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Constraint Satisfaction Parameterized by Solution Size

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Automata, Languages and Programming (ICALP 2011)

Part of the book series: Lecture Notes in Computer Science ((LNTCS,volume 6755))

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Abstract

In the constraint satisfaction problem (CSP) corresponding to a constraint language (i.e., a set of relations) Γ, the goal is to find an assignment of values to variables so that a given set of constraints specified by relations from Γ is satisfied. In this paper we study the fixed-parameter tractability of constraint satisfaction problems parameterized by the size of the solution in the following sense: one of the possible values, say 0, is “free,” and the number of variables allowed to take other, “expensive,” values is restricted. A size constraint requires that exactly k variables take nonzero values. We also study a more refined version of this restriction: a global cardinality constraint prescribes how many variables have to be assigned each particular value. We study the parameterized complexity of these types of CSPs where the parameter is the required number k of nonzero variables. As special cases, we can obtain natural and well-studied parameterized problems such as Independent set, Vertex Cover, d -Hitting Set, Biclique, etc. In the case of constraint languages closed under substitution of constants, we give a complete characterization of the fixed-parameter tractable cases of CSPs with size constraints, and we show that all the remaining problems are W[1]-hard. For CSPs with cardinality constraints, we obtain a similar classification, but for some of the problems we are only able to show that they are Biclique-hard. The exact parameterized complexity of the Biclique problem is a notorious open problem, although it is believed to be W[1]-hard.

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References

  1. Bessière, C., Hebrard, E., Hnich, B., Walsh, T.: The complexity of global constraints. In: Wallace, M. (ed.) AAAI. LNCS, vol. 3258, pp. 112–117. Springer, Heidelberg (2004)

    Google Scholar 

  2. Bulatov, A.: Tractable conservative constraint satisfaction problems. In: LICS, pp. 321–330. IEEE Computer Society, Los Alamitos (2003)

    Google Scholar 

  3. Bulatov, A.A., Jeavons, P., Krokhin, A.A.: Classifying the complexity of constraints using finite algebras. SIAM J. Comput. 34(3), 720–742 (2005)

    Article  MathSciNet  MATH  Google Scholar 

  4. Bulatov, A.A., Marx, D.: The complexity of global cardinality constraints. In: LICS, pp. 419–428. IEEE Computer Society, Los Alamitos (2009)

    Google Scholar 

  5. Creignou, N., Schnoor, H., Schnoor, I.: Non-uniform boolean constraint satisfaction problems with cardinality constraint. In: Kaminski, M., Martini, S. (eds.) CSL 2008. LNCS, vol. 5213, pp. 109–123. Springer, Heidelberg (2008)

    Chapter  Google Scholar 

  6. Downey, R.G., Fellows, M.R.: Parameterized Complexity (1999)

    Google Scholar 

  7. Feder, T., Vardi, M.Y.: Monotone monadic snp and constraint satisfaction. In: STOC, pp. 612–622 (1993)

    Google Scholar 

  8. Flum, J., Grohe, M.: Parameterized Complexity Theory. Springer, Berlin (2006)

    MATH  Google Scholar 

  9. Jeavons, P., Cohen, D., Gyssens, M.: Closure properties of constraints. J. ACM 44, 527–548 (1997)

    Article  MathSciNet  MATH  Google Scholar 

  10. Jeavons, P., Cohen, D., Gyssens, M.: How to determine the expressive power of constraints. Constraints 4, 113–131 (1999)

    Article  MathSciNet  MATH  Google Scholar 

  11. Khanna, S., Sudan, M., Trevisan, L., Williamson, D.P.: The approximability of constraint satisfaction problems. SIAM J. Comput. 30(6), 1863–1920 (2001)

    Article  MathSciNet  MATH  Google Scholar 

  12. Kratsch, S., Wahlström, M.: Preprocessing of min ones problems: A dichotomy. In: Abramsky, S., Gavoille, C., Kirchner, C., Meyer auf der Heide, F., Spirakis, P.G. (eds.) ICALP 2010. LNCS, vol. 6198, pp. 653–665. Springer, Heidelberg (2010)

    Chapter  Google Scholar 

  13. Krokhin, A.A., Marx, D.: On the hardness of losing weight. In: Aceto, L., Damgård, I., Goldberg, L.A., Halldórsson, M.M., Ingólfsdóttir, A., Walukiewicz, I. (eds.) ICALP 2008, Part I. LNCS, vol. 5125, pp. 662–673. Springer, Heidelberg (2008)

    Chapter  Google Scholar 

  14. Marx, D.: Parameterized complexity of constraint satisfaction problems. Computational Complexity 14

    Google Scholar 

  15. Régin, J.C., Gomes, C.P.: The cardinality matrix constraint. In: Wallace, M. (ed.) CP 2004. LNCS, vol. 3258, pp. 572–587. Springer, Heidelberg (2004)

    Chapter  Google Scholar 

  16. Rosenberg, I.: Multiple-valued hyperstructures. In: ISMVL, pp. 326–333 (1998)

    Google Scholar 

  17. Schaefer, T.J.: The complexity of satisfiability problems. In: STOC, pp. 216–226 (1978)

    Google Scholar 

  18. Szeider, S.: The parameterized complexity of k-flip local search for sat and max sat. In: Kullmann, O. (ed.) SAT 2009. LNCS, vol. 5584, pp. 276–283. Springer, Heidelberg (2009)

    Chapter  Google Scholar 

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Bulatov, A.A., Marx, D. (2011). Constraint Satisfaction Parameterized by Solution Size. In: Aceto, L., Henzinger, M., Sgall, J. (eds) Automata, Languages and Programming. ICALP 2011. Lecture Notes in Computer Science, vol 6755. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-22006-7_36

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  • DOI: https://doi.org/10.1007/978-3-642-22006-7_36

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-22005-0

  • Online ISBN: 978-3-642-22006-7

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