Abstract
The Vertex Separator Problem (VSP) on a graph is the problem of finding the smallest collection of vertices whose removal separates the graph into two disjoint subsets of roughly equal size. Recently, Hager and Hungerford [1] developed a continuous bilinear programming formulation of the VSP. In this paper, we reinforce the bilinear programming approach with a multilevel scheme for learning the structure of the graph.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
References
Hager, W.W., Hungerford, J.T.: Continuous quadratic programming formulations of optimization problems on graphs. European J. Oper. Res. (2013). http://dx.doi.org/10.1016/j.ejor.2014.05.042
Balas, E., de Souza, C.C.: The vertex separator problem: a polyhedral investigation. Math. Program. 103, 583–608 (2005)
Pothen, A., Simon, H.D., Liou, K.: Partitioning sparse matrices with eigenvectors of graphs. SIAM J. Matrix Anal. Appl. 11(3), 430–452 (1990)
Ullman, J.: Computational Aspects of VLSI. Computer Science Press, Rockville (1984)
Kernighan, B.W., Lin, S.: An efficient heuristic procedure for partitioning graphs. Bell Syst. Tech. J. 49, 291–307 (1970)
Bui, T., Jones, C.: Finding good approximate vertex and edge partitions is NP-hard. Inf. Process. Lett. 42, 153–159 (1992)
Fiduccia, C.M., Mattheyses, R.M.: A linear-time heuristic for improving network partitions. In: Proceedings of the 19th Design Automation Conference Las Vegas, NV, pp. 175–181 (1982)
Feige, U., Hajiaghayi, M., Lee, J.: Improved approximation algorithms for vertex separators. SIAM J. Comput. 38, 629–657 (2008)
Ron, D., Safro, I., Brandt, A.: Relaxation-based coarsening and multiscale graph organization. Multiscale Model. Simul. 9(1), 407–423 (2011)
Buluc, A., Meyerhenke, H., Safro, I., Sanders, P., Schulz, C.: Recent advances in graph partitioning (2013) arXiv:1311.3144
Leiserson, C., Lewis, J.: Orderings for parallel sparse symmetric factorization. In: Third SIAM Conference on Parallel Processing for Scientific Computing, pp. 27–31 (1987)
Safro, I., Ron, D., Brandt, A.: A multilevel algorithm for the minimum 2-sum problem. J. Graph Algorithms Appl. 10, 237–258 (2006)
Dezső, B., Jüttner, A., Kovács, P.: Lemon - an open source C++ graph template library. Electron. Notes Theoret. Comput. Sci. 264(5), 23–45 (2011)
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2014 Springer International Publishing Switzerland
About this paper
Cite this paper
Hager, W.W., Hungerford, J.T., Safro, I. (2014). A Continuous Refinement Strategy for the Multilevel Computation of Vertex Separators. In: Pardalos, P., Resende, M., Vogiatzis, C., Walteros, J. (eds) Learning and Intelligent Optimization. LION 2014. Lecture Notes in Computer Science(), vol 8426. Springer, Cham. https://doi.org/10.1007/978-3-319-09584-4_8
Download citation
DOI: https://doi.org/10.1007/978-3-319-09584-4_8
Published:
Publisher Name: Springer, Cham
Print ISBN: 978-3-319-09583-7
Online ISBN: 978-3-319-09584-4
eBook Packages: Computer ScienceComputer Science (R0)