The ε-constraint method is a well-known scalarization technique used for multiobjective optimization. We explore how to properly define the step size parameter of the method in order to guarantee its exactness when dealing with biobjective nonlinear integer problems. Under specific assumptions, we prove that the number of subproblems that the method needs to address to detect the complete Pareto front is finite. We report numerical results on portfolio optimization instances built on real-world data and show a comparison with an existing criterion space algorithm.
On the exactness of the ε-constraint method for biobjective nonlinear integer programming / DE SANTIS, Marianna; Eichfelder, Gabriele; Patria, Daniele. - In: OPERATIONS RESEARCH LETTERS. - ISSN 0167-6377. - 50:3(2022), pp. 356-361. [10.1016/j.orl.2022.04.007]
On the exactness of the ε-constraint method for biobjective nonlinear integer programming
Marianna de Santis
;Daniele Patria
2022
Abstract
The ε-constraint method is a well-known scalarization technique used for multiobjective optimization. We explore how to properly define the step size parameter of the method in order to guarantee its exactness when dealing with biobjective nonlinear integer problems. Under specific assumptions, we prove that the number of subproblems that the method needs to address to detect the complete Pareto front is finite. We report numerical results on portfolio optimization instances built on real-world data and show a comparison with an existing criterion space algorithm.File | Dimensione | Formato | |
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