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Mathematical Problems in Engineering
Article . 2012 . Peer-reviewed
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Mathematical Problems in Engineering
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An Exact Algorithm for Bilevel 0‐1 Knapsack Problems

An exact algorithm for bilevel 0-1 knapsack problems
Authors: Mansi, Raid; Alves, Cláudio; Carvalho, J. M. Valério de; Hanafi, Said;

An Exact Algorithm for Bilevel 0‐1 Knapsack Problems

Abstract

We propose a new exact method for solving bilevel 0‐1 knapsack problems. A bilevel problem models a hierarchical decision process that involves two decision makers called the leader and the follower. In these processes, the leader takes his decision by considering explicitly the reaction of the follower. From an optimization standpoint, these are problems in which a subset of the variables must be the optimal solution of another (parametric) optimization problem. These problems have various applications in the field of transportation and revenue management, for example. Our approach relies on different components. We describe a polynomial time procedure to solve the linear relaxation of the bilevel 0‐1 knapsack problem. Using the information provided by the solutions generated by this procedure, we compute a feasible solution (and hence a lower bound) for the problem. This bound is used together with an upper bound to reduce the size of the original problem. The optimal integer solution of the original problem is computed using dynamic programming. We report on computational experiments which are compared with the results achieved with other state‐of‐the‐art approaches. The results attest the performance of our approach.

Country
Portugal
Keywords

Combinatorial optimization, Bilevel programming problems, Boolean programming, Dynamic programming

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
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