Abstract
We consider the minimum s, t-cut problem in a network with parametrized arc capacities. Following the seminal work of Gallo et al. (SIAM J. Comput. 18(1):30–55, 1989), classes of this parametric problem have been shown to enjoy the nice Structural Property that minimum cuts are nested, and the nice Algorithmic Property that all minimum cuts can be computed in the same asymptotic time as a single minimum cut by using a clever Flow Update step to move from one value of the parameter to the next. We present a general framework for parametric minimum cuts that extends and unifies such results. We define two conditions on parametrized arc capacities that are necessary and sufficient for (strictly) decreasing differences of the parametric cut function. Known results in parametric submodular optimization then imply the Structural Property. We show how to construct appropriate Flow Updates in linear time under the above conditions, implying that the Algorithmic Property also holds under these conditions. We then consider other classes of parametric minimum cut problems, without decreasing differences, for which we establish the Structural and/or the Algorithmic Property, as well as other cases where nested minimum cuts arise.
Similar content being viewed by others
References
Ahuja R.K., Magnanti T.L., Orlin J.B.: Network Flows: Theory, Algorithms, and Applications. Prentice-Hall, Englewood Cliffs (1993)
Ahuja R.K., Orlin J.B., Stein C., Tarjan R.E.: Improved algorithms for bipartite network flow. SIAM J. Comput. 23, 906–933 (1994)
Arai T., Ueno S., Kajitani Y.: Generalization of a theorem on the parametric maximum flow problem. Discret. Appl. Math. 41, 69–74 (1993)
Babenko, M., Derryberry, J., Goldberg, A.V., Tarjan, R.E., Zhou, Y.: Experimental evaluation of parametric maximum flow algorithms. In: Demetrescu, C. (ed.) Experimental and Efficient Algorithms 6th International Workshop, WEA 2007, Lecture Notes in Computer Science, vol. 4525, pp. 256–269. Springer (2007)
Ball M.O., Colbourn C.J., Provan J.S.: Network reliability. In: Ball, M.O., Magnanti, T.L., Monma, C.L., Nemhauser, G.L. (eds) Handbook of Operations Research and Management Science vol 7: Network Models., pp. 673–762. North-Holland, Amsterdam (1995)
Brumelle, S., Granot, D., Liu, L.: An Extended Economic Selection Problem. Tech. report, Sauder School of Business, UBC, Vancouver (1995)
Brumelle S., Granot D., Liu L.: Ordered optimal solutions and parametric minimum cut problems. Discret. Optim. 2, 123–134 (2005)
Carstensen P.J.: Complexity of some parametric integer and network programming problems. Math. Program. 26, 64–75 (1983)
Dinic E.A.: Algorithm for solution of a problem of maximum flow in networks with power estimation. Sov. Math. Dokl. 11, 1277–1280 (1970)
Dinkelbach W.: On nonlinear fractional programming. Manag. Sci. 13, 492–498 (1967)
Eisner M.J., Severance D.G.: Mathematical techniques for efficient record segmentation in large shared databases. J. ACM 23(4), 619–635 (1976)
Fleischer L.K.: Universally maximum flow with piece-wise constant capacity functions. Networks 38, 1–11 (2001)
Fleischer L.K., Iwata S.: A Push–Relabel framework for submodular function minimization and applications to parametric optimization. Discret. Appl. Math. 131, 311–322 (2003)
Ford L.R. Jr, Fulkerson D.R.: Flows in Networks. Princeton University Press, Princeton (1962)
Fujishige S.: Lexicographically optimal base of a polymatroid with respect to a weight vector. Math. Oper. Res. 5, 186–196 (1980)
Gallo G., Grigoriadis M.D., Tarjan R.E.: A fast parametric maximum flow algorithm and applications. SIAM J. Comput. 18(1), 30–55 (1989)
Goldberg A.V., Rao S.: Beyond the flow decomposition barrier. J. ACM 45, 753–797 (1998)
Goldberg A.V., Tarjan R.E.: A new approach to the maximum flow problem. J. ACM 35, 921–940 (1988)
Gusfield D., Martel C.: A fast algorithm for the generalized parametric minimum cut problem and applications. Algorithmica 7, 499–519 (1992)
Gusfield D., Tardos E.: A faster parametric minimum-cut algorithm. Algorithmica 11(3), 278–290 (1994)
Hayrapetyan A., Kempe D., Pál M., Svitkina Z.: Unbalanced graph cuts. In: Brodal, G.S., Leonardi, S. (eds) ESA, Lecture Notes in Computer Science, vol. 3669, pp. 191–202. Springer, Berlin (2005)
Hochbaum D.S.: The pseudoflow algorithm: a new algorithm for the maximum flow problem. Oper. Res. 58, 992–1009 (2008)
Isbell J.R., Marlow W.H.: Attrition games. Naval Res. Logist. Q. 3, 71–94 (1956)
Karzanov A.V.: Determining the maximal flow in a network by the method of preflows. Sov. Math. Dokl. 15, 434–437 (1974)
King V., Rao S., Tarjan R.E.: A faster deterministic maximum flow algorithm. J. Algorithms 17, 447–474 (1994)
Liu, L.: Ordered Optimal Solutions and Applications. Ph.D. thesis, The University of British Columbia (1996)
Martel C.: A comparison of phase and nonphase network flow algorithms. Networks 19(6), 691–705 (1989)
McCormick S.T.: Fast algorithms for parametric scheduling come from extensions to parametric maximum flow. Oper. Res. 47(5), 744–756 (1999)
McCormick S.T.: Submodular function minimization. In: Aardal, K., Nemhauser, G.L., Weismantel, R. (eds) Handbook of Discrete Optimization, North-Holland, Amsterdam (2004)
McCormick S.T., Ervolina T.R.: Computing maximum mean cuts. Discret. Appl. Math. 52, 53–70 (1994)
Milgrom P., Shannon C.: Monotone comparative statics. Econometrica 62(1), 157–180 (1994)
Nagano, K.: A Faster Parametric Submodular Function Minimization Algorithm and Applications. Tech. report, Department of Mathematical Informatics, University of Tokyo, Tokyo (2007)
Nagano, K.: On convex minimization over base polytopes. In: Fischetti, M., Williamson, D. (eds.), Proceedings of IPCO 12 (Ithaca, NY), pp. 252–266 (2007)
Ogier R.G.: Minimum-delay routing in continuous-time dynamic networks with piecewise-constant capacities. Networks 18, 303–318 (1988)
Ore Ø.: Theory of graphs, American Mathematical Society Colloquium Publications, vol. 38. American Mathematical Society, Providence (1962)
Orlin, J.B.: (2007) A faster strongly polynomial algorithm for submodular function minimization. In: Fischetti, M., Williamson, D. (eds.) Proceedings of IPCO 12 (Ithaca, NY), pp. 240–251 (2007)
Picard J.C., Queyranne M.: Selected applications of minimum cuts in networks. INFOR 20, 394–422 (1983)
Radzik T.: Parametric flows, weighted means of cuts, and fractional combinatorial optimization. In: Pardalos, P. (eds) Complexity in Numerical Optimization, pp. 351–386. World Scientific, Singapore (1993)
Rhys J.M.W.: A selection problem of shared fixed costs and network flows. Manag. Sci 17, 200–207 (1970) (English)
Roosen J., Hennessy D.A.: Testing for the monotone likelihood ratio assumption. J. Bus. Econ. Stat. 22, 358–366 (2004)
Schrijver A.: Combinatorial Optimization: Polyhedra and Efficiency. Springer, Berlin (2003)
Scutellà M.G.: A note on the parametric maximum flow problem and some related reoptimization issues. Ann. Oper. Res. 150, 231–244 (2007)
Shapley L.S.: On network flow functions. Naval Res. Logist. Q. 8, 151–158 (1961)
Stone H.S.: Critical load factors in two-processor distributed systems. IEEE Trans. Softw. Eng. 4(2), 254–258 (1978)
Tarjan R.E.: A simple version of Karzanov’s blocking flow algorithm. Oper. Res. Lett. 2(6), 265–268 (1984)
Topkis D.M.: Minimizing a submodular function on a lattice. Oper. Res. 26, 305–321 (1978)
Topkis D.M.: Supermodularity and Complementarity. Princeton University Press, Princeton (1998)
Topkis, D.H., Veinott, A.F. Jr.: Monotone solutions of extremal problems on lattices. In: 8th International Symposium on Mathematical Programming (Stanford University), p. 131 (1973)
Ward J., Zhang B., Jain S., Fry C., Olavson T., Mishal H., Amaral J., Beyer D., Brecht A., Cargille B., Chadinha R., Chou K., DeNyse G., Feng Q., Padovani C., Raj S., Sunderbruch K., Tarjan R., Venkatraman K., Woods J., Zhou J.: HP transforms product portfolio management with operations research. Interfaces 40, 17–32 (2010)
Author information
Authors and Affiliations
Corresponding author
Additional information
F. Granot, S. T. McCormick and M. Queyranne were supported by NSERC grants.
Rights and permissions
About this article
Cite this article
Granot, F., McCormick, S.T., Queyranne, M. et al. Structural and algorithmic properties for parametric minimum cuts. Math. Program. 135, 337–367 (2012). https://doi.org/10.1007/s10107-011-0463-1
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10107-011-0463-1