Skip to main content
Log in

Analysis of Bounds for Multilinear Functions

  • Published:
Journal of Global Optimization Aims and scope Submit manuscript

Abstract

We analyze four bounding schemes for multilinear functions and theoretically compare their tightness. We prove that one of the four schemes provides the convex envelope and that two schemes provide the concave envelope for the product of p variables over \(\mathbb{R}_{^ + }^p \).

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  1. Adams, W.P. and Sherali. H.D. (1990), Linearization Strategies for A Class of Zero-One Mixed Integer Programming Problems. Operations Research 38(2): 217-226.

    Google Scholar 

  2. Al-Khayyal, F. and Falk, J.E. (1983), Jointly Constrained Biconvex Programming. Mathematics of Operations Research 8(2): 273-286.

    Google Scholar 

  3. Balas, E. and Mazzola, J.B. (1984), Nonlinear 0-1 Programming: I. Linearization Techniques. Mathematical Programming 30: 1-21.

    Google Scholar 

  4. Balas, E. and Mazzola. J.B. (1984), Nonlinear 0-1 Programming: II. Dominance Relations and Algorithms. Mathematical Programming 30: 22-45.

    Google Scholar 

  5. Crama, Y. (1989), Recognition Problems for Polynomials in 0-1 Variables. Mathematical Programming 44: 139-155.

    Google Scholar 

  6. Crama, Y. (1993), Concave Extensions for Nonlinear 0-1 Maximization Problems. Mathematical Programming 61: 53-60.

    Google Scholar 

  7. Glover, F. and Woolsey, E. (1973), Further Reduction of Zero-One Polynomial Programs to Zero-One Linear Programs. Operations Research 21(1).

  8. Glover, F. and Woolsey, E. (1974), Further Reduction of the 0-1 Polynomial Program Problem to a 0-1 Linear Program. Operations Research 22: 180-182.

    Google Scholar 

  9. Hamed, A.S.E. (1991), Calculation of Bounds on Variables and Underestimating Convex Functions for Nonconvex Functions. PhD thesis, The George Washington University.

  10. Hammer, P.L. Hansen, P. and Simeone, B. (1984), Roof Duality, Complementation and Persistency in Quadratic 0-1 Optimization. Mathematical Programming 28: 121-155.

    Google Scholar 

  11. P. Hansen, B. Jaumard, and M. Vincent. Constrained Nonlinear 0-1 Programming. ORSA Journal on Computing, 5(2):97-119, 1993.

    Google Scholar 

  12. P. Hansen, S.H. Lu, and B. Simeone. On the Equivalence of Paved Duality and Standard Linearization in Nonlinear 0-1 Optimization. Discrete Applied Mathematics, 29:187-193, 1990.

    Google Scholar 

  13. R. Horst and H. Tuy. Global Optimization: Deterministic Approaches. Springer-Verlag, Berlin, Heidelberg, Germany, 3rd edition, 1996.

    Google Scholar 

  14. McCormick, G.P. (1976), Computability of Global Solutions to Factorable Nonconvex Programs: Part I-Convex Underestimating Problems. Mathematical Programming 10: 147-175.

    Google Scholar 

  15. Rikun, A. (1997), A Convex Envelope Formula for Multilinear Functions. Journal of Global Optimization 10: 425-437.

    Google Scholar 

  16. Sherali, H.D. (1997), Convex Envelopes of Multilinear Functions over a Unit Hypercube and over Special Discrete Sets. ACTA Mathematica Vietnamica 22(1): 245-270.

    Google Scholar 

  17. Sherali, H.D. and Adams, W.P. (1990), A Hierarchy of Relaxations Between the Continuous and Convex Hull Representations for Zero-One Programming Problems. SIAM Journal of Discrete Mathematics 3(3): 411-430.

    Google Scholar 

  18. Sherali, H.D. and Adams,W.P. (1999), Reformulation-Linearization Techniques in Discrete and Continuous Optimization. Nonconvex Optimization and Its Applications. Kluwer Academic Publishers, Dordrecht/Boston/London.

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Nikolaos V. Sahinidis.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Ryoo, H.S., Sahinidis, N.V. Analysis of Bounds for Multilinear Functions. Journal of Global Optimization 19, 403–424 (2001). https://doi.org/10.1023/A:1011295715398

Download citation

  • Issue Date:

  • DOI: https://doi.org/10.1023/A:1011295715398

Navigation