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Order-Value Optimization: Formulation and solution by means of a primal cauchy method
Authors:Email author" target="_blank">Roberto?AndreaniEmail author  Cibele?Dunder  José Mario?Martínez
Institution:(1) Department of Applied Mathematics, IMECC-UNICAMP University of Campinas, CP 6065 13081-970 Campinas SP, Brazil;(2) Department of Applied Mathematics, IME-USP University of Sao Paulo, CEP 05508-900 Sao Paulo, SP Brazil;(3) Department of Applied Mathematics, IMECC-UNICAMP University of Campinas, CP 6065 13081-970 Campinas, SP Brazil
Abstract:The Order-Value Optimization (OVO) problem is a generalization of the classical Minimax problem. Instead of the maximum of a set functions, the functional value that ranks in the p-th place is minimized. The problem seeks the application to (non-pessimistic) decision making and to model fitting in the presence of (perhaps systematic) outliers. A Cauchy-type method is introduced that solves the problem in the sense that every limit point satisfies an adequate optimality condition. Numerical examples are given.This author was supported by FAPESP (Grant 01/05492-1) and CNPq (Grant 301115/96-6)This author was supported by PRONEX, FAPESP (PT 2001-04597-4)
Keywords:Order-Value Optimization  Iterative methods  Global convergence  Fitting parameters
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