We perform a theoretical and computational study of the classical linearisation techniques (LT) and we propose a new LT for binary quadratic problems (BQPs). We discuss the relations between the linear programming (LP) relaxations of the considered LT for generic BQPs. We prove that for a specific class of BQP all the LTs have the same LP relaxation value. We also compare the LT computational performance for four different BQPs from the literature. We consider the Unconstrained BQP and the maximum cut of edge-weighted graphs and, in order to measure the effects of constraints on the computational performance, we also consider the quadratic extension of two classical combinatorial optimization problems, i.e., the knapsack and stable set problems.

Theoretical and computational study of several linearisation techniques for binary quadratic problems / Furini, F.; Traversi, E.. - In: ANNALS OF OPERATIONS RESEARCH. - ISSN 0254-5330. - 279:1-2(2019), pp. 387-411. [10.1007/s10479-018-3118-2]

Theoretical and computational study of several linearisation techniques for binary quadratic problems

Furini F.
;
2019

Abstract

We perform a theoretical and computational study of the classical linearisation techniques (LT) and we propose a new LT for binary quadratic problems (BQPs). We discuss the relations between the linear programming (LP) relaxations of the considered LT for generic BQPs. We prove that for a specific class of BQP all the LTs have the same LP relaxation value. We also compare the LT computational performance for four different BQPs from the literature. We consider the Unconstrained BQP and the maximum cut of edge-weighted graphs and, in order to measure the effects of constraints on the computational performance, we also consider the quadratic extension of two classical combinatorial optimization problems, i.e., the knapsack and stable set problems.
2019
Binary quadratic problems; Linearisation techniques; Max cut problem; Quadratic knapsack problem; Quadratic stable set problem
01 Pubblicazione su rivista::01a Articolo in rivista
Theoretical and computational study of several linearisation techniques for binary quadratic problems / Furini, F.; Traversi, E.. - In: ANNALS OF OPERATIONS RESEARCH. - ISSN 0254-5330. - 279:1-2(2019), pp. 387-411. [10.1007/s10479-018-3118-2]
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11573/1571698
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