Sensitivity of the optimum to perturbations of the profit or weight of an item in the binary knapsack problem

Sensitivity of the optimum to perturbations of the profit or weight of an item in the binary knapsack problem

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Article ID: iaor20061003
Country: Germany
Volume: 10
Issue: 3
Start Page Number: 239
End Page Number: 260
Publication Date: Nov 2005
Journal: Journal of Combinatorial Optimization
Authors: , ,
Keywords: programming: integer
Abstract:

In the binary single constraint Knapsack Problem, denoted KP, we are given a knapsack of fixed capacity c and a set of n items. Each item j, j= 1,…,n, has an associated size or weight wj and a profit pj. The goal is to determine whether or not item j, j= 1,…,n, should be included in the knapsack. The objective is to maximize the total profit without exceeding the capacity c of the knapsack. In this paper, we study the sensitivity of the optimum of the KP to perturbations of either the profit or the weight of an item. We give approximate and exact interval limits for both cases (profit and weight) and propose several polynomial time algorithms able to reach these interval limits. The performance of the proposed algorithms is evaluated on a large number of problem instances.

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