Abstract
The concepts of treewidth and tree-decomposition on graphs generalize those of the trees. It is well established that when restricted to instances with a bounded treewidth, many NP hard problems can be solved polynomially. In this paper, we study the treewidth of the NK landscape models. We show that the NK landscape model with adjacent neighborhoods has a constant treewidth, and prove that for κ ≥ 2, the treewidth of the NK landscape model with random neighborhoods asymptotically grows with the problem size n.
Preview
Unable to display preview. Download preview PDF.
Similar content being viewed by others
References
Kauffman, S.: The Origins of Order: Self-organization and Selection in Evolution. Oxford University Press, Inc. (1993)
Weinberger, E.D.: NP completeness of Kauffman’s NK model, a tunable rugged fitness landscape. Technical Report Working Papers 96-02-003, Santa Fe Institute, Santa Fe (1996)
Wright, A.H., Thompson, R.K., Zhang, J.: The computational complexity of NK fitness functions. Technical report, Department of Computer Science, University of Montana (1999)
Gao, Y., Culberson, J.: An analysis of phase transition in NK landscapes. Journal of Artificial Intelligence Research 17 (2002) 309–332
Evans, S.N., Steinsaltz, D.: Estimating some features of NK fitness landscapes. Ann. Appl. Probab. 12 (2002) 1299–1321
Dechter, R., Fattah, Y.: Topological parameters for time-space tradeoff. Artificial Intelligence 125 (2001) 93–118
Kloks, T.: Treewidth: Computations and Approximations. Springer-Verlag (1994)
Downey, R.G., Fellows, M.R.: Parameterized Complexity. Springer (1997)
Gottlob, G., Leone, N., Scarcello, F.: A comparison of structural CSP decomposition methods. Articial Intelligence 124 (2000) 243–282
Leung, Y., Gao, Y., Zhang, W.: A genetic-based method for training fuzzy systems. In: Proc. of the 10th IEEE International Conference on Fuzzy Systems. Volume 1., IEEE (2001) 123–126
Mühlenbein, H., Mahnig, T.: Convergence theory and applications of the factorized distribution algorithm. Journal of Computing and Information Technology 7 (1999) 19–32
Pelikan, M., Goldberg, D.E., Lobo, F.: A survey of optimization by building and using probabilistic models. Technical Report 99018, IlliGAL, University of Illinois (1999)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2003 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Gao, Y., Culberson, J. (2003). On the Treewidth of NK Landscapes. In: Cantú-Paz, E., et al. Genetic and Evolutionary Computation — GECCO 2003. GECCO 2003. Lecture Notes in Computer Science, vol 2723. Springer, Berlin, Heidelberg. https://doi.org/10.1007/3-540-45105-6_106
Download citation
DOI: https://doi.org/10.1007/3-540-45105-6_106
Published:
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-40602-0
Online ISBN: 978-3-540-45105-1
eBook Packages: Springer Book Archive