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STABILITY ANALYSIS IN MULTICRITERIA OPTIMIZATION Tallinn 2010 Karelkina Olga University of Turku Department of Mathematics
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2 R EASONS FOR UNCERTAINTY inaccuracy of initial data non-adequacy of models to real processes errors of numerical methods absence or lack of precise and reliable information SET OF OPTIMAL SOLUTIONS PERTURBED MULTICRITERIA OPTIMIZATION PROBLEM PERTURBATIONS UNCERTAINTY G ENERAL SCHEME OF STABILITY ANALYSIS INITIAL MULTICRITERIA OPTIMIZATION PROBLEM ? ? ? SET OF OPTIMAL SOLUTIONS
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3 BASIC APPROACHES OPTIMALITY PRINCIPLES Qualitative Stability criteria “...stable if and only if..." Pareto optimality Lexicographic optimality Nash equilibrium Quantitative Stability radius “...maximal perturbation level..."
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4 TARGETED PROBLEMS Integer programming problem Computer Science Journal of Moldova, 2005 Finite cooperative strategic games Discrete Mathematics and Applications, 2009 Center and median location problems Otto-von-Guericke University Magdeburg Preprint, 2009 Combinatorial problem with non-linear criteria Computer Science Journal of Moldova, 2009 P ROSPECTIVE RESEARCH Efficient algorithms for stability radius calculation Stability analysis in real-life applications
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