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CLASSIC’CL: An Integrated ILP System

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Discovery Science (DS 2005)

Part of the book series: Lecture Notes in Computer Science ((LNAI,volume 3735))

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Abstract

A novel inductive logic programming system, called Classic’cl is presented. Classic’cl integrates several settings for learning, in particular learning from interpretations and learning from satisfiability. Within these settings, it addresses descriptive and probabilistic modeling tasks. As such, Classic’cl (C-armr, cLAudien, icl-S(S)at, ICl, and CLlpad) integrates several well-known inductive logic programming systems such as Claudien, Warmr (and its extension C-armr), ICL, ICL-SAT, and LLPAD. We report on the implementation, the integration issues as well as on some experiments that compare Classic’cl with some of its predecessors.

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References

  1. Blockeel, H., De Raedt, L.: Top-down induction of first order logical decision trees. AI 101(1-2), 285–297 (1998)

    MATH  Google Scholar 

  2. Blockeel, H., Dehaspe, B., Demoen, L., Janssens, G.: Improving the efficiency of inductive logic programming through the use of query packs. JAIR 16, 135–166 (2002)

    MATH  Google Scholar 

  3. Blockeel, H., Dehaspe, L., Ramon, J., Struyf, J.: Ace - a combined system

    Google Scholar 

  4. De Raedt, L.: Logical settings for concept-learning. AI 95(1), 187–201 (1997)

    MATH  MathSciNet  Google Scholar 

  5. De Raedt, L., Dehaspe, L.: Clausal discovery. Machine Learning 26, 99–146 (1997)

    Article  MATH  Google Scholar 

  6. De Raedt, L., Ramon, J.: Condensed representations for inductive logic programming. In: KR 2004, pp. 438–446 (2004)

    Google Scholar 

  7. De Raedt, L., Van Laer, W.: Inductive constraint logic. In: Zeugmann, T., Shinohara, T., Jantke, K.P. (eds.) ALT 1995. LNCS, vol. 997. Springer, Heidelberg (1995)

    Google Scholar 

  8. Dehaspe, L.: Frequent Pattern Discovery in First-Order Logic. K. U. Leuven (December 1998)

    Google Scholar 

  9. Kersting, K.K., Raiko, T., Kramer, S., De Raedt, L.: Towards discovering structural signatures of protein folds based on logical hidden markov models. In: PSB 2003, pp. 192–203 (2003)

    Google Scholar 

  10. King, R.D., Muggleton, S., Srinivasan, A., Sternberg, M.J.E.: Structure-activity relationships derived by machine learning: The use of atoms and their bond connectivities to predict mutagenicity by inductive logic programming. PNAS 93, 438–442 (1996)

    Article  Google Scholar 

  11. Mannila, H., Toivonen, H.: Levelwise search and borders of theories in knowledge discovery. Data Mining and Knowledge Discovery 1 (1997)

    Google Scholar 

  12. Muggleton, S.: Inverse entailment and Progol. New Generation Computing, Special issue on Inductive Logic Programming 13(3-4), 245–286 (1995)

    Google Scholar 

  13. Muggleton, S., De Raedt, L.: Inductive logic programming: Theory and methods. Journal of Logic programming 17(20), 629–679 (1994)

    Article  MathSciNet  Google Scholar 

  14. Muggleton, S., King, R.D., Sternberg, M.J.E.: Protein secondary structure prediction using logic. In: Muggleton, S. (ed.) ILP 1992, pp. 228–259 (1992) Report ICOT TM-1182

    Google Scholar 

  15. Riguzzi, F.: Learning logic programs with annotated disjunctions. In: Camacho, R., King, R., Srinivasan, A. (eds.) ILP 2004. LNCS (LNAI), vol. 3194, pp. 270–287. Springer, Heidelberg (2004)

    Chapter  Google Scholar 

  16. Srinivasan, A.: The aleph manual

    Google Scholar 

  17. Vennekens, J., Verbaeten, S., Bruynooghe, M.: Logic programs with annotated disjunctions. Technical report cw386, K.U. Leuven (2003)

    Google Scholar 

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© 2005 Springer-Verlag Berlin Heidelberg

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Stolle, C., Karwath, A., De Raedt, L. (2005). CLASSIC’CL: An Integrated ILP System. In: Hoffmann, A., Motoda, H., Scheffer, T. (eds) Discovery Science. DS 2005. Lecture Notes in Computer Science(), vol 3735. Springer, Berlin, Heidelberg. https://doi.org/10.1007/11563983_31

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  • DOI: https://doi.org/10.1007/11563983_31

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-29230-2

  • Online ISBN: 978-3-540-31698-5

  • eBook Packages: Computer ScienceComputer Science (R0)

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