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Belief Revision with Bounded Treewidth

  • Conference paper
Logic Programming and Nonmonotonic Reasoning (LPNMR 2009)

Part of the book series: Lecture Notes in Computer Science ((LNAI,volume 5753))

Abstract

Problems arising from the revision of propositional knowledge bases have been intensively studied for two decades. Many different approaches to revision have thus been suggested, with the ones by Dalal or Satoh being two of the most fundamental ones. As is well known, most computational tasks in this area are intractable. Therefore, in practical applications, one requires sufficient conditions under which revision problems become efficiently solvable. In this paper, we identify such tractable fragments for the reasoning and the enumeration problem exploiting the notion of treewidth. More specifically, we present new algorithms based on dynamic programming for these problems in Dalal’s setting and a tractability proof using Courcelle’s Theorem for Satoh’s approach.

This work was supported by the Austrian Science Fund (FWF), project P20704-N18.

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References

  1. Alchourrón, C., Gärdenfors, P., Makinson, D.: On the logic of theory change: Partial meet functions for contraction and revision. Journal of Symbolic Logic 50, 510–530 (1985)

    Article  MathSciNet  MATH  Google Scholar 

  2. Katsuno, H., Mendelzon, A.: Propositional knowledge base revision and minimal change. Artificial Intelligence 52, 263–294 (1991)

    Article  MathSciNet  MATH  Google Scholar 

  3. Dalal, M.: Investigations into a theory of knowledge base revision. In: Proc. AAAI 1988, pp. 449–479. AAAI Press / The MIT Press (1988)

    Google Scholar 

  4. Satoh, K.: Nonmonotonic reasoning by minimal belief revision. In: Proceedings of the International Conference on Fifth Generation Computer Systems, pp. 455–462 (1988)

    Google Scholar 

  5. Eiter, T., Gottlob, G.: On the complexity of propositional knowledge base revision, updates, and counterfactuals. Artificial Intelligence 57, 227–270 (1992)

    Article  MathSciNet  MATH  Google Scholar 

  6. Courcelle, B.: Graph rewriting: An algebraic and logic approach. In: Handbook of Theoretical Computer Science, vol. B, pp. 193–242. Elsevier Science Publishers, Amsterdam (1990)

    Google Scholar 

  7. Gottlob, G., Pichler, R., Wei, F.: Bounded treewidth as a key to tractability of knowledge representation and reasoning. In: Proc. AAAI 2006, pp. 250–256. AAAI Press, Menlo Park (2006)

    Google Scholar 

  8. Arnborg, S., Lagergren, J., Seese, D.: Easy problems for tree-decomposable graphs. Journal of Algorithms 12, 308–340 (1991)

    Article  MathSciNet  MATH  Google Scholar 

  9. Niedermeier, R.: Invitation to Fixed-Parameter Algorithms. Oxford University Press, Oxford (2006)

    Book  MATH  Google Scholar 

  10. Samer, M., Szeider, S.: Algorithms for propositional model counting. In: Dershowitz, N., Voronkov, A. (eds.) LPAR 2007. LNCS (LNAI), vol. 4790, pp. 484–498. Springer, Heidelberg (2007)

    Chapter  Google Scholar 

  11. Kloks, T.: Treewidth. Computations and Approximations. Springer, Heidelberg (1994)

    Book  MATH  Google Scholar 

  12. Bodlaender, H.L.: A linear-time algorithm for finding tree-decompositions of small treewidth. SIAM J. Comput. 25, 1305–1317 (1996)

    Article  MathSciNet  MATH  Google Scholar 

  13. Darwiche, A.: On the tractable counting of theory models and its application to truth maintenance and belief revision. Journal of Applied Non-Classical Logics 11, 11–34 (2001)

    Article  MathSciNet  MATH  Google Scholar 

  14. Jakl, M., Pichler, R., Woltran, S.: Answer-set programming with bounded treewidth. To appear in Proc. IJCAI (2009)

    Google Scholar 

  15. Winslett, M.: Reasoning about action using a possible models approach. In: Proc. (AAAI 1988), pp. 89–93. AAAI Press / The MIT Press (1988)

    Google Scholar 

  16. Forbus, K.: Introducing actions into qualitative simulation. In: Proc. IJCAI, pp. 1273–1278 (1989)

    Google Scholar 

  17. Szeider, S.: Monadic second order logic on graphs with local cardinality constraints. In: Ochmański, E., Tyszkiewicz, J. (eds.) MFCS 2008. LNCS, vol. 5162, pp. 601–612. Springer, Heidelberg (2008)

    Chapter  Google Scholar 

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Pichler, R., Rümmele, S., Woltran, S. (2009). Belief Revision with Bounded Treewidth. In: Erdem, E., Lin, F., Schaub, T. (eds) Logic Programming and Nonmonotonic Reasoning. LPNMR 2009. Lecture Notes in Computer Science(), vol 5753. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-04238-6_22

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  • DOI: https://doi.org/10.1007/978-3-642-04238-6_22

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-04237-9

  • Online ISBN: 978-3-642-04238-6

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