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A direct splitting method for nonsmooth variational inequalities

journal contribution
posted on 2014-06-01, 00:00 authored by J Y Bello Cruz, Reinier Diaz MillanReinier Diaz Millan
We propose a direct splitting method for solving a nonsmooth variational inequality in Hilbert spaces. The weak convergence is established when the operator is the sum of two point-to-set and monotone operators. The proposed method is a natural extension of the incremental subgradient method for nondifferentiable optimization, which strongly explores the structure of the operator using projected subgradient-like techniques. The advantage of our method is that any nontrivial subproblem must be solved, like the evaluation of the resolvent operator. The necessity to compute proximal iterations is the main difficulty of other schemes for solving this kind of problem.

History

Journal

Journal of optimization theory and applications

Volume

161

Issue

3

Pagination

728 - 737

Publisher

Springer

Location

New York, N.Y.

ISSN

0022-3239

eISSN

1573-2878

Language

English

Publication classification

C1.1 Refereed article in a scholarly journal