Finding a feasible solution to a MIP problem is a tough task that has received much attention in the last decades. The Feasibility Pump (FP) is a heuristic for finding feasible solutions to MIP problems that has encountered a lot of success as it is very efficient also when dealing with very difficult instances. In this work, we show that the FP heuristic for general MIP problems can be seen as the Frank-Wolfe method applied to a concave nonsmooth problem. Starting from this equivalence, we propose concave non-differentiable penalty functions for measuring solution integrality that can be integrated in the FP approach. (C) 2013 Elsevier B.V. All rights reserved.

Feasibility Pump-like heuristics for mixed integer problems / DE SANTIS, Marianna; Lucidi, Stefano; Francesco, Rinaldi. - In: DISCRETE APPLIED MATHEMATICS. - ISSN 0166-218X. - STAMPA. - 165:(2014), pp. 152-167. [10.1016/j.dam.2013.06.018]

Feasibility Pump-like heuristics for mixed integer problems

DE SANTIS, MARIANNA
;
LUCIDI, Stefano;
2014

Abstract

Finding a feasible solution to a MIP problem is a tough task that has received much attention in the last decades. The Feasibility Pump (FP) is a heuristic for finding feasible solutions to MIP problems that has encountered a lot of success as it is very efficient also when dealing with very difficult instances. In this work, we show that the FP heuristic for general MIP problems can be seen as the Frank-Wolfe method applied to a concave nonsmooth problem. Starting from this equivalence, we propose concave non-differentiable penalty functions for measuring solution integrality that can be integrated in the FP approach. (C) 2013 Elsevier B.V. All rights reserved.
2014
feasibility problem; frank-wolfe algorithm; mixed integer programming; concave penalty functions; frank–wolfe algorithm
01 Pubblicazione su rivista::01a Articolo in rivista
Feasibility Pump-like heuristics for mixed integer problems / DE SANTIS, Marianna; Lucidi, Stefano; Francesco, Rinaldi. - In: DISCRETE APPLIED MATHEMATICS. - ISSN 0166-218X. - STAMPA. - 165:(2014), pp. 152-167. [10.1016/j.dam.2013.06.018]
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11573/540875
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