Closed-form formulas for evaluating r-flip moves to the unconstrained binary quadratic programming problem

•We propose two closed-form formulas to quickly reevaluate r-flip moves.•Algorithms are designed which are simple to implement and fast to compute.•We test our results using local search and Variable Neighborhood Search heuristics.•Experiments show relatively large reductions in time consumption usi...

Ausführliche Beschreibung

Gespeichert in:
Bibliographische Detailangaben
Veröffentlicht in:Computers & operations research Jg. 113; S. 104774
Hauptverfasser: Anacleto, Eduardo A.J., Meneses, Cláudio N., Ravelo, Santiago V.
Format: Journal Article
Sprache:Englisch
Veröffentlicht: New York Elsevier Ltd 01.01.2020
Pergamon Press Inc
Schlagworte:
Closed form solutions
Combinatorial analysis
Computational efficiency
Exact solutions
Fast flip moves
Mathematical analysis
Mathematical programming
Operations research
Optimization
Quadratic programming
Unconstrained binary quadratic programming
Zero-one optimization
Zero-one optimization
Unconstrained binary quadratic programming
Fast flip moves
Computational efficiency
ISSN:0305-0548, 1873-765X, 0305-0548
Online-Zugang:Volltext
Tags: Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
Beschreibung
Zusammenfassung:•We propose two closed-form formulas to quickly reevaluate r-flip moves.•Algorithms are designed which are simple to implement and fast to compute.•We test our results using local search and Variable Neighborhood Search heuristics.•Experiments show relatively large reductions in time consumption using our formulas. The Unconstrained Binary Quadratic Programming problem (UBQP) belongs to the NP-hard class and has become a framework for modeling a variety of combinatorial optimization problems. The methods most commonly used to solve instances of the UBQP explore the concept of neighborhood of a solution. Given a binary vector x ∈ {0, 1}n, solution to a UBQP instance, a neighborhood of x can be defined by flip moves. Flip moves consist on selecting one or more elements (positions) of x and “flip” their values to their complementary values (i.e., from 1 to 0 or from 0 to 1). Normally, those methods compute a large number of flip moves, and so the whole process to solve an instance can be quite time consuming. In order to reduce this time, some works have proposed ways to efficiently evaluate one or two flip moves, and also extensions to higher order moves. In this paper we propose two closed-form formulas for evaluating quickly any order of flip moves. To test our theoretical findings, we executed an extensive set of computational experiments over well-known instances for the problem. Against common belief, our results show that it is possible to compute high order flip moves very fast.
Bibliographie:ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 14
ISSN:0305-0548
1873-765X
0305-0548
DOI:10.1016/j.cor.2019.104774