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Abstract

In this work, we show how cardinality-related information for the set partitioning problem is represented within the simplex tableau and how a fractional solution can be interpreted in terms of unresolved solution cardinality. We include a cardinality row within the linear programming relaxation of the set partitioning problem to demonstrate the associated cardinality-related information present in the tableau. Working with a basic feasible solution, the cardinality row is shown to provide valuable information for branching along the cardinality dimension of the solution space of the problem. It is shown that cardinality information may be derived from the simplex tableau for any subset of structural variables in the problem. An illustrative example and computational results for problems from the literature are presented.

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References

  • Azevedo, F., 2003. Constraint Solving over Multi-valued Logics: Application to Digital Circuits. IOS Press. Berlin.

    MATH  Google Scholar 

  • Bienstock, D., 1996. Computational study of a family of mixed-integer quadratic programming problems. Mathematical Programming 74, 121–140.

    MathSciNet  Google Scholar 

  • Cao, B., and Glover, F., 1997. Tabu search and ejection chains — application to a node weighted version of the cardinality-constrained TSP. Management Science 43(7), 908–913.

    MATH  Google Scholar 

  • Chang, T-J., Meade, N., Beasley, J.E., and Sharaiha, Y.M., 2000. Heuristics for cardinality constrained portfolio optimization. Computers and Operations Research 27(13), 1271–1302.

    Article  MATH  Google Scholar 

  • Fages, F., and Lal, A., 2006. A constraint programming approach to cutest problems. Computers and Operations Research 33(10), 2852–2865.

    Article  MATH  Google Scholar 

  • Garey, M.R., and Johnson, D.S., 1979. Computers and Intractability: A Guide to the Theory of NP-completeness. W.H. Freeman and Company, San Francisco.

    MATH  Google Scholar 

  • Garfinkel, R.S., and Nemhauser, G.L., 1969. The set-partitioning problem: set covering with equality constraints. Operations Research 17, 848–856.

    MATH  Google Scholar 

  • Gomory, R., 1958. Outline of an algorithm for integer solutions to linear programs. Bulletin of the American Mathematical Society 64,275–278.

    Article  MATH  MathSciNet  Google Scholar 

  • Gouveia, L., and Martins, P., 2005. The capacitated minimum spanning tree problem; revisiting hop-indexed formulations. Computers and Operations Research 32(9), 2435–2452.

    Article  MATH  Google Scholar 

  • Hoffman, K., and Padberg M., 1993. Solving airline crew scheduling problems by branch-and-cut. Management Science, 39, 657–682.

    MATH  Google Scholar 

  • Joseph, A., 2002. A concurrent processing framework for the set partitioning problem, Computers and Operations Research, 29, 1375–1391.

    Article  MATH  MathSciNet  Google Scholar 

  • Joseph, A., and Baker, E.K., 2006. Parametric cardinality probing in set partitioning problems. Forthcoming in Perspectives in Operations Research: Papers in Honor of Saul Gass’s 80th Birthday, Editors: Frank Alt, Michael Fu, and Bruce Golden.

    Google Scholar 

  • Marsten, R.E., 1974. An algorithm for large set partitioning problems. Management Science 20, 774–787.

    MathSciNet  Google Scholar 

  • Patterson, R., and Rolland, E., 2003. The cardinality constrained covering traveling salesman problem. Computers and Operations Research 30(1), 97–116.

    Article  MATH  MathSciNet  Google Scholar 

  • Pierce,. J. F., 1968. Application of combinatorial to a class of all zero-one integer programming problems. Management Science 15, 191–209.

    MathSciNet  Google Scholar 

  • Pierce, J.F., and Lasky, J.S., 1973. Improved combinatorial programming algorithms for a class of all zero-one integer programming problems. Management Science 18, 528–543.

    MathSciNet  Google Scholar 

  • Regin, J., 2001. Minimization of the number of breaks in sports scheduling problems using constraint programming. In Constraint Programming and Large Scale Optimization. DIMACS 57, 115–130.

    MathSciNet  Google Scholar 

  • Rubin, D., 1974. Vertex generation and cardinality constrained linear programs. Operations Research 23(3), 555–565.

    Article  Google Scholar 

  • Smith, B.N., Layfield, C.J., and Wren, A., 2001. A constraint pre-processor for a bus driver scheduling system. In Constraint Programming and Large Scale Optimization. DIMACS 57, 131–148.

    MathSciNet  Google Scholar 

  • Zabatta, F., 2001. Multithreaded constraint programming: a hybrid approach. In Constraint Programming and Large Scale Optimization. DSMACS 57, 41–64.

    MathSciNet  Google Scholar 

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Joseph, A., Baker, E.K. (2007). Cardinality and the Simplex Tableau for the Set Partitioning Problem. In: Baker, E.K., Joseph, A., Mehrotra, A., Trick, M.A. (eds) Extending the Horizons: Advances in Computing, Optimization, and Decision Technologies. Operations Research/Computer Science Interfaces Series, vol 37. Springer, Boston, MA. https://doi.org/10.1007/978-0-387-48793-9_4

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