4.5 Article

Solving the Multidimensional Multiple-choice Knapsack Problem by constructing convex hulls

Journal

COMPUTERS & OPERATIONS RESEARCH
Volume 33, Issue 5, Pages 1259-1273

Publisher

PERGAMON-ELSEVIER SCIENCE LTD
DOI: 10.1016/j.cor.2004.09.016

Keywords

algorithms; convex hull; heuristics; MMKP; multimedia systems

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This paper presents a heuristic to solve the Multidimensional Multiple-choice Knapsack Problem (MMKP), a variant of the classical 0-1 Knapsack Problem. We apply a transformation technique to map the multidimensional resource consumption to single dimension. Convex hulls are constructed to reduce the search space to find the near-optimal solution of the MMKP. We present the computational complexity of solving the MMKP using this approach. A comparative analysis of different heuristics for solving the MMKP has been presented based on the experimental results. (c) 2004 Elsevier Ltd. All rights reserved.

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