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ABSTRACT
For a graph (V,E), existing compact linear formulations for the minimum cut problem require Θ(|V||E|) variables and constraints and can be interpreted as a composition of |V| − 1 polyhedra for minimum s-t cuts in much the same way as early approaches to finding globally minimum cuts relied on |V| − 1 calls to a minimum s-t cut algorithm. We present the first formulation to beat this bound, one that uses O(|V|2) variables and O(|V|3) constraints. An immediate consequence of our result is a compact linear relaxation with O(|V|2) constraints and O(|V|3) variables for enforcing global connectivity constraints. This relaxation is as strong as standard cut-based relaxations and has applications in solving traveling salesman problems by integer programming as well as finding approximate solutions for survivable network design problems using Jain's iterative rounding method. Another application is a polynomial-time verifiable certificate of size n for for the NP-complete problem of l1-embeddability of a rational metric on an n-set (as opposed to a certificate of size n2 known previously).
REFERENCES
Note: OCR errors may be found in this Reference List extracted from the full text article. ACM has opted to expose the complete List rather than only correct and linked references.
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1
|
|
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2
|
Applegate, D., Bixby, R., Chvátal, V., and Cook, W. 1998. On the solution of traveling salesman problems. Documenta Mathematica Extra Volume ICM 1998, 3, 645--656.
|
| |
3
|
|
| |
4
|
Arthanari, T. S. 1982. On the traveling salesman problem. XI Symposium on Mathematical Programming.
|
| |
5
|
|
| |
6
|
Arthanari, T. S., and Usha, M. 2001. On the equivalence of the multistage-insertion and cycle-shrink formulations of the symmetric traveling salesman problem. Oper. Res. Lett. 29, 3, 129--139.
|
| |
7
|
Avis, D., and Deza, M. 1991. The cut cone, l<sup>1</sup> embeddability, complexity and multi-commodity flows. Netw. 21, 595--617.
|
| |
8
|
|
| |
9
|
Carr, R. D. 1995. Polynomial separation procedures and facet determination for inequalities of the traveling salesman polytope. Ph.D. thesis, Carnegie Mellon University.
|
| |
10
|
|
| |
11
|
Carr, R. D., and Lancia, G. 2002. Compact vs. exponential-size LP relaxations. Oper. Res. Lett. 30, 57--65.
|
| |
12
|
|
| |
13
|
Claus, A. 1984. A new formulation for the travelling salesman problem. SIAM J. Algor. Disc. Meth. 5, 21--25.
|
 |
14
|
|
| |
15
|
Conforti, M., Rinaldi, G., and Wolsey, L. 2000. On the cut polyhedron. Tech. rep. 5, CORE, Université Catholique de Louvain.
|
| |
16
|
Dantzig, G., Fulkerson, D., and Johnson, S. 1954. Solution of a large-scale traveling salesman problem. Oper. Res. 2, 393--410.
|
| |
17
|
Deza, M., and Laurent, M. 1997. Geometry of Cuts and Metrics. Springer-Verlag.
|
 |
18
|
|
| |
19
|
|
 |
20
|
|
| |
21
|
Grötschel, M., Lovász, L., and Schrijver, A. 1988. Geometric Algorithms and Combinatorial Optimization. Springer, Berlin.
|
| |
22
|
Jain, K. 2001. A factor 2 approximation algorithm for the generalized Steiner network problem. Combinatorica 21, 39--60.
|
 |
23
|
|
| |
24
|
|
| |
25
|
Lovász, L. 1976. Unsolved problems. In Proceedings of the 5th British Combinatorial Conference. Utilitas Math., 683--685. Congressus Numerantium, No. XV.
|
| |
26
|
Lovász, L. 1979. Combinatorial Problems and Exercises. North-Holland, Amsterdam.
|
| |
27
|
Mader, W. 1978. A reduction method for edge-connectivity in graphs. Ann. Discrete Math. 3, 145--164.
|
| |
28
|
Magnanti, T. L., and Wolsey, L. A. 1995. Optimal trees. In Network Models, M. O. Ball et al., Eds. Handbooks in Operations Research and Management Science, vol. 7. Elsevier, 503--615.
|
| |
29
|
Martin, R. K. 1991. Using separation algorithms to generate mixed integer model reformulations. Oper. Res. Lett. 10, 119--128.
|
| |
30
|
|
| |
31
|
Schrijver, A. 2003. Combinatorial Optimization: Polyhedra and Efficiency. Springer. Schrijver.
|
 |
32
|
|
| |
33
|
|
| |
34
|
Tamir, A. 1994. Polynomial formulations of min-cut problems. Unpublished manuscript. http://www.tau.ac.il/~atamir/min_cut_94.pdf
|
| |
35
|
|
| |
36
|
Wong, R. T. 1980. Integer programming formulations of the traveling salesman problem. In Proceedings of the IEEE Conference on Circuits and Computers, 149--152.
|
| |
37
|
Wong, R. T. 1984. A dual ascent approach for Steiner tree problems on a directed graph. Math. Program. 28, 271--287.
|
| |
38
|
Yannakakis, M. 1991. Expressing combinatorial optimization problems by linear programs. J. Comput. Syst. Sci. 43, 3, 441--466.
|
|