On complexity, representation and approximation of integral multicommodity flows
The paper has two parts. In the algorithmic part integer inequality systems of packing types and their application to integral multicommodity flow problems are considered. We give 1− ε approximation algorithms using the randomized rounding/derandomization scheme provided that the components of the r...
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| Veröffentlicht in: | Discrete Applied Mathematics Jg. 99; H. 1; S. 183 - 208 |
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Elsevier B.V
01.02.2000
Amsterdam Elsevier New York, NY |
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| ISSN: | 0166-218X, 1872-6771 |
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| Abstract | The paper has two parts. In the algorithmic part integer inequality systems of packing types and their application to integral multicommodity flow problems are considered. We give 1−
ε approximation algorithms using the randomized rounding/derandomization scheme provided that the components of the right-hand side vector (resp. the capacities) are in
Ω(ε
−2
log
m)
where
m is the number of constraints (resp. the number of edges). In the complexity-theoretic part it is shown that the approximable instances above build hard problems. Extending a result of Garg et al. (Algorithmica 18 (1997) 3–20), the non approximability of the maximum integral multicommodity flow problem for trees with a large capacity function
c∈
Ω(
log
m)
, is proved. Furthermore, for every fixed non-negative integer
K the problem with specified demand function
r−
K is NP-hard even if
c is any function polynomially bounded in
n and if the problem with demand function
r is fractionally solvable. For fractionally solvable multicommodity flow problems with nonplanar union of supply and demand graph the integrality gap is unbounded, while in the planar case Korach and Penn (Technical Report, Computer Science Department, Israel Institute of Technology, Haifa, 1989) could fix it to 1. Finally, an interesting relation between discrepancies of set systems and integral multicommodity flows with specified demands is discussed. |
|---|---|
| AbstractList | The paper has two parts. In the algorithmic part integer inequality systems of packing types and their application to integral multicommodity flow problems are considered. We give 1−
ε approximation algorithms using the randomized rounding/derandomization scheme provided that the components of the right-hand side vector (resp. the capacities) are in
Ω(ε
−2
log
m)
where
m is the number of constraints (resp. the number of edges). In the complexity-theoretic part it is shown that the approximable instances above build hard problems. Extending a result of Garg et al. (Algorithmica 18 (1997) 3–20), the non approximability of the maximum integral multicommodity flow problem for trees with a large capacity function
c∈
Ω(
log
m)
, is proved. Furthermore, for every fixed non-negative integer
K the problem with specified demand function
r−
K is NP-hard even if
c is any function polynomially bounded in
n and if the problem with demand function
r is fractionally solvable. For fractionally solvable multicommodity flow problems with nonplanar union of supply and demand graph the integrality gap is unbounded, while in the planar case Korach and Penn (Technical Report, Computer Science Department, Israel Institute of Technology, Haifa, 1989) could fix it to 1. Finally, an interesting relation between discrepancies of set systems and integral multicommodity flows with specified demands is discussed. |
| Author | Stangier, Peter Srivastav, Anand |
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| Keywords | 60E15 Integer programming 60C05 68Q25 90C35 Integral multicommodity flows 05C85 68R10 Derandomization Randomization Fractional flow Multicomponent analysis Network flow Angluin Valiant inequality Multicommodity flow Algorithm Computational complexity |
| Language | English |
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| References | R. Motwani, J. Naor, P. Raghavan, Randomized approximation algorithms in combinatorial optimization, in: D.S. Hochbaum (Ed.), Approximation Algorithms, PWS Publishers, 1995, pp. 447–481. Korach, Penn (BIB10) 1993; 47 C. McDiarmid, On the method of bounded differences, in: J. Siemons (Ed.), Surveys in Combinatorics, London Math. Soc. Lectures Notes, Series 141, Cambridge University Press, Cambridge, England, 1989. F. Pfeiffer, Personal communication, 1992. J. Kleinberg, E. Trados, Routing with low congestion in densely embedded graphs, Preprint, 1996. A. Sebö, Integer plane multicommodity flows with a bounded number of demands, Tech. Report, OR-885340, Research Institute for Discrete Mathematics, University of Bonn, Germany, 1988. M.R. Garey, D.S. Johnson, Computers and Intractability, W.H. Freeman, New York, 1979. Raghavan (BIB18) 1988; 37 F. Pfeiffer, Zur Komplexität des Disjunkte-Wege-Problems, Dissertation, Forschungsinstitut für Diskrete Mathematik, Universität Bonn, 1991. Garg, Vazirani, Yannakakis (BIB6) 1997; 18 Okamura, Seymour (BIB15) 1981; 31 J. Spencer, Ten Lectures on the Probabilistic Method, SIAM, Philadelphia, 1987. Even, Itai, Shamir (BIB3) 1976; 5 Angluin, Valiant (BIB2) 1979; 18 Malhotra, Kumar, Maheshwari (BIB12) 1978; 7 Srivastav, Stangier (BIB22) 1996; 8 T. Leighton, F. Makedon, S. Plotkin, C. Stein, E. Tardos, S. Tragondas, Fast approximation algorithms for multicommodity flow problems, Proceedings of the 23rd Annual ACM Symposium on the Theory of Computing, Baltimore, MD, 1991, pp. 101–111. Tardos (BIB23) 1986; 34 Raghavan, Thompson (BIB19) 1987; 7 M. Grötschel, L. Lovász, A. Schrijver, Geometric Algorithms and Combinatorial Optimization, Springer, Berlin, 1988. Wagner, Weihe (BIB24) 1995; 15 N. Alon, J. Spencer, P. Erdős, The Probabilistic Method, Wiley, New York, 1992. N. Garg, J. Könemann, Faster and simpler algorithms for multicommodity flow and other fractional packing problems, Technical Report, Max-Planck-Institut für Informatik, Saarbrücken, Germany, 1997. E. Korach, M. Penn, Tight integral duality gap in the chinese postman problem, Technical Report, Computer Science Department, Israel Institute of Technology, Haifa, 1989. Wagner (10.1016/S0166-218X(99)00133-X_BIB24) 1995; 15 Raghavan (10.1016/S0166-218X(99)00133-X_BIB18) 1988; 37 10.1016/S0166-218X(99)00133-X_BIB1 Even (10.1016/S0166-218X(99)00133-X_BIB3) 1976; 5 Tardos (10.1016/S0166-218X(99)00133-X_BIB23) 1986; 34 Malhotra (10.1016/S0166-218X(99)00133-X_BIB12) 1978; 7 Okamura (10.1016/S0166-218X(99)00133-X_BIB15) 1981; 31 10.1016/S0166-218X(99)00133-X_BIB17 10.1016/S0166-218X(99)00133-X_BIB16 Raghavan (10.1016/S0166-218X(99)00133-X_BIB19) 1987; 7 Srivastav (10.1016/S0166-218X(99)00133-X_BIB22) 1996; 8 10.1016/S0166-218X(99)00133-X_BIB4 10.1016/S0166-218X(99)00133-X_BIB14 Garg (10.1016/S0166-218X(99)00133-X_BIB6) 1997; 18 10.1016/S0166-218X(99)00133-X_BIB13 Angluin (10.1016/S0166-218X(99)00133-X_BIB2) 1979; 18 10.1016/S0166-218X(99)00133-X_BIB5 10.1016/S0166-218X(99)00133-X_BIB8 10.1016/S0166-218X(99)00133-X_BIB11 10.1016/S0166-218X(99)00133-X_BIB7 Korach (10.1016/S0166-218X(99)00133-X_BIB10) 1993; 47 10.1016/S0166-218X(99)00133-X_BIB21 10.1016/S0166-218X(99)00133-X_BIB20 10.1016/S0166-218X(99)00133-X_BIB9 |
| References_xml | – volume: 37 start-page: 130 year: 1988 end-page: 143 ident: BIB18 article-title: Probabilistic construction of deterministic algorithms: approximating packing integer programs publication-title: J. Comput. Systems. Sci. – volume: 18 start-page: 3 year: 1997 end-page: 20 ident: BIB6 article-title: Primal-Dual algorithms for integral flow and multicut in trees, with applications to matching and set cover publication-title: Algorithmica – reference: T. Leighton, F. Makedon, S. Plotkin, C. Stein, E. Tardos, S. Tragondas, Fast approximation algorithms for multicommodity flow problems, Proceedings of the 23rd Annual ACM Symposium on the Theory of Computing, Baltimore, MD, 1991, pp. 101–111. – volume: 7 start-page: 365 year: 1987 end-page: 374 ident: BIB19 article-title: Randomized rounding: a technique for provably good algorithms and algorithmic proofs publication-title: Combinatorica – reference: A. Sebö, Integer plane multicommodity flows with a bounded number of demands, Tech. Report, OR-885340, Research Institute for Discrete Mathematics, University of Bonn, Germany, 1988. – volume: 7 start-page: 277 year: 1978 end-page: 278 ident: BIB12 article-title: An O(| publication-title: Inform. Process. Lett. – reference: E. Korach, M. Penn, Tight integral duality gap in the chinese postman problem, Technical Report, Computer Science Department, Israel Institute of Technology, Haifa, 1989. – volume: 31 start-page: 75 year: 1981 end-page: 81 ident: BIB15 article-title: Multicommodity flows in planar graphs publication-title: J. Combin. Theory Ser. B – reference: N. Garg, J. Könemann, Faster and simpler algorithms for multicommodity flow and other fractional packing problems, Technical Report, Max-Planck-Institut für Informatik, Saarbrücken, Germany, 1997. – reference: F. Pfeiffer, Zur Komplexität des Disjunkte-Wege-Problems, Dissertation, Forschungsinstitut für Diskrete Mathematik, Universität Bonn, 1991. – volume: 8 start-page: 27 year: 1996 end-page: 58 ident: BIB22 article-title: Algorithmic Chernoff-Hoeffding inequalities in integer programming publication-title: Random Struct. Algorithms – reference: M. Grötschel, L. Lovász, A. Schrijver, Geometric Algorithms and Combinatorial Optimization, Springer, Berlin, 1988. – volume: 18 start-page: 155 year: 1979 end-page: 193 ident: BIB2 article-title: Fast probabilistic algorithms for Hamiltonion circuits and matchings publication-title: J. Comput. Systems Sci. – reference: F. Pfeiffer, Personal communication, 1992. – reference: C. McDiarmid, On the method of bounded differences, in: J. Siemons (Ed.), Surveys in Combinatorics, London Math. Soc. Lectures Notes, Series 141, Cambridge University Press, Cambridge, England, 1989. – reference: J. Spencer, Ten Lectures on the Probabilistic Method, SIAM, Philadelphia, 1987. – volume: 5 start-page: 691 year: 1976 end-page: 703 ident: BIB3 article-title: On the complexity of timetable and multicommodity flow problems publication-title: SIAM J. Comput. – volume: 47 start-page: 77 year: 1993 end-page: 83 ident: BIB10 article-title: A fast algorithm for maximum integral two-commodity flow in planar graphs publication-title: Discrete Appl. Math. – reference: N. Alon, J. Spencer, P. Erdős, The Probabilistic Method, Wiley, New York, 1992. – volume: 34 start-page: 250 year: 1986 end-page: 256 ident: BIB23 article-title: A strongly polynomial algorithm to solve combinatorial linear programs publication-title: Oper. Res. – volume: 15 start-page: 135 year: 1995 end-page: 150 ident: BIB24 article-title: A linear-time algorithm for edge-disjoint paths in planar graphs publication-title: Combinatorica – reference: M.R. Garey, D.S. Johnson, Computers and Intractability, W.H. Freeman, New York, 1979. – reference: J. Kleinberg, E. Trados, Routing with low congestion in densely embedded graphs, Preprint, 1996. – reference: R. Motwani, J. Naor, P. Raghavan, Randomized approximation algorithms in combinatorial optimization, in: D.S. Hochbaum (Ed.), Approximation Algorithms, PWS Publishers, 1995, pp. 447–481. – ident: 10.1016/S0166-218X(99)00133-X_BIB17 – volume: 18 start-page: 3 year: 1997 ident: 10.1016/S0166-218X(99)00133-X_BIB6 article-title: Primal-Dual algorithms for integral flow and multicut in trees, with applications to matching and set cover publication-title: Algorithmica doi: 10.1007/BF02523685 – ident: 10.1016/S0166-218X(99)00133-X_BIB20 – ident: 10.1016/S0166-218X(99)00133-X_BIB21 – ident: 10.1016/S0166-218X(99)00133-X_BIB11 doi: 10.1145/103418.103425 – volume: 8 start-page: 27 issue: 1 year: 1996 ident: 10.1016/S0166-218X(99)00133-X_BIB22 article-title: Algorithmic Chernoff-Hoeffding inequalities in integer programming publication-title: Random Struct. Algorithms doi: 10.1002/(SICI)1098-2418(199601)8:1<27::AID-RSA2>3.0.CO;2-T – ident: 10.1016/S0166-218X(99)00133-X_BIB16 – ident: 10.1016/S0166-218X(99)00133-X_BIB14 doi: 10.1017/CBO9780511814075 – volume: 34 start-page: 250 year: 1986 ident: 10.1016/S0166-218X(99)00133-X_BIB23 article-title: A strongly polynomial algorithm to solve combinatorial linear programs publication-title: Oper. Res. doi: 10.1287/opre.34.2.250 – volume: 18 start-page: 155 year: 1979 ident: 10.1016/S0166-218X(99)00133-X_BIB2 article-title: Fast probabilistic algorithms for Hamiltonion circuits and matchings publication-title: J. Comput. Systems Sci. doi: 10.1016/0022-0000(79)90045-X – volume: 5 start-page: 691 issue: 4 year: 1976 ident: 10.1016/S0166-218X(99)00133-X_BIB3 article-title: On the complexity of timetable and multicommodity flow problems publication-title: SIAM J. Comput. doi: 10.1137/0205048 – ident: 10.1016/S0166-218X(99)00133-X_BIB8 – ident: 10.1016/S0166-218X(99)00133-X_BIB5 – volume: 15 start-page: 135 issue: 1 year: 1995 ident: 10.1016/S0166-218X(99)00133-X_BIB24 article-title: A linear-time algorithm for edge-disjoint paths in planar graphs publication-title: Combinatorica doi: 10.1007/BF01294465 – volume: 31 start-page: 75 year: 1981 ident: 10.1016/S0166-218X(99)00133-X_BIB15 article-title: Multicommodity flows in planar graphs publication-title: J. Combin. Theory Ser. B doi: 10.1016/S0095-8956(81)80012-3 – ident: 10.1016/S0166-218X(99)00133-X_BIB1 – volume: 37 start-page: 130 year: 1988 ident: 10.1016/S0166-218X(99)00133-X_BIB18 article-title: Probabilistic construction of deterministic algorithms: approximating packing integer programs publication-title: J. Comput. Systems. Sci. doi: 10.1016/0022-0000(88)90003-7 – ident: 10.1016/S0166-218X(99)00133-X_BIB7 doi: 10.1007/978-3-642-97881-4 – volume: 7 start-page: 365 issue: 4 year: 1987 ident: 10.1016/S0166-218X(99)00133-X_BIB19 article-title: Randomized rounding: a technique for provably good algorithms and algorithmic proofs publication-title: Combinatorica doi: 10.1007/BF02579324 – ident: 10.1016/S0166-218X(99)00133-X_BIB4 – volume: 47 start-page: 77 year: 1993 ident: 10.1016/S0166-218X(99)00133-X_BIB10 article-title: A fast algorithm for maximum integral two-commodity flow in planar graphs publication-title: Discrete Appl. Math. doi: 10.1016/0166-218X(93)90153-F – volume: 7 start-page: 277 year: 1978 ident: 10.1016/S0166-218X(99)00133-X_BIB12 article-title: An O(|V|2)-algorithm for finding maximum flows in networks publication-title: Inform. Process. Lett. doi: 10.1016/0020-0190(78)90016-9 – ident: 10.1016/S0166-218X(99)00133-X_BIB13 doi: 10.1017/CBO9781107359949.008 – ident: 10.1016/S0166-218X(99)00133-X_BIB9 |
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| SubjectTerms | Algorithmics. Computability. Computer arithmetics Applied sciences Combinatorial probability Computer science; control theory; systems Derandomization Distribution theory Exact sciences and technology Integer programming Integral multicommodity flows Mathematical programming Mathematics Operational research and scientific management Operational research. Management science Probability and statistics Probability theory and stochastic processes Sciences and techniques of general use Theoretical computing |
| Title | On complexity, representation and approximation of integral multicommodity flows |
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