Skip to main content

On Generalization and Subsumption for Ordered Clauses

  • Conference paper
  • First Online:
New Frontiers in Artificial Intelligence (JSAI 2005)

Part of the book series: Lecture Notes in Computer Science ((LNAI,volume 4012))

Included in the following conference series:

Abstract

In this paper, we investigate the properties of ordered clauses defined as a sequence of literals. First, we show that while there exists no least generalization of two ordered clauses, every minimal generalization of them has a complete selection to which the result applying Plotkin’s algorithm is subsume-equivalent. Furthermore, we show that the number of complete selections can grow exponentially. Next, we show that the subsumption problem for ordered clauses is also NP-complete as similar as general clauses.

This work is partially supported by Grand-in-Aid for Scientific Research 15700137 and 16016275 from the Ministry of Education, Culture, Sports, Science and Technology, Japan.

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. Baxter, L.D.: The complexity of unification, Doctoral Thesis, Department of Computer Science, University of Waterloo (1977)

    Google Scholar 

  2. Chekuri, C., Rajaraman, A.: Conjunctive query containment revisited. Theoretical Computer Science 239, 211–229 (2000)

    Article  MathSciNet  Google Scholar 

  3. Dan Lee, S., De Raedt, L.: Constraint based mining of first order sequences in seqLog. In: Meo, R., Lanzi, P.L., Klemettinen, M. (eds.) Database Support for Data Mining Applications. LNCS (LNAI), vol. 2682, pp. 154–173. Springer, Heidelberg (2004)

    Chapter  Google Scholar 

  4. Džeroski, S., Muggleton, S., Russell, S.: PAC-learnability of determinate logic programs. In: Proc. 5th COLT, pp. 128–135 (1992)

    Google Scholar 

  5. Garey, M.R., Johnson, D.S.: Computers and intractability: A guide to the theory of NP-completeness. W. H. Freeman and Company, New York (1979)

    MATH  Google Scholar 

  6. Gottlob, G., Fermüller, C.G.: Removing redundancy from a clause. Artificial Intelligence 61, 263–289 (1993)

    Article  MathSciNet  Google Scholar 

  7. Kietz, J.-U., Džeroski, S.: Inductive logic programming and learnability. SIGART Bulletin 5, 22–32 (1994)

    Article  Google Scholar 

  8. Kietz, J.-U., Lübbe, M.: An efficient subsumption algorithm for inductive logic programming. In: Proc. 11th ICML, pp. 130–138 (1994)

    Google Scholar 

  9. van der Laag, P.R.J.: An analysis of refinement operators in inductive logic programming, Ph.D. Thesis, Tinbergen Institute (1995)

    Google Scholar 

  10. Lassez, J.-L., Maher, M.J., Marriot, L.: Unification revisited. In: Minker, J. (ed.) Foundations of deductive databases and logic programming, pp. 587–625. Morgan Kaufmann, San Francisco (1988)

    Chapter  Google Scholar 

  11. Lloyd, J.W.: Foundations of logic programming, 2nd extended edn. Springer, Heidelberg (1987)

    Book  Google Scholar 

  12. Nienhuys-Cheng, S.-H., de Wolf, R.: Foundations of Inductive Logic Programming. LNCS (LNAI), vol. 1228. Springer, Heidelberg (1997)

    Book  Google Scholar 

  13. Plotkin, G.D.: A note on inductive generalization. Machine Intelligence 5, 153–163 (1970)

    MathSciNet  MATH  Google Scholar 

  14. Reynolds, J.C.: Transformational systems and the algebraic structure of atomic formulas. Machine Intelligence 5, 135–152 (1970)

    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

© 2006 Springer-Verlag Berlin Heidelberg

About this paper

Cite this paper

Kuwabara, M., Ogawa, T., Hirata, K., Harao, M. (2006). On Generalization and Subsumption for Ordered Clauses. In: Washio, T., Sakurai, A., Nakajima, K., Takeda, H., Tojo, S., Yokoo, M. (eds) New Frontiers in Artificial Intelligence. JSAI 2005. Lecture Notes in Computer Science(), vol 4012. Springer, Berlin, Heidelberg. https://doi.org/10.1007/11780496_24

Download citation

  • DOI: https://doi.org/10.1007/11780496_24

  • Published:

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-35470-3

  • Online ISBN: 978-3-540-35471-0

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics