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Long-Step Interior-Point Algorithms for a Class of Variational Inequalities with Monotone Operators
Authors:Sharifi-Mokhtarian  F  Goffin  J L
Institution:(1) Department of Mathematics and Statistics, McGill University, Montreal, Quebec, Canada;(2) Faculty of Management, McGill University, Montreal, Quebec, Canada
Abstract:This paper describes two interior-point algorithms for solving a class of monotone variational inequalities defined over the intersection of an affine set and a closed convex set. The first algorithm is a long-step path-following method, and the second is an extension of the first, incorporating weights in the gradient of the barrier function. Global convergence of the algorithms is proven under the assumptions of monotonicity and differentiability of the operator.
Keywords:Monotone variational inequalities  interior-point methods  Newton method  barrier functions  self-concordant operators
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