstrained descent methods for solving strongly monotone variational inequality problems. We show that the D-gap function has certain properties that are useful also for monotone variational inequality problems with bounded feasible set. Accordingly, we develop two unconstrained methods based on them that are similar in spirit to a feasible method of Zhu and Marcotte based on the regularized-gap function. We further discuss a third method based on applying the D-gap function to a regularized problem. Preliminary numerical experience is also reported.
Keywords:monotone variational inequalities  implicit Lagrangian  D-gap function  stationary point  descent methods
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