Abstract
Multiplicative programs are a difficult class of nonconvex programs that have received increasing attention because of their many applications. However, given their nonconvex nature, few theoretical results are available. In this paper, we study a particular case of these programs which involves the maximization of a quasiconcave function over a linear constraint set. Using results from conjugate function theory and generalized geometric programming, we derive a complete duality theory. The results are further specialized to linear multiplicative programming.
Similar content being viewed by others
References
Rosenberg, E., Optimal Module Sizing in VLSI Floor Planning, Zeitschrift fur Operations Research, Vol. 33, pp. 131–143, 1989.
Charnes, A., and Kirby, M., Modular Design, Generalized Inverses, and Convex Programming, Operations Research, Vol. 13, pp. 836–847, 1965.
Kuno, T., and Konno, H., A Parametric Successive Underestimation Method for Convex Multiplicative Programming Problems, Journal of Global Optimization, Vol. 1, pp. 267–285, 1991.
Konno, H., and Kuno, T., Linear Multiplicative Programming, Mathematical Programming, Vol. 56, pp. 51–64, 1992.
Konno, H., and Fukaishi, K., A Branch-and-Bound Algorithm for Solving Low-Rank Linear Multiplicative and Fractional Programming Problems, Journal of Global Optimization, Vol. 18, pp 283–299, 2000.
Liu, X., Umegaki, T., and Yamamoto, Y., Heuristic Methods for Linear Multiplicative Programming, Journal of Global Optimization, Vol. 15, pp. 433–447, 1999.
Ryoo, H., and Sahinidis, N., Analysis of Bounds for Multilinear Functions, Journal of Global Optimization, Vol. 19, pp. 403–427, 2001.
Avriel, M., Diewert, W., Schaible, S., and Zang, I., Generalized Concavity, Plenum Press, New York, NY, p. 162, 1988.
Peterson, E.L., Geometric Programming, SIAM Review, Vol. 18, pp. 1–52, 1976.
Fenchel, W., Convex Cones, Sets, and Functions, Princeton University Press, Princeton, New Jersey, 1953.
Jefferson, T. R., and Scott, C.H., Avenues of Geometric Programming, I: Theory, New Zealand Journal of Operational Research, Vol. 6, pp. 109–136, 1978.
Author information
Authors and Affiliations
Rights and permissions
About this article
Cite this article
Scott, C., Jefferson, T. On Duality for a Class of Quasiconcave Multiplicative Programs. Journal of Optimization Theory and Applications 117, 575–583 (2003). https://doi.org/10.1023/A:1023949722269
Issue Date:
DOI: https://doi.org/10.1023/A:1023949722269