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Nonlinear Integer Programming

In: 50 Years of Integer Programming 1958-2008

Author

Listed:
  • Raymond Hemmecke

    (FMA/IMO, Otto-von-Guericke-Universität Magdeburg)

  • Matthias Köppe

    (University of California, Department of Mathematics)

  • Jon Lee

    (IBM T.J. Watson Research Center, Yorktown Heights)

  • Robert Weismantel

    (FMA/IMO, Otto-von-Guericke-Universität Magdeburg)

Abstract

Research efforts of the past fifty years have led to a development of linear integer programming as a mature discipline of mathematical optimization. Such a level of maturity has not been reached when one considers nonlinear systems subject to integrality requirements for the variables. This chapter is dedicated to this topic. The primary goal is a study of a simple version of general nonlinear integer problems, where all constraints are still linear. Our focus is on the computational complexity of the problem, which varies significantly with the type of nonlinear objective function in combination with the underlying combinatorial structure. Numerous boundary cases of complexity emerge, which sometimes surprisingly lead even to polynomial time algorithms.We also cover recent successful approaches for more general classes of problems. Though no positive theoretical efficiency results are available, nor are they likely to ever be available, these seem to be the currently most successful and interesting approaches for solving practical problems. It is our belief that the study of algorithms motivated by theoretical considerations and those motivated by our desire to solve practical instances should and do inform one another. So it is with this viewpoint that we present the subject, and it is in this direction that we hope to spark further research.

Suggested Citation

  • Raymond Hemmecke & Matthias Köppe & Jon Lee & Robert Weismantel, 2010. "Nonlinear Integer Programming," Springer Books, in: Michael Jünger & Thomas M. Liebling & Denis Naddef & George L. Nemhauser & William R. Pulleyblank & (ed.), 50 Years of Integer Programming 1958-2008, chapter 0, pages 561-618, Springer.
  • Handle: RePEc:spr:sprchp:978-3-540-68279-0_15
    DOI: 10.1007/978-3-540-68279-0_15
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