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The Core Concept for the Multidimensional Knapsack Problem
Author(s) -
Jakob Puchinger,
Günther R. Raidl,
Ulrich Pferschy
Publication year - 2006
Publication title -
lecture notes in computer science
Language(s) - English
Resource type - Book series
SCImago Journal Rank - 0.249
H-Index - 400
eISSN - 1611-3349
pISSN - 0302-9743
ISBN - 3-540-33178-6
DOI - 10.1007/11730095_17
Subject(s) - knapsack problem , computer science , benchmark (surveying) , mathematical optimization , core (optical fiber) , solver , memetic algorithm , metaheuristic , integer programming , measure (data warehouse) , relaxation (psychology) , extension (predicate logic) , linear programming , local search (optimization) , algorithm , mathematics , data mining , psychology , telecommunications , social psychology , geodesy , programming language , geography
International audienceWe present the newly developed core concept for the Mul-tidimensional Knapsack Problem (MKP) which is an extension of the classical concept for the one-dimensional case. The core for the mul-tidimensional problem is defined in dependence of a chosen efficiency function of the items, since no single obvious efficiency measure is available for MKP. An empirical study on the cores of widely-used benchmark instances is presented, as well as experiments with different approximate core sizes. Furthermore we describe a memetic algorithm and a relaxation guided variable neighborhood search for the MKP, which are applied to the original and to the core problems. The experimental results show that given a fixed run-time, the different metaheuristics as well as a general purpose integer linear programming solver yield better solution when applied to approximate core problems of fixed size

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