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A Steepest Descent Method for Set Optimization Problems with Set-Valued Mappings of Finite Cardinality

Gemayqzel Bouza, Ernest Quintana, Christiane Tammer

2021Journal of Optimization Theory and Applications18 citationsDOIOpen Access PDF

Abstract

Abstract In this paper, we study a first-order solution method for a particular class of set optimization problems where the solution concept is given by the set approach. We consider the case in which the set-valued objective mapping is identified by a finite number of continuously differentiable selections. The corresponding set optimization problem is then equivalent to find optimistic solutions to vector optimization problems under uncertainty with a finite uncertainty set. We develop optimality conditions for these types of problems and introduce two concepts of critical points. Furthermore, we propose a descent method and provide a convergence result to points satisfying the optimality conditions previously derived. Some numerical examples illustrating the performance of the method are also discussed. This paper is a modified and polished version of Chapter 5 in the dissertation by Quintana (On set optimization with set relations: a scalarization approach to optimality conditions and algorithms, Martin-Luther-Universität Halle-Wittenberg, 2020).

Topics & Concepts

MathematicsCardinality (data modeling)Theory of computationMathematical optimizationSet (abstract data type)Optimization problemConvergence (economics)Vector optimizationDescent (aeronautics)Finite setClass (philosophy)Gradient descentDifferentiable functionMethod of steepest descentGradient methodDescent directionFeasible regionStochastic gradient descentRobust optimizationDuality (order theory)Numerical analysisRandom optimizationApplied mathematicsSolution setGlobal optimizationConstrained optimizationMinimaxOptimization and Variational AnalysisRisk and Portfolio OptimizationAdvanced Optimization Algorithms Research
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