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The gap function of a convex program
Authors:Donald W. Hearn
Affiliation:Industrial and Systems Engineering Department, 303 Weil Hall, University of Florida, Gainesville, FL 32611, U.S.A.
Abstract:The gap function expresses the duality gap of a convex program as a function of the primal variables only. Differentiability and convexity properties are derived, and a convergent minimization algorithm is given. An example gives a simple one-variable interpretation of weak and strong duality. Application to user-equilibrium traffic assignment yields an appealing alternative optimization problem.
Keywords:Convex programming  duality  duality gap
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