About Michal A. Mankowski Michal A. Mankowski Ph.D., Computer Science Dynamic programming Combinatorial machine learning Complexity of algorithms discrete optimization Events Presented Events Oct 11 - Oct 17, 2020 Dynamic Programming Multi-Objective Combinatorial Optimization Michal A. Mankowski, Ph.D., Computer Science Oct 13, 15:00 - 16:00 KAUST combinatorial optimization global sequence alignment multi-stage optimization algorithm In this dissertation, we consider extensions of dynamic programming for combinatorial optimization. We introduce two exact multi-objective optimization algorithms: the multi-stage optimization algorithm that optimizes the problem relative to the ordered sequence of objectives (lexicographic optimization) and the bi-criteria optimization algorithm that simultaneously optimizes the problem relative to two objectives (Pareto optimization).
Dynamic Programming Multi-Objective Combinatorial Optimization Michal A. Mankowski, Ph.D., Computer Science Oct 13, 15:00 - 16:00 KAUST combinatorial optimization global sequence alignment multi-stage optimization algorithm In this dissertation, we consider extensions of dynamic programming for combinatorial optimization. We introduce two exact multi-objective optimization algorithms: the multi-stage optimization algorithm that optimizes the problem relative to the ordered sequence of objectives (lexicographic optimization) and the bi-criteria optimization algorithm that simultaneously optimizes the problem relative to two objectives (Pareto optimization).
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