f-Flip strategies for unconstrained binary quadratic programming

Unconstrained binary quadratic programming (UBQP) provides a unifying modeling and solution framework for solving a remarkable range of binary optimization problems, including many accompanied by constraints. Current methods for solving UBQP problems customarily rely on neighborhoods consisting of f...

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Vydáno v:Annals of operations research Ročník 238; číslo 1-2; s. 651 - 657
Hlavní autoři: Glover, Fred, Hao, Jin-Kao
Médium: Journal Article
Jazyk:angličtina
Vydáno: New York Springer US 01.03.2016
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ISSN:0254-5330, 1572-9338
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Abstract Unconstrained binary quadratic programming (UBQP) provides a unifying modeling and solution framework for solving a remarkable range of binary optimization problems, including many accompanied by constraints. Current methods for solving UBQP problems customarily rely on neighborhoods consisting of flip moves that select one or more binary variables and “flip” their values to the complementary value (from 1 to 0 or from 0 to 1). We introduce a class of approaches called f-flip strategies that include a fractional value f as one of those available to the binary variables during intermediate stages of solution. A variety of different f-flip strategies, particularly within the context of multi-start algorithms, are proposed for pursuing intensification and diversification goals in metaheuristic algorithms, accompanied by special rules for evaluating and executing f-flips efficiently.
AbstractList Unconstrained binary quadratic programming (UBQP) provides a unifying modeling and solution framework for solving a remarkable range of binary optimization problems, including many accompanied by constraints. Current methods for solving UBQP problems customarily rely on neighborhoods consisting of flip moves that select one or more binary variables and “flip” their values to the complementary value (from 1 to 0 or from 0 to 1). We introduce a class of approaches called f-flip strategies that include a fractional value f as one of those available to the binary variables during intermediate stages of solution. A variety of different f-flip strategies, particularly within the context of multi-start algorithms, are proposed for pursuing intensification and diversification goals in metaheuristic algorithms, accompanied by special rules for evaluating and executing f-flips efficiently.
Unconstrained binary quadratic programming (UBQP) provides a unifying modeling and solution framework for solving a remarkable range of binary optimization problems, including many accompanied by constraints. Current methods for solving UBQP problems customarily rely on neighborhoods consisting of flip moves that select one or more binary variables and “flip” their values to the complementary value (from 1 to 0 or from 0 to 1). We introduce a class of approaches called f-flip strategies that include a fractional value f as one of those available to the binary variables during intermediate stages of solution. A variety of different f-flip strategies, particularly within the context of multi-start algorithms, are proposed for pursuing intensification and diversification goals in metaheuristic algorithms, accompanied by special rules for evaluating and executing f-flips efficiently.
Audience Academic
Author Hao, Jin-Kao
Glover, Fred
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  givenname: Fred
  surname: Glover
  fullname: Glover, Fred
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  givenname: Jin-Kao
  surname: Hao
  fullname: Hao, Jin-Kao
  organization: LERIA, Université d’Angers, Institut Universitaire de France
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CitedBy_id crossref_primary_10_3390_a16120557
crossref_primary_10_1016_j_knosys_2017_11_009
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COPYRIGHT 2016 Springer
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Issue 1-2
Keywords Multi-start algorithms
Binary quadratic programming
Computational efficiency
Metaheuristics
0–1 Optimization
metaheuristics
Language English
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SubjectTerms Algorithms
Business and Management
CAD
Combinatorics
Computer aided design
Computer Science
Mathematical research
Operations research
Operations Research/Decision Theory
Optimization
Quadratic programming
Studies
Theory of Computation
Variables
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