Skip to main content

KLM-Style Defeasibility for Restricted First-Order Logic

  • Conference paper
  • First Online:
Rules and Reasoning (RuleML+RR 2022)

Abstract

In this paper, we extend the KLM approach to defeasible reasoning beyond the propositional setting. We do so by making it applicable to a restricted version of first-order logic. We describe defeasibility for this logic using a set of rationality postulates, provide a suitable and intuitive semantics for it, and present a representation result characterising the semantic description of defeasibility in terms of our postulates. An advantage of our semantics is that it is sufficiently general to be applicable to other restricted versions of first-order logic as well. Based on this theoretical core, we then propose a version of defeasible entailment that is inspired by the well-known notion of Rational Closure as it is defined for defeasible propositional logic and defeasible description logics. We show that this form of defeasible entailment is rational in the sense that it adheres to the full set of rationality postulates.

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 54.99
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 69.99
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

References

  1. Arlo-Costa, H.: The logic of conditionals. In: The Stanford Encyclopedia of Philosophy. Summer 2019 edition. Springer Dordrecht (2019). https://doi.org/10.1007/978-94-015-7622-2

  2. Beierle, C., Falke, T., Kutsch, S., Kern-Isberner, G.: Minimal tolerance pairs for system Z-like ranking functions for first-order conditional knowledge bases. In: Proeedings of FLAIRS 2016, pp. 626–631. AAAI Press (2016)

    Google Scholar 

  3. Beierle, C., Falke, T., Kutsch, S., Kern-Isberner, G.: System Z\({}^{\text{ FO }}\): default reasoning with system Z-like ranking functions for unary first-order conditional knowledge bases. Int. J. Approx. Reason. 90, 120–143 (2017)

    Article  MathSciNet  MATH  Google Scholar 

  4. Benferhat, S., Cayrol, C., Dubois, D., Lang, J., Prade, H.: Inconsistency management and prioritized syntax-based entailment. In: Proceedings of IJCAI-1993, pp. 640–645. Morgan Kaufmann Publishers Inc. (1993)

    Google Scholar 

  5. Bonatti, P.A.: Rational closure for all description logics. Artif. Intell. 274, 197–223 (2019)

    Article  MathSciNet  MATH  Google Scholar 

  6. Bonatti, P.A., Faella, M., Petrova, I.M., Sauro, L.: A new semantics for overriding in description logics. Artif. Intell. 222, 1–48 (2015)

    Article  MathSciNet  Google Scholar 

  7. Booth, R., Paris, J.B.: A note on the rational closure of knowledge bases with both positive and negative knowledge. J. Log. Lang. Inf. 7(2), 165–190 (1998)

    Article  MathSciNet  MATH  Google Scholar 

  8. Brafman, R.I.: A first-order conditional logic with qualitative statistical semantics. J. Log. Comput. 7(6), 777–803 (1997)

    Article  MathSciNet  MATH  Google Scholar 

  9. Britz, K., Casini, G., Meyer, T., Moodley, K., Sattler, U., Varzinczak, I.: Principles of KLM-style defeasible description Logics. ACM T. Comput. Log. 22(1) (2021)

    Google Scholar 

  10. Casini, G., Meyer, T., Moodley, K., Nortjé, R.: Relevant closure: a new form of defeasible reasoning for description logics. In: Fermé, E., Leite, J. (eds.) JELIA 2014. LNCS (LNAI), vol. 8761, pp. 92–106. Springer, Cham (2014). https://doi.org/10.1007/978-3-319-11558-0_7

    Chapter  MATH  Google Scholar 

  11. Casini, G., Straccia, U.: Rational closure for defeasible description logics. In: Janhunen, T., Niemelä, I. (eds.) JELIA 2010. LNCS (LNAI), vol. 6341, pp. 77–90. Springer, Heidelberg (2010). https://doi.org/10.1007/978-3-642-15675-5_9

    Chapter  MATH  Google Scholar 

  12. Casini, G., Straccia, U.: Defeasible inheritance-based description logics. J. Artif. Intell. Res. 48, 415–473 (2013)

    Article  MathSciNet  MATH  Google Scholar 

  13. Delgrande, J.P.: On first-order conditional logics. Artif. Intell. 105(1), 105–137 (1998)

    Article  MathSciNet  MATH  Google Scholar 

  14. Delgrande, J.P., Rantsoudis, C.: A Preference-based approach for representing defaults in first-order logic. In: Proceedings of NMR 2020, pp. 120–129 (2020)

    Google Scholar 

  15. Giordano, L., Gliozzi, V.: Strengthening the rational closure for description logics: an overview. In: Proceedings of CILC 2019, pp. 68–81. CEUR-WS.org (2019)

    Google Scholar 

  16. Giordano, L., Gliozzi, V., Olivetti, N., Pozzato, G.L.: A non-monotonic description Logic for reasoning about typicality. Artif. Intell. 195, 165–202 (2013)

    Article  MathSciNet  MATH  Google Scholar 

  17. Giordano, L., Gliozzi, V., Olivetti, N., Pozzato, G.L.: Semantic characterization of rational closure: from propositional logic to description logics. Art. Int. 226, 1–33 (2015)

    Article  MathSciNet  MATH  Google Scholar 

  18. Kern-Isberner, G.: Conditionals in Nonmonotonic Reasoning and Belief Revision - Considering Conditionals as Agents, LNCS, vol. 2087. Springer, Heidelberg (2001). https://doi.org/10.1007/3-540-44600-1

  19. Kern-Isberner, G.: A thorough axiomatization of a principle of conditional preservation in belief revision. Ann. Math. Artif. Intell. 40(1–2), 127–164 (2004)

    Article  MathSciNet  MATH  Google Scholar 

  20. Kern-Isberner, G., Beierle, C.: A system Z-like approach for first-order default reasoning. In: Eiter, T., Strass, H., Truszczyński, M., Woltran, S. (eds.) Advances in Knowledge Representation, Logic Programming, and Abstract Argumentation. LNCS (LNAI), vol. 9060, pp. 81–95. Springer, Cham (2015). https://doi.org/10.1007/978-3-319-14726-0_6

    Chapter  Google Scholar 

  21. Kern-Isberner, G., Thimm, M.: A ranking semantics for first-order conditionals. In: Proceedings of ECAI 2012, pp. 456–461. IOS Press (2012)

    Google Scholar 

  22. Kraus, S., Lehmann, D., Magidor, M.: Nonmonotonic reasoning, preferential models and cumulative logics. Artif. Intell. 44, 167–207 (1990)

    Article  MathSciNet  MATH  Google Scholar 

  23. Lehmann, D.: Another perspective on default reasoning. Ann. Math. Artif. Intell. 15(1), 61–82 (1995)

    Article  MathSciNet  MATH  Google Scholar 

  24. Lehmann, D., Magidor, M.: What does a conditional knowledge base entail? Art. Intell. 55, 1–60 (1992)

    Article  MathSciNet  MATH  Google Scholar 

  25. McCarthy, J.: Circumscription, a form of nonmonotonic reasoning. Art. Intell. 13(1–2), 27–39 (1980)

    Article  MathSciNet  MATH  Google Scholar 

  26. Pearl, J.: System Z: a natural ordering of defaults with tractable applications to nonmonotonic reasoning. In: Proceedings of TARK 1990 (1990)

    Google Scholar 

  27. Pensel, M., Turhan, A.Y.: Reasoning in the Defeasible Description Logic \(\cal{EL} _\bot \) - computing standard inferences under rational and relevant semantics. Int. J. Approx. Reason. 103, 28–70 (2018)

    Article  MathSciNet  MATH  Google Scholar 

  28. Schlechta, K.: Defaults as generalized quantifiers. J. Log. Comput. 5(4), 473–494 (1995)

    Article  MathSciNet  MATH  Google Scholar 

Download references

Acknowledgments

This work was partially supported by the ANR Chaire IA BE4musIA: BElief change FOR better MUlti-Source Information Analysis, and by TAILOR, a project funded by EU Horizon 2020 research and innovation programme under GA No. 952215.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Thomas Meyer .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2022 The Author(s), under exclusive license to Springer Nature Switzerland AG

About this paper

Check for updates. Verify currency and authenticity via CrossMark

Cite this paper

Casini, G., Meyer, T., Paterson-Jones, G., Varzinczak, I. (2022). KLM-Style Defeasibility for Restricted First-Order Logic. In: Governatori, G., Turhan, AY. (eds) Rules and Reasoning. RuleML+RR 2022. Lecture Notes in Computer Science, vol 13752. Springer, Cham. https://doi.org/10.1007/978-3-031-21541-4_6

Download citation

  • DOI: https://doi.org/10.1007/978-3-031-21541-4_6

  • Published:

  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-031-21540-7

  • Online ISBN: 978-3-031-21541-4

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics