Publication | Closed Access
Selected Topics in Column Generation
1.1K
Citations
94
References
2005
Year
Mathematical ProgrammingEngineeringBranch And CutText MiningAutomatic SummarizationOperations ResearchNatural Language ProcessingInformation RetrievalData ScienceCombinatorial OptimizationLinear OptimizationInteger OptimizationKnowledge DiscoveryDual PerspectiveComputer ScienceProblem ReductionInteger ProgrammingDual PointTopic ModelOptimization ProblemPacking ProblemsColumn GenerationLinear ProgrammingDantzig-wolfe Decomposition
Dantzig-Wolfe decomposition and column generation, devised for linear programs, is a success story in large-scale integer programming. We outline and relate the approaches, and survey mainly recent contributions, not yet found in textbooks. We emphasize the growing understanding of the dual point of view, which has brought considerable progress to the column generation theory and practice. It stimulated careful initializations, sophisticated solution techniques for the restricted master problem and subproblem, as well as better overall performance. Thus, the dual perspective is an ever recurring concept in our “selected topics.”
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