Skip to main content

The Lovász Local Lemma and Satisfiability

  • Chapter
Efficient Algorithms

Part of the book series: Lecture Notes in Computer Science ((LNTCS,volume 5760))

Abstract

We consider boolean formulas in conjunctive normal form (CNF). If all clauses are large, it needs many clauses to obtain an unsatisfiable formula; moreover, these clauses have to interleave. We review quantitative results for the amount of interleaving required, many of which rely on the Lovász Local Lemma, a probabilistic lemma with many applications in combinatorics.

In positive terms, we are interested in simple combinatorial conditions which guarantee for a CNF formula to be satisfiable. The criteria obtained are nontrivial in the sense that even though they are easy to check, it is by far not obvious how to compute a satisfying assignment efficiently in case the conditions are fulfilled; until recently, it was not known how to do so. It is also remarkable that while deciding satisfiability is trivial for formulas that satisfy the conditions, a slightest relaxation of the conditions leads us into the territory of NP-completeness.

Several open problems remain, some of which we mention in the concluding section.

Research is supported by SNF Grant 200021-118001/1.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 39.99
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 54.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

References

  1. Alon, N., Spencer, J.H.: The Probabilistic Method, 3rd edn. John Wiley & Sons Inc., Chichester (2008)

    Book  MATH  Google Scholar 

  2. Erdős, P., Lovász, L.: Problems and results on 3-chromatic hypergraphs and some related questions. In: Hajnal, A., Rado, R., Sós, V.T. (eds.) Infinite and Finite Sets (to Paul Erdős on his 60th birthday), vol. II, pp. 609–627. North-Holland, Amsterdam (1975)

    Google Scholar 

  3. Erdős, P.: On a combinatorial problem. Nordisk Mat. Tidskr. 11, 5–10, 40 (1963)

    MathSciNet  MATH  Google Scholar 

  4. Erdős, P.: On a combinatorial problem. II. Acta Math. Acad. Sci. Hungar. 15, 445–447 (1964)

    Article  MathSciNet  MATH  Google Scholar 

  5. Shearer, J.B.: On a problem of Spencer. Combinatorica 5(3), 241–245 (1985)

    Article  MathSciNet  MATH  Google Scholar 

  6. Beck, J.: An algorithmic approach to the Lovász Local Lemma. I. Random Struct. Algorithms 2(4), 343–365 (1991)

    Article  MathSciNet  MATH  Google Scholar 

  7. Alon, N.: A parallel algorithmic version of the local lemma. Random Struct. Algorithms 2(4), 367–378 (1991)

    Article  MathSciNet  MATH  Google Scholar 

  8. Czumaj, A., Scheideler, C.: A new algorithm approach to the general Lovász Local Lemma with applications to scheduling and satisfiability problems. In: Proc. 32nd Ann. ACM Symp. on Theory of Computing, pp. 38–47 (2000)

    Google Scholar 

  9. Srinivasan, A.: Improved algorithmic versions of the Lovász Local Lemma. In: Proc. 19th Ann. ACM-SIAM Symp. on Discrete Algorithms, pp. 611–620 (2008)

    Google Scholar 

  10. Moser, R.A.: Derandomizing the Lovász Local Lemma more effectively. CoRR abs/0807.2120 (2008)

    Google Scholar 

  11. Moser, R.A.: A constructive proof of the Lovász Local Lemma. CoRR abs/0810.4812 (2008); Proc. 41st Ann. ACM Symp. on Theory of Computing (to appear)

    Google Scholar 

  12. Moser, R.A., Tardos, G.: A constructive proof of the general Lovász Local Lemma. CoRR abs/0903.0544 (2009)

    Google Scholar 

  13. Erdős, P., Spencer, J.: Lopsided Lovász Local Lemma and Latin transversals. Discrete Appl. Math. 30(2-3), 151–154 (1991)

    Article  MathSciNet  MATH  Google Scholar 

  14. Lu, L., Székely, L.: Using Lovász Local Lemma in the space of random injections. Electron. J. Combin. 14(1), 13, Research Paper 63 (2007) (electronic)

    MATH  Google Scholar 

  15. Berman, P., Karpinski, M., Scott, A.D.: Approximation hardness and satisfiability of bounded occurrence instances of SAT. Electronic Colloquium on Computational Complexity (ECCC) 10(022) (2003)

    Google Scholar 

  16. Tovey, C.A.: A simplified NP-complete satisfiability problem. Discrete Appl. Math. 8(1), 85–89 (1984)

    Article  MathSciNet  MATH  Google Scholar 

  17. Kratochvíl, J., Savický, P., Tuza, Z.: One more occurrence of variables makes satisfiability jump from trivial to NP-complete. SIAM J. Comput. 22(1), 203–210 (1993)

    Article  MathSciNet  MATH  Google Scholar 

  18. Savický, P., Sgall, J.: DNF tautologies with a limited number of occurrences of every variable. Theoret. Comput. Sci. 238(1-2), 495–498 (2000)

    Article  MathSciNet  MATH  Google Scholar 

  19. Hoory, S., Szeider, S.: A note on unsatisfiable k-CNF formulas with few occurrences per variable. SIAM J. Discrete Math. 20(2), 523–528 (2006)

    Article  MathSciNet  MATH  Google Scholar 

  20. Gebauer, H.: Disproof of the neighborhood conjecture with implications to SAT. CoRR abs/0904.2541 (2009)

    Google Scholar 

  21. Beck, J.: Combinatorial Games: Tic Tac Toe Theory, 1st edn. Encyclopedia of Mathematics and Its Applications, vol. 114. Cambridge University Press, Cambridge (2008)

    Book  MATH  Google Scholar 

  22. Stříbrná, J.: Between Combinatorics and Formal Logic, Master’s Thesis. Charles University, Prague (1994)

    Google Scholar 

  23. Hoory, S., Szeider, S.: Computing unsatisfiable k-SAT instances with few occurences per variable. Theoret. Comput. Sci. 337(1-3), 347–359 (2005)

    Article  MathSciNet  MATH  Google Scholar 

  24. Kullmann, O.: New methods for 3-SAT decision and worst-case analysis. Theor. Comput. Sci. 223(1-2), 1–72 (1999)

    Article  MathSciNet  MATH  Google Scholar 

  25. Aharoni, R., Linial, N.: Minimal non-two-colorable hypergraphs and minimal unsatisfiable formulas. J. Comb. Theory, Ser. A 43(2), 196–204 (1986)

    Article  MathSciNet  MATH  Google Scholar 

  26. Davydov, G., Davydova, I., Kleine Büning, H.: An efficient algorithm for the minimal unsatisfiability problem for a subclass of CNF. Ann. Math. Artificial Intelligence 23(3-4), 229–245 (1998)

    Article  MathSciNet  MATH  Google Scholar 

  27. Kleine Büning, H.: An upper bound for minimal resolution refutations. In: Gottlob, G., Grandjean, E., Seyr, K. (eds.) CSL 1998. LNCS, vol. 1584, pp. 171–178. Springer, Heidelberg (1999)

    Chapter  Google Scholar 

  28. Kleine Büning, H.: On subclasses of minimal unsatisfiable formulas. Discrete Appl. Math. 107(1-3), 83–98 (2000)

    Article  MathSciNet  MATH  Google Scholar 

  29. Szeider, S.: Homomorphisms of conjunctive normal forms. Discrete Appl. Math. 130(2), 351–365 (2003)

    Article  MathSciNet  MATH  Google Scholar 

  30. Porschen, S., Speckenmeyer, E., Randerath, B.: On linear CNF formulas. In: Biere, A., Gomes, C.P. (eds.) SAT 2006. LNCS, vol. 4121, pp. 212–225. Springer, Heidelberg (2006)

    Chapter  Google Scholar 

  31. Abbott, H.: An application of Ramsey’s Theorem to a problem of Erdős and Hajnal. Canad. Math. Bull. 8, 515–517 (1965)

    Article  MATH  Google Scholar 

  32. Kostochka, A., Mubayi, D., Rödl, V., Tetali, P.: On the chromatic number of set systems. Random Struct. Algorithms 19(2), 87–98 (2001)

    Article  MathSciNet  MATH  Google Scholar 

  33. Scheder, D.: Unsatisfiable linear CNF formulas are large, and difficult to construct explicitely. CoRR abs/0905.1587 (2009)

    Google Scholar 

  34. Porschen, S., Speckenmeyer, E., Zhao, X.: Linear CNF formulas and satisfiability. Discrete Appl. Math. 157(5), 1046–1068 (2009)

    Article  MathSciNet  MATH  Google Scholar 

  35. Scheder, D.: Unsatisfiable linear k-CNFs exist, for every k. CoRR abs/0708.2336 (2007)

    Google Scholar 

  36. Ben-Sasson, E., Wigderson, A.: Short proofs are narrow—resolution made simple. J. ACM 48(2), 149–169 (2001)

    Article  MathSciNet  MATH  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2009 Springer-Verlag Berlin Heidelberg

About this chapter

Cite this chapter

Gebauer, H., Moser, R.A., Scheder, D., Welzl, E. (2009). The Lovász Local Lemma and Satisfiability. In: Albers, S., Alt, H., Näher, S. (eds) Efficient Algorithms. Lecture Notes in Computer Science, vol 5760. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-03456-5_3

Download citation

  • DOI: https://doi.org/10.1007/978-3-642-03456-5_3

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-03455-8

  • Online ISBN: 978-3-642-03456-5

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics