A nonsmooth Newton method for variational inequalities, I: Theory

A nonsmooth Newton method for variational inequalities, I: Theory

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Article ID: iaor19961424
Country: Netherlands
Volume: 65
Issue: 2
Start Page Number: 151
End Page Number: 194
Publication Date: Jun 1994
Journal: Mathematical Programming (Series A)
Authors: ,
Keywords: Newton method
Abstract:

This paper presents a modified damped Newton algorithm for solving variational inequality problems based on formulating this problem as a system of equations using the Minty map. The proposed modified damped-Newton method insures convergence and locally quadratic convergence under the assumption of regularity. Under the assumption of weak regularity and some mild conditions, the modified algorithm is shown to always create a descent direction and converge to the solution. Hence, this new algorithm is often suitable for many applications where regularity does not hold. Part II of this paper presents the results of extensive computational testing of this new method.

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