A new inexact alternating directions method for monotone variational inequalities

A new inexact alternating directions method for monotone variational inequalities

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Article ID: iaor2003744
Country: Germany
Volume: 92
Issue: 1
Start Page Number: 103
End Page Number: 118
Publication Date: Jan 2002
Journal: Mathematical Programming
Authors: , , ,
Abstract:

The alternating directions method (ADM) is an effective method for solving a class of variational inequalities (VI) when the proximal and penalty parameters in sub-VI problems are properly selected. In this paper, we propose a new ADM method which needs to solve two strongly monotone sub-VI problems in each iteration approximately and allows the parameters to vary from iteration to iteration. The convergence of the proposed ADM method is proved under quite mild assumptions and flexible parameter conditions.

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