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2018 | OriginalPaper | Chapter

On Minimizing Supermodular Functions on Hereditary Systems

Authors : Victor Il’ev, Svetlana Il’eva

Published in: Optimization Problems and Their Applications

Publisher: Springer International Publishing

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Abstract

The problem of minimizing a supermodular set function is considered. A special case of this problem is the well-known NP-hard minimization p-median problem. The main results of the paper are tight a priori and a posteriori bounds on worst-case behaviour of a “reverse” greedy (steepest descent) algorithm of minimizing a supermodular set function on comatroid. As a corollary, approximation guarantees of this algorithm for the general minimization p-median problem improving the known bounds are obtained.

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Literature
1.
go back to reference Arya, V., Garg, N., Khandekar, R., Meyerson, A., Munagala, K., Pandit, V.: Local search heuristics for \(k\)-median and facility location problems. In: Proceedings of the 33rd Annual ACM Symposium on Theory of Computing, pp. 21–29 (2001) Arya, V., Garg, N., Khandekar, R., Meyerson, A., Munagala, K., Pandit, V.: Local search heuristics for \(k\)-median and facility location problems. In: Proceedings of the 33rd Annual ACM Symposium on Theory of Computing, pp. 21–29 (2001)
2.
go back to reference Charikar, M., Guha, S.: Improved combinatorial algorithms for the facility location and \(k\)-median problems. In: Proceedings of the 40th Annual IEEE Symposium on Foundations of Computer Science, pp. 378–388 (1999) Charikar, M., Guha, S.: Improved combinatorial algorithms for the facility location and \(k\)-median problems. In: Proceedings of the 40th Annual IEEE Symposium on Foundations of Computer Science, pp. 378–388 (1999)
3.
go back to reference Charikar, M., Guha, S., Tardos, E., Shmoys, D.B.: A constant-factor approximation algorithm for the \(k\)-median problem. In: Proceedings of the 31st Annual ACM Symposium on Theory of Computing, pp. 1–10 (1999) Charikar, M., Guha, S., Tardos, E., Shmoys, D.B.: A constant-factor approximation algorithm for the \(k\)-median problem. In: Proceedings of the 31st Annual ACM Symposium on Theory of Computing, pp. 1–10 (1999)
4.
go back to reference Cherenin, V.P.: Solution of some combinatorial problems in optimal planning by the method of successive calculations. In: Scientific and Tutorial Proceedings of the Mathematical Economics Seminar of the Laboratory of Economic-Mathematical Methods. USSR Academy of Sciences 2, Gipromez, Moscow (1962). (in Russian) Cherenin, V.P.: Solution of some combinatorial problems in optimal planning by the method of successive calculations. In: Scientific and Tutorial Proceedings of the Mathematical Economics Seminar of the Laboratory of Economic-Mathematical Methods. USSR Academy of Sciences 2, Gipromez, Moscow (1962). (in Russian)
5.
go back to reference Conforti, M., Cornuéjols, G.: Submodular set functions, matroids and the greedy algorithm: tight worst-case bounds and some generalizations of the Rado-Edmonds theorem. Discrete Appl. Math. 7(3), 251–274 (1984)MathSciNetCrossRef Conforti, M., Cornuéjols, G.: Submodular set functions, matroids and the greedy algorithm: tight worst-case bounds and some generalizations of the Rado-Edmonds theorem. Discrete Appl. Math. 7(3), 251–274 (1984)MathSciNetCrossRef
6.
go back to reference Cornuéjols, G., Fisher, M.L., Nemhauser, G.L.: Location of bank accounts to optimize float: an analytic study of exact and approximate algorithms. Manage. Sci. 23(8), 789–810 (1977)MathSciNetCrossRef Cornuéjols, G., Fisher, M.L., Nemhauser, G.L.: Location of bank accounts to optimize float: an analytic study of exact and approximate algorithms. Manage. Sci. 23(8), 789–810 (1977)MathSciNetCrossRef
7.
go back to reference Grötshel, M., Lovász, L.: Combinatorial optimization. In: Graham, R.L., Grötshel, M., Lovász, L. (eds.) Handbook of Combinatorics, vol. 2, pp. 1541–1598. Elsevier Science B.V, Amsterdam (1995) Grötshel, M., Lovász, L.: Combinatorial optimization. In: Graham, R.L., Grötshel, M., Lovász, L. (eds.) Handbook of Combinatorics, vol. 2, pp. 1541–1598. Elsevier Science B.V, Amsterdam (1995)
8.
go back to reference Il’ev, V.: An approximation guarantee of the greedy descent algorithm for minimizing a supermodular set function. Discrete Appl. Math. 114, 131–146 (2001)MathSciNetCrossRef Il’ev, V.: An approximation guarantee of the greedy descent algorithm for minimizing a supermodular set function. Discrete Appl. Math. 114, 131–146 (2001)MathSciNetCrossRef
10.
go back to reference Il’ev, V., Linker, N.: On the problem of minimizing a supermodular set function on comatroid. Vestnik Omskogo Universiteta 1, 16–18 (2002). (in Russian)MATH Il’ev, V., Linker, N.: On the problem of minimizing a supermodular set function on comatroid. Vestnik Omskogo Universiteta 1, 16–18 (2002). (in Russian)MATH
11.
go back to reference Il’ev, V., Linker, N.: Performance guarantees of a greedy algorithm for minimizing a supermodular set function on comatroid. Eur. J. Oper. Res. 171, 648–660 (2006)MathSciNetCrossRef Il’ev, V., Linker, N.: Performance guarantees of a greedy algorithm for minimizing a supermodular set function on comatroid. Eur. J. Oper. Res. 171, 648–660 (2006)MathSciNetCrossRef
13.
go back to reference Il’ev, V., Il’eva, S., Navrotskaya, A.: Approximate solution of the p-median minimization problem. Comput. Math. Math. Phys. 56(9), 1591–1597 (2016)MathSciNetCrossRef Il’ev, V., Il’eva, S., Navrotskaya, A.: Approximate solution of the p-median minimization problem. Comput. Math. Math. Phys. 56(9), 1591–1597 (2016)MathSciNetCrossRef
14.
go back to reference Ilev, A.V., Remeslennikov, V.N.: Study of the compatibility of systems of equations over graphs and finding their general solutions. Vestnik Omskogo Universiteta 4(86), 26–32 (2017). (in Russian) Ilev, A.V., Remeslennikov, V.N.: Study of the compatibility of systems of equations over graphs and finding their general solutions. Vestnik Omskogo Universiteta 4(86), 26–32 (2017). (in Russian)
15.
go back to reference Jain, K., Vazirani, V.V.: Primal-dual approximation algorithms for metric facility location and \(k\)-median problems. In: 1999 Proceedings of the 40th Annual IEEE Symposium on Foundations of Computer Science, pp. 2–13 (1999) Jain, K., Vazirani, V.V.: Primal-dual approximation algorithms for metric facility location and \(k\)-median problems. In: 1999 Proceedings of the 40th Annual IEEE Symposium on Foundations of Computer Science, pp. 2–13 (1999)
16.
go back to reference Kariv, O., Hakimi, S.L.: An algorithmic approach to network location problems. II. The \(p\)-medians. SIAM J. Appl. Math. 37, 539–560 (1979)MathSciNetCrossRef Kariv, O., Hakimi, S.L.: An algorithmic approach to network location problems. II. The \(p\)-medians. SIAM J. Appl. Math. 37, 539–560 (1979)MathSciNetCrossRef
17.
go back to reference Kellerer, H., Strusevich, V.A.: Optimizing the half-product and related quadratic boolean functions: approximation and scheduling applications. Ann. Oper. Res. 240, 39–94 (2016)MathSciNetCrossRef Kellerer, H., Strusevich, V.A.: Optimizing the half-product and related quadratic boolean functions: approximation and scheduling applications. Ann. Oper. Res. 240, 39–94 (2016)MathSciNetCrossRef
18.
go back to reference Khachaturov, V.R., Khachaturov, R.V.: Supermodular programming on finite lattices. Comput. Math. Math. Phys. 52(6), 855–878 (2012)MathSciNetCrossRef Khachaturov, V.R., Khachaturov, R.V.: Supermodular programming on finite lattices. Comput. Math. Math. Phys. 52(6), 855–878 (2012)MathSciNetCrossRef
19.
go back to reference Li, S., Svensson, O.: Approximating \(k\)-median via peeudo-approximation. SIAM J. Comput. 45(2), 530–547 (2013)CrossRef Li, S., Svensson, O.: Approximating \(k\)-median via peeudo-approximation. SIAM J. Comput. 45(2), 530–547 (2013)CrossRef
20.
go back to reference Nemhauser, G.L., Wolsey, L.A.: Integer and Combinatorial Optimization. Wiley, New York (1988)CrossRef Nemhauser, G.L., Wolsey, L.A.: Integer and Combinatorial Optimization. Wiley, New York (1988)CrossRef
21.
go back to reference Nemhauser, G.L., Wolsey, L.A., Fisher, M.L.: An analysis of approximations for maximizing submodular set functions - I. Math. Program. 14(13), 265–294 (1978)MathSciNetCrossRef Nemhauser, G.L., Wolsey, L.A., Fisher, M.L.: An analysis of approximations for maximizing submodular set functions - I. Math. Program. 14(13), 265–294 (1978)MathSciNetCrossRef
Metadata
Title
On Minimizing Supermodular Functions on Hereditary Systems
Authors
Victor Il’ev
Svetlana Il’eva
Copyright Year
2018
DOI
https://doi.org/10.1007/978-3-319-93800-4_1

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