The analytic-center cutting-plane method for variational inequalities: A quadratic-cut approach

The analytic-center cutting-plane method for variational inequalities: A quadratic-cut approach

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Article ID: iaor2007410
Country: United States
Volume: 17
Issue: 2
Start Page Number: 192
End Page Number: 206
Publication Date: Mar 2005
Journal: INFORMS Journal On Computing
Authors: ,
Keywords: computers
Abstract:

We introduce a cutting-plane, analytic-center algorithm for strongly monotone variational inequalities (VIs). The approach extends that of Goffin et al. and Denault & Goffin. The VI is still treated as a convex feasibility problem, with linear cuts progressively shrinking a localization set that contains the solution of the VI. However, a quadratic cut is used to improve the positioning of the point at which the next cut will be generated. Our approach uses quadratic, ellipsoidal cuts, based on the symmetrized Jacobian of the VI. Since it cannot be guaranteed that such quadratic cuts do not cut off the solution of the VI, they are used only for direction, and are not integrated as such in the localization set; only the linear part of the quadratic cuts can safely be added to the localization set. The introduction of the quadratic cut together with the drop of the quadratic part of the previous cut is studied carefully. Numerical results are given that illustrate the substantial improvement that quadratic cuts can yield over linear cuts.

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