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Improving the efficiency of DC global optimization methods by improving the DC representation of the objective function
Authors:Albert Ferrer  Juan Enrique Martínez-Legaz
Affiliation:(1) Departament de Matemàtica Aplicada I, Universitat Politècnica de Catalunya, Barcelona, Spain;(2) Departament d’Economia i d’Història Econòmica, Universitat Autonoma de Barcelona, Barcelona, Spain
Abstract:There are infinitely many ways of representing a d.c. function as a difference of convex functions. In this paper we analyze how the computational efficiency of a d.c.optimization algorithm depends on the representation we choose for the objective function, and we address the problem of characterizing and obtaining a computationally optimal representation. We introduce some theoretical concepts which are necessary for this analysis and report some numerical experiments.
Keywords:Dc representation  Dc program  Outer approximation  Branch and bound  Semi-infinite program
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