Abstract
We establish polynomial time convergence of the method of analytic centers for the fractional programming problemt→min |x∈G, tB(x)−A(x)∈K, whereG ⊂ ℝn is a closed and bounded convex domain,K ⊂ ℝm is a closed convex cone andA(x):G → ℝn,B(x):G→K are regular enough (say, affine) mappings.
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K.M. Anstreicher, “A monotone projective algorithm for fractional linear programming”,Algorithmica 1 (1986) 483–498.
C.R. Bector and A. Cambini, “Fractional programming—Some recent results”, in:Generalized Convexity and Fractional Programming with Economic Applications (Pisa, 1988), Lecture Notes in Economics and Mathematical Systems, Vol. 345 (Springer-Verlag, Berlin, 1989) 493–504.
Y. Benadada, J.P. Crouzeix and J. Ferland, “An interval-type algorithm for generalized fractional programming”, in:Generalized Convexity and Fractional Programming with Economic Applications (Pisa, 1988), Lecture Notes in Economics and Mathematical Systems, Vol. 345 (Springer-Verlag, Berlin, 1989) 106–120.
S. Boyd and L. El Ghaoui, “Method of centers for minimizing generalized eigenvalue”,Linear Algebra and Applications (special issue on Numerical Linear Algebra Methods in Control, Signals and Systems) 188 (1993) 63–111.
S. Boyd, L. El Ghaoui, E. Feron and V. Balakrishnan,Linear Matrix Inequalities in System and Control Theory (SIAM, Philadelphia, 1994).
W. Dinkelbach, “On nonlinear fractional programming”,Management Science 13 (1967) 492–498.
J.A. Ferland and J.Y. Potvin, “Generalized fractional programming: Algorithms and numerical experimentation”,European Journal of Operational Research 20 (1985) 92–101.
R.W. Freund and F. Jarre, “An interior-point method for convex fractional programming”, AT&T Numerical Analysis Manuscript No.93-03, Bell Laboratories (Murray Hill, NJ, 1993).
R.W. Freund and F. Jarre, “An interior-point method for multi-fractional programs with convex constraints”, AT&T Numerical Analysis Manuscript No. 93-07, Bell Laboratories (Murray Hill, NJ, 1993).
N. Karmarkar, “A new polynomial-time algorithm for linear programming”,Combinatorica 4 (1984) 373–395.
Yu. Nesterov, “Metod lineinogo programmirovania, trebuushii O(n 3 L) operations”,Ekonomika i matem. metody 24 (1988) 25–33 (translated into English as “A method for linear programming which requires O(n 3 L) operations”,Matekon: Translations of Russian and East European Math. Economics).
Yu. Nesterov, “Polinomial'nye metody v lineinom i kvadratichnom programmirovanii”,Izvestija AN SSSR, Tekhnitcheskaya kibernetika 3 (1988).
Yu. Nesterov, “Polinomial'nye iterativnye metody v lineinom i kvadratichnom programmirovanii”, in:Voprosy kibernetiki. Moscow (1988).
Yu. Nesterov and A. Nemirovskii,Interior point polynomial algorithms in Convex Programming: Theory and applications (SIAM, Philadelphia, 1994).
Yu. Nesterov and A. Nemirovskii, “Technique for constructing self-concordant barriers”, Technical Report. Faculté des Sciences Economiques et Sociales, Department d'Economie Commerciale et Industrielle, Université de Genève, Genève (1993).
Yu. Nesterov and A. Nemirovskii, “An interior point method for generalized linear-fractional problems”,Mathematical Programming 69 (1995) 177–204.
J. Renegar, “A polynomial time algorithm, based on Newton's method, for linear programming”,Mathematical Programming 40 (1988) 59–93.
S. Schaible, “Bibliography in fractional programming”,Zeitschrift für Operations Research 27 (1983) 211–241.
S. Schaible, “Multi-ratio fractional programming—A survey”, in:Optimization, Parallel Processing and Applications, Lecture Notes in Economics and Mathematical Systems, Vol. 304 (Springer-Verlag, Berlin, 1988) 57–66.
G. Sonnevend, “An ‘analytical centre’ for polyhedrons and new classes of global algorithms for linear (smooth, convex) programming”, in:System Modelling and Optimization (Budapest, 1985), Lecture Notes in Control and Information Sciences, Vol. 84 (Springer Verlag, Berlin, 1985) 866–875.
J. von Neumann, “A model of general economic equilibrium”,Review of Economic Studies 13 (1945) 1–9.
Y. Ye, “On the von Neumann economic growth problem”, Working Paper Series No. 92-9, Department of Management Sciences, The University of Iowa, Iowa City, IA 52242 (1992).
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This research was partly supported by grant #93-012-499 of the Fundamental Studies Foundation of Russian Academy of Sciences
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Nemirovskii, A. On polynomiality of the method of analytic centers for fractional problems. Mathematical Programming 73, 175–198 (1996). https://doi.org/10.1007/BF02592102
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DOI: https://doi.org/10.1007/BF02592102