Fixed-charge continuous knapsack problems and pseudogreedy solutions

Fixed-charge continuous knapsack problems and pseudogreedy solutions

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Article ID: iaor20002386
Country: Germany
Volume: 85
Issue: 3
Start Page Number: 617
End Page Number: 642
Publication Date: Jan 1999
Journal: Mathematical Programming
Authors:
Keywords: knapsack problem
Abstract:

We investigate nonlinear continuous knapsack problems, which can be classified as fixed-charge problems with one equality constraint and explicit bounds on the variables. The objective function of the general problem considered here has the form Ψ(x) – Γ(x). Ψ(x) constitutes a specific generalization of a linear function, still allowing a greedy sorting of the variables. Γ(x) includes the fixed-cost functions of many types of fixed-charge problems as special cases (e.g. sequence-dependent fixed costs and the fixed-cost function of the interactive fixed-charge problem of Benson and Erenguc). Γ is an isotonic function, but not sub-modular in general. We prove the existence of simple-structured optimal solutions (they show a partial greedy structure and at most one variable does not attain its upper or lower bound) called pseudogreedy solutions'. Moreover we state an algorithm for solving the problem and we give results concerning the sensitivity of the greedy solution and the pseudogreedy structure of opitmal solutions.

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