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Exact solution of the robust knapsack problem()

We consider an uncertain variant of the knapsack problem in which the weight of the items is not exactly known in advance, but belongs to a given interval, and an upper bound is imposed on the number of items whose weight differs from the expected one. For this problem, we provide a dynamic programm...

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Detalles Bibliográficos
Autores principales: Monaci, Michele, Pferschy, Ulrich, Serafini, Paolo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Pergamon Press 2013
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3727332/
https://www.ncbi.nlm.nih.gov/pubmed/24187428
http://dx.doi.org/10.1016/j.cor.2013.05.005
Descripción
Sumario:We consider an uncertain variant of the knapsack problem in which the weight of the items is not exactly known in advance, but belongs to a given interval, and an upper bound is imposed on the number of items whose weight differs from the expected one. For this problem, we provide a dynamic programming algorithm and present techniques aimed at reducing its space and time complexities. Finally, we computationally compare the performances of the proposed algorithm with those of different exact algorithms presented so far in the literature for robust optimization problems.