On the solution of concave knapsack problems

On the solution of concave knapsack problems

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Article ID: iaor19921134
Country: Netherlands
Volume: 49
Issue: 3
Start Page Number: 397
End Page Number: 411
Publication Date: Jan 1991
Journal: Mathematical Programming (Series A)
Authors: ,
Keywords: concave knapsack problem
Abstract:

The authors consider a version of the knapsack problem which gives rise to a separable concave minimization problem subject to bounds on the variables and one equality constraint. They characterize strict local minimizers of concave minimization problems subject to linear constraints, and use this characterization to show that although the problem of determining a global minimizer of the concave knapsack problem is NP-hard, it is possible to determine a local minimizer of this problem with at most O(nlogn) operations and 1+⌈logn⌉ evaluations of the function. If the function is quadratic this algorithm requires at most O(nlogn) operations.

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