Abstract
This work provides a Linear Programming-based Polynomial Time Approximation Scheme (PTAS) for two classical NP-hard problems on graphs when the input graph is guaranteed to be planar, or more generally Minor Free. The algorithm applies a sufficiently large number (some function of 1/ε when 1 + ε approximation is required) of rounds of the so-called Sherali-Adams Lift-and-Project system. needed to obtain a (1 + ε)-approximation, where f is some function that depends only on the graph that should be avoided as a minor. The problem we discuss are the well-studied problems, the and
problems. An curious fact we expose is that in the world of minor-free graph, the
is harder in some sense than the
.
Our main result shows how to get a PTAS for in the more general “noisy setting” in which input graphs are not assumed to be planar/minor-free, but only close to being so. In this setting we bound integrality gaps by 1 + ε, which in turn provides a 1 + ε approximation of the optimum value; however we don’t know how to actually find a solution with this approximation guarantee. While there are known combinatorial algorithms for the non-noisy setting of the above graph problems, we know of no previous approximation algorithms in the noisy setting. Further, we give evidence that current combinatorial techniques will fail to generalize to this noisy setting.
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Arora, S.: Nearly linear time approximation schemes for euclidean tsp and other geometric problems. In: FOCS 1997: Proceedings of the 38th Annual Symposium on Foundations of Computer Science (FOCS 1997), Washington, DC, USA, p. 554. IEEE Computer Society Press, Los Alamitos (1997)
Baker, B.S.: Approximation algorithms for np-complete problems on planar graphs. J. ACM 41(1), 153–180 (1994)
Bienstock, D.: Approximate formulations for 0-1 knapsack sets. Oper. Res. Lett. 36(3), 317–320 (2008)
Bodlaender, H.L.: A partial k-arboretum of graphs with bounded treewidth. Theor. Comput. Sci. 209(1-2), 1–45 (1998)
Borradaile, G., Kenyon-Mathieu, C., Klein, P.N.: A polynomial-time approximation scheme for steiner tree in planar graphs. In: SODA, pp. 1285–1294 (2007)
Borradaile, G., Klein, P., Mathieu, C.: A polynomial-time approximation scheme for euclidean steiner forest. In: FOCS (2008)
Charikar, M., Makarychev, K., Makarychev, Y.: Integrality gaps for Sherali-Adams relaxations (manuscript) (2007)
Călinescu, G., Fernandes, C.G., Finkler, U., Karloff, H.: A better approximation algorithm for finding planar subgraphs. In: SODA 1996: Proceedings of the seventh annual ACM-SIAM symposium on Discrete algorithms, Philadelphia, PA, USA, pp. 16–25 (1996)
Bienstock, N.O.D.: Tree-width and the sherali-adams operator. Discrete Optimization 1(1), 13–21 (2004)
Avis, J.U.D.: Stronger linear programming relaxations of max-cut. Mathematical Programming 97(3), 451–469 (2003)
DeVos, M., Ding, G., Oporowski, B., Sanders, D.P., Reed, B., Seymour, P., Vertigan, D.: Excluding any graph as a minor allows a low tree-width 2-coloring. J. Comb. Theory Ser. B 91(1), 25–41 (2004)
Kawarabayashi, K.-i., Demaine, E.D., Hajiaghayi, M.T.: Algorithmic graph minor theory: Decomposition, approximation, and coloring. In: FOCS, pp. 637–646 (2005)
Feige, U.: On allocations that maximize fairness. In: SODA 2008: Proceedings of the nineteenth annual ACM-SIAM symposium on Discrete algorithms, San Francisco, California, pp. 287–293 (2008)
de la Vega, W.F., Kenyon-Mathieu, C.: Linear programming relaxations of maxcut. In: Proceedings of the 18th ACM-SIAM Symposium on Discrete Algorithms (2007)
Grohe, M.: Local tree-width, excluded minors, and approximation algorithms. Combinatorica 23(4), 613–632 (2003)
Grötschel, M., Lovász, L., Schrijver, A.: Geometric Algorithms and Combinatorial Optimization. Springer, Heidelberg (1998)
Håstad, J.: Some optimal inapproximability results. J. ACM 48(4), 798–859 (2001)
Lawler, E.L.: Fast approximation algorithms for knapsack problems. In: FOCS, pp. 206–213 (1977)
Thomason, A.: An extremal function for contractions of graphs. Math. Proc. Cambridge Math. Proc. Cambridge Philos. Soc. 95, 261–265 (1984)
Yannakakis, M.: Node and edge deletion np-complete problems. In: STOC, pp. 253–264 (1978)
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Magen, A., Moharrami, M. (2009). Robust Algorithms for on Minor-Free Graphs Based on the Sherali-Adams Hierarchy.
In: Dinur, I., Jansen, K., Naor, J., Rolim, J. (eds) Approximation, Randomization, and Combinatorial Optimization. Algorithms and Techniques. APPROX RANDOM 2009 2009. Lecture Notes in Computer Science, vol 5687. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-03685-9_20
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DOI: https://doi.org/10.1007/978-3-642-03685-9_20
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