Linear-Programming-Based Lifting and Its Application to Primal Cutting-Plane Algorithms

Linear-Programming-Based Lifting and Its Application to Primal Cutting-Plane Algorithms

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Article ID: iaor200952654
Country: United States
Volume: 21
Issue: 1
Start Page Number: 137
End Page Number: 150
Publication Date: Dec 2009
Journal: INFORMS Journal on Computing
Authors: ,
Keywords: cutting plane algorithms
Abstract:

We propose an approximate lifting procedure for general integer programs. This lifting procedure uses information from multiple constraints of the problem formulation and can be used to strengthen formulations and cuts for mixed–integer programs. In particular, we demonstrate how it can be applied to improve Gomory's fractional cut, which is central to Glover's primal cutting–plane algorithm. We show that the resulting algorithm is finitely convergent. We also present numerical results that illustrate the computational benefits of the proposed lifting procedure.

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