Hard problem generation for multidimensional knapsack problem

Hard problem generation for multidimensional knapsack problem

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Article ID: iaor20072071
Country: Cuba
Volume: 26
Issue: 3
Start Page Number: 212
End Page Number: 218
Publication Date: Sep 2005
Journal: Revista de Investigacin Operacional
Authors: ,
Keywords: knapsack problem
Abstract:

We developed generators that produce challenging Multidimensional Knapsack Problem instances. Our approaches use independently exponential distributions over a wide range to generate the constraint coefficients, and the corresponding average for each variable is used to calculate directly correlated coefficients in the objective function, RHS values are a percentage of the sum of constraint coefficients. We present a comparative table with the average performance of the most important generators reported in the literature and our generators over a wide range of parameters and instances in the OR library.

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