Improving a Lagrangian decomposition for the unconstrained binary quadratic programming problem
This paper presents a new alternative of Lagrangian decomposition based on column generation technique to solve the unconstrained binary quadratic programming problem. We use a mixed binary linear version of the original quadratic problem with constraints represented by a graph. This graph is partit...
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| Veröffentlicht in: | Computers & operations research Jg. 39; H. 7; S. 1577 - 1581 |
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| Sprache: | Englisch |
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01.07.2012
Elsevier Pergamon Press Inc |
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| Abstract | This paper presents a new alternative of Lagrangian decomposition based on column generation technique to solve the unconstrained binary quadratic programming problem. We use a mixed binary linear version of the original quadratic problem with constraints represented by a graph. This graph is partitioned into clusters of vertices forming subproblems whose solutions use the dual variables obtained by a coordinator problem. Computational experiments consider a set of difficult instances and the results are compared against other methods reported recently in the literature. |
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| AbstractList | This paper presents a new alternative of Lagrangian decomposition based on column generation technique to solve the unconstrained binary quadratic programming problem. We use a mixed binary linear version of the original quadratic problem with constraints represented by a graph. This graph is partitioned into clusters of vertices forming subproblems whose solutions use the dual variables obtained by a coordinator problem. Computational experiments consider a set of difficult instances and the results are compared against other methods reported recently in the literature. [PUBLICATION ABSTRACT] This paper presents a new alternative of Lagrangian decomposition based on column generation technique to solve the unconstrained binary quadratic programming problem. We use a mixed binary linear version of the original quadratic problem with constraints represented by a graph. This graph is partitioned into clusters of vertices forming subproblems whose solutions use the dual variables obtained by a coordinator problem. Computational experiments consider a set of difficult instances and the results are compared against other methods reported recently in the literature. |
| Author | Lorena, Luiz Antonio Nogueira Mauri, Geraldo Regis |
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| Cites_doi | 10.1007/BF02247879 10.1007/s10589-005-3062-3 10.1111/j.1475-3995.2009.00743.x 10.1016/S0377-2217(01)00209-0 10.1006/jpdc.1997.1404 10.1007/s10107-005-0637-9 10.1287/mnsc.44.3.336 10.1016/j.orl.2006.08.008 10.1016/j.dam.2007.12.008 10.1016/0166-218X(92)00119-7 10.1023/B:ANOR.0000039522.58036.68 10.1016/0377-2217(94)90125-2 10.1007/s10107-008-0235-8 10.1287/mnsc.41.4.704 |
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| Keywords | Quadratic programming Lagrangian decomposition Column generation |
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| SubjectTerms | Clusters Column generation Decomposition Forming Graph theory Graphs Lagrange multiplier Lagrangian decomposition Mathematical analysis Mathematical models Operations research Quadratic programming Studies |
| Title | Improving a Lagrangian decomposition for the unconstrained binary quadratic programming problem |
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