Abstract
We present a new method for minimizing the sum of a convex function and aproduct of k nonnegative convex functions over a convex set. This problem isreduced to a k-dimensional quasiconcave minimization problem which is solvedby a conical branch-and-bound algorithm. Comparative computational results areprovided on test problems from the literature.
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Atkinson, M.D., Sack, J.R., Santoro, N. and Strothotte, T. (1986), Min-Max Heaps and Generalized Priority Queues, Communications of the ACM 29(10), 996–1000.
Avriel, M., Diewert, W.E., Schaible, S. and Zang, I. (1988), Generalized Concavity, Plenum Press, New York.
CPLEX Optimization, Inc. (1993), Using the CPLE™ Callable Library and CPLEX™ Mixed Integer Library (Version 2.1).
Geoffrion, A. (1967), Solving Bicriterion Mathematical Programs, Operations Research 15, 39–54.
Henderson, J.M. and Quandt, R.E. (1971), Microeconomic Theory, McGraw-Hill, New York.
Horst, R. and Tuy, H. (1993), Global Optimization (Deterministic Approaches), second edition, Springer-Verlag, Berlin.
Jaumard, B., Meyer, C. and Tuy, H. (1996), Generalized Convex Multiplicative Programming via Quasiconcave Minimization, Cahier du GERADG-95-22 (revised version), Montréal, Canada.
Konno, H. and Inori, M. (1989), Bond Portfolio Optimization by Bilinear Fractional Programming, Journal of the Operations Research Society of Japan 32, 143–158.
Konno, H. and Kuno, T. (1990), Generalized Linear Multiplicative and Fractional Programming, Annals of Operations Research 25, 147–162.
Konno, H. and Kuno, T. (1992), Linear Multiplicative Programming, Mathematical Programming 56, 51–64.
Konno, H. and Kuno, T. (1995), Multiplicative Programming Problems, in R. Horst and P.M. Pardalos eds., Handbook of Global Optimization, Kluwer, Dordrecht, 369–405.
Konno, H., Kuno, T. and Yajima, Y. (1994), Global Minimization of a Generalized Convex Multiplicative Function, Journal of Global Optimization 4(1), 47–62.
Konno, H. and Yajima, Y. (1991), Minimizing and Maximizing the Product of Linear Fractional Functions, in Recent Advances in Global Optimization, eds C. Floudas and P. Pardalos, Princeton University Press, 259–273.
Konno, H., Yajima, Y. and Matsui, T. (1991), Parametric Simplex Algorithms for Solving a Special Class of Nonconvex Minimization Problems, Journal of Global Optimization 1, 65–82.
Kuno, T. and Konno, H. (1992), A Parametric Successive Underestimation Method for Convex Multiplicative Programming Problems, Journal of Global Optimization 1, 267–286.
Kuno, T., Konno, H. and Yamamoto, Y. (1992), A Parametric Successive Underestimation Method for Convex Programming Problems with an Additional Convex Multiplicative Constraint, Journal of the Operations Research Society of Japan 35, 290–299.
Kuno, T., Yajima, Y. and Konno, H. (1993), An Outer Approximation Method for Minimizing the Product of Several Convex Functions on a Convex Set, Journal of Global Optimization 3, 325–335.
Kuno, T., Yajima, Y., Yamamoto, Y. and Konno, H. (1994), Convex Programs with an Additional Constraint on the Product of Several Convex Functions, European Journal of Operational Research 77, 314–324.
Maling, K., Mueller, S.H. and Heller, W.R. (1982), On Finding Most Optimal Rectangular Package Plans, Proceedings of the 19th Design Automation Conference663–670.
Murtagh, B.A. and Saunders, M.A. (1993), MINOS 5.4 User’s Guide, Technical reportSOL 83–20R, Systems OptimizationLaboratory, Department of OperationsResearch, Stanford University.
Muu, L.D. and Tam, B.T. (1992), Minimizing the Sum of a Convex Function and the Product of Two Affine Functions over a Convex Set, Optimization 24, 57–62.
Muu, L.D. (1993), An Algorithm for Solving Convex Programs with an Additional Convex-concave Constraint, Mathematical Programming 61, 75–87.
Pferschy, U. and Tuy, H. (1994), Linear Programs with an Additional Rank Two Reverse Convex Constraint, Journal of Global Optimization 4, 441–454.
Schaible, S. and Sodini, C. (1995), Finite Algorithm for Generalized Linear Multiplicative Programming, Journal of Optimization Theory and Applications 87(2), 441–455.
Thach, P.T., Burkard, R.E. and Oettli, W. (1991), Mathematical Programs with a Two Dimensional Reverse Convex Constraint, Journal of Global Optimization 1, 145–154.
Thoai, N.V. (1991), A Global Optimization Approach for Solving the Convex Multiplicative Programming Problem, Journal of Global Optimization 1, 341–357.
Thoai, N.V. (1993), Canonical D.C. Programming Techniques for Solving a Convex Program with an Additional Constraint of Multiplicative Type, Computing 50, 241–253.
Tuy, H., (1994), Introduction to Global Optimization, Cahier du GERADG-94-04, Montréal, Canada.
Tuy, H. and Tam, B.T. (1992), An Efficient Solution Method for Rank Two Quasiconcave Minimization Problems, Optimization 24, 43–56.
Tuy, H., Tam, B.T. and Dan, N.D. (1994), Minimizing the Sum of a Convex Function and a Specially Structured Nonconvex Function, Optimization 28, 237–248.
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Jaumard, B., Meyer, C. & Tuy, H. Generalized Convex Multiplicative Programming via Quasiconcave Minimization. Journal of Global Optimization 10, 229–256 (1997). https://doi.org/10.1023/A:1008203116882
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DOI: https://doi.org/10.1023/A:1008203116882