Learning semantic lexicons from a part-of-speech and semantically tagged corpus using inductive logic programming

Journal of Machine Learning Research

Volumn 4, Issue 4, 2004, Pages 493-525

  Claveau, Vincent ^a   Sébillot, Pascale ^a   Fabre, Cécile ^b   Bouillon, Pierrette ^c  

^a CAMPUS DE BEAULIEU   (France)

^b UNIVERSITÉ TOULOUSE JEAN JAURÈS   (France)

^c UNIVERSITY OF GENEVA   (Switzerland)

Author keywords

Corpus based acquisition; Generative lexicon; Inductive logic programming; Lexicon learning; Private properties; Subsumption under object identity

Indexed keywords

DATABASE SYSTEMS; INDEXING (OF INFORMATION); INFORMATION RETRIEVAL; LEARNING SYSTEMS; SEMANTICS;

CORPUS-BASED AQUISITION; GENERATIVE LEXICON; LEARNING SEMANTIC LEXICONS; LEXICON LEARNING;

LOGIC PROGRAMMING;

EID: 2542503575     PISSN: 15324435     EISSN: None     Source Type: Journal    
DOI: 10.1162/153244304773936036     Document Type: Conference Paper

References (55)

1. Rajeev Agarwal. Semantic Feature Extraction from Technical Texts with Limited Human Intervention. PhD thesis, Mississippi State University, USA, 1995.
2. Susan Armstrong. MULTEXT: Multilingual text tools and corpora. In H. Feldweg and W. Hinrichs, editors, Lexikon und Text, pages 107-119. Max Niemeyer Verlag, Tübingen, Germany, 1996.
3. Susan Armstrong, Pierrette Bouillon, and Gilbert Robert. Tagger overview. Technical report, ISSCO, University of Geneva, Switzerland, 1995. URL http://issco-www.unige.ch/staff/robert/tatoo/tagger.html.
4. Liviu Badea and Monica Stanciu. Refinement operators can be (weakly) perfect. In Sašo Džeroski and Peter Flach, editors, Proceedings of the 9th International Conference on Inductive Logic Programming, ILP-99, volume 1634 of LNAI, pages 21-32, Bled, Slovenia, 1999. Springer-Verlag.
5. Jacques Bouaud, Benoît Habert, Adeline Nazarenko, and Pierre Zweigenbaum. Regroupements issus de dépendances syntaxiques en corpus: Catégorisation et confrontation avec deux modélisations conceptuelles. In Manuel Zacklad, editor, Proceedings of Ingénierie des Connaissances, pages 207-223, Roscoff, France, 1997. AFIA - Éditions INRIA Rennes.
6. Pierrette Bouillon, Robert H. Baud, Gilbert Robert, and Patrick Ruch. Indexing by statistical tagging. In Martin Rajman and Jean-Cédric Chappelier, editors, Proceedings of Journées d'Analyse statistique des Données Textuelles, JADT'2000, pages 35-42, Lausanne, Switzerland, 2000a.
7. Pierrette Bouillon and Federica Busa. Generativity in the Lexicon. Cambridge University Press, Cambridge, UK, 2001.
8. Pierrette Bouillon, Vincent Claveau, Cécile Fabre, and Pascale Sébillot. Using part-of-speech and semantic tagging for the corpus-based learning of qualia structure elements. In Pierrette Bouillon and Kyoko Kanzaki, editors, Proceedings of First International Workshop on Generative Approaches to the Lexicon, GL'2001, Geneva, Switzerland, 2001. Geneva University Press.
9. Pierrette Bouillon, Cécile Fabre, Pascale Sébillot, and Laurence Jacqmin. Apprentissage de ressources lexicales pour l'extension de requêtes. Traitement Automatique des Langues, special issue: Traitement automatique des langues pour la recherche d'information, 41(2):367-393, 2000b.
10. Pierrette Bouillon, Sabine Lehmann, Sandra Manzi, and Dominique Petitpierre. Développement de lexiques à grande échelle. In André Clas, Salah Mejri, and Taïeb Baccouche, editors, Proceedings of Colloque de Tunis 1997 "La mémoire des mots", pages 71-80, Tunis, Tunisia, 1998. Serviced.
11. Ted Briscoe and John Carroll. Automatic extraction of subcategorisation from corpora. In Paul Jacobs, editor, Proceedings of 5th ACL conference on Applied Natural Language Processing, pages 356-363, Washington, USA, 1997. Morgan Kaufmann.
12. Wray Lindsay Buntine. Generalized subsumption and its application to induction and redundancy. Artificial Intelligence, 36(2): 149-176, 1988.
13. Floriana Esposito, Angela Laterza, Donato Malerba, and Giovanni Semeraro. Refinement of Datalog programs. In B. Pfahringer and J. Fürnkranz, editors, Proceedings of the MLnet Familiarization Workshop on Data Mining with Inductive Logic Programming, pages 73-94, Bari, Italy, 1996.
14. Cécile Fabre and Pascale Sébillot. Semantic interpretation of binominal sequences and information retrieval. In Proceedings of International ICSC Congress on Computational Intelligence: Methods and Applications,CIMA'99, Symposium on Advances in Intelligent Data Analysis AIDA'99, Rochester, N.Y., USA, 1999.
15. Cécile Fabre. Interprétation automatique des séquences binominales en anglais et en français. Application à la recherche d'informations. PhD thesis, University of Rennes 1, France, 1996.
16. David Faure and Claire Nédellec. Knowledge acquisition of predicate argument structures from technical texts using machine learning: The system ASIUM. In Dieter Fensel and Rudi Studer, editors, Proceedings of 11th European Workshop EKAW'99, pages 329-334, Dagstuhl, Germany, 1999. Springer-Verlag.
17. Christiane Fellbaum, editor. WordNet: An Electronic Lexical Database. MIT Press, Cambridge, MA, USA, 1998.
18. Edith Galy. Repérer en corpus les associations sémantiques privilégiées entre le nom et le verbe: Le cas de la fonction dénotée par le nom. Master's thesis, Université de Toulouse - Le Mirail, France, 2000.
19. Gregory Grefenstette. Corpus-derived first, second and third-order word affinities. In W. Martin, W. Meijs, M. Moerland, E. ten Pas, P. van Sterkenburg, and P. Vossen, editors, Proceedings of EURALEX'94, Amsterdam, The Netherlands, 1994a.
20. Gregory Grefenstette. Explorations in Automatic Thesaurus Discovery. Kluwer Academic Publishers, Dordrecht, 1994b.
21. Gregory Grefenstette. SQLET: Short query linguistic expansion techniques, palliating one-word queries by providing intermediate structure to text. In Luc Devroye and Claude Chrisment, editors, Proceedings of Recherche d'Informations Assistée par Ordinateur, RIAO'97, pages 500-509, Montréal, Québec, Canada, 1997.
22. Benoît Habert, Adeline Nazarenko, and André Salem. Les linguistiques de corpus. Armand Collin/Masson, Paris, 1997.
23. Zelig Harris, Michael Gottfried, Thomas Ryckman, Paul Mattick (Jr), Anne Daladier, Tzvee N. Harris, and Suzanna Harris. The Form of Information in Science, Analysis of Immunology Sublanguage. Kluwer Academic Publisher, Dordrecht, 1989.
24. Marti A. Hearst. Automatic acquisition of hyponyms from large text corpora. In Christian Boitet, editor, Proceedings of 14th International Conference on Computational Linguistics, COLING-92, pages 539-545, Nantes, France, 1992.
25. Nicolas Helft. Inductive Generalization: A logical framework. In Ivan Bratko and Nada Lavrac, editors, Proceedings of the 2nd European Working Session on Learning, EWSL, pages 149-157, Bled, Yugoslavia, 1987. Sigma Press.
26. Nancy Ide and Jean Véronis. MULTEXT (multilingual tools and corpora). In Proceedings of 15th International Conference on Computational Linguistics, COLING-94, pages 90-96, Kyoto, Japan, 1994. Morgan Kaufmann.
27. Bernard Jones. Can punctuation help parsing? Technical Report 29, Centre for Cognitive Science, University of Edinburgh, UK, 1994.
28. Ron Kohavi. A study of cross-validation and bootstrap for accuracy estimation and model selection. In Chris S. Mellish, editor, Proceedings of the 14th International Joint Conference on Artificial Intelligence, IJCAI 95, pages 1137-1145, Montréal, Québec, Canada, 1995. Morgan Kaufmann.
29. Emmanuel Morin. Extraction de liens sémantiques entre termes à partir de corpus de textes techniques. PhD thesis, Université de Nantes, France, 1999.
30. Stephen Muggleton. Inverse entailment and Progol. New Generation Computing, 13(3-4):245-286, 1995.
31. Stephen Muggleton and Luc De Raedt. Inductive logic programming: Theory and methods. Journal of Logic Programming, 19-20:629-679, 1994.
32. Stephen Muggleton and Cao Feng. Efficient induction of logic programs. In Setsuo Arikawa, S. Goto, Setsuo Ohsuga, and Takashi Yokomori, editors, Proceedings of the 1st Conference on Algorithmic Learning Theory, pages 368-381, Tokyo, Japan, 1990, Springer-Verlag - Ohmsha.
33. Claire Nédellec, Céline Rouveirol, Hilde Adé, Francesco Bergadano, and Birgit Tausend. Declarative bias in inductive logic programming. In Luc De Raedt, editor, Advances in Inductive Logic Programming, pages 82-103. IOS Press, Amsterdam, 1996.
34. Shan-Hwei Nienhuys-Cheng and Ronald de Wolf. Least generalizations and greatest specializations of sets of clauses. Journal of Artificial Intelligence Research, 4:341-363, 1996.
35. Dominique Petitpierre and Graham Russell. MMORPH - the multext morphology program. Technical report, ISSCO, University of Geneva, Switzerland, 1998.
36. Ronan Pichon and Pascale Sébillot. Acquisition automatique d'informations lexicales à partir de corpus: Un bilan. Research report 3321, INRIA, Rennes, France, 1997.
37. Ronan Pichon and Pascale Sébillot. From corpus to lexicon: From contexts to semantic features. In Barbara Lewandowska-Tomaszczyk and Patrick James Melia, editors, Proceedings of Practical Applications in Language Corpora, PALC'99, volume 1 of Lodz studies in Language, pages 375-389. Peter Lang, 2000.
38. Gordon D. Plotkin. A note on inductive generalization. In B. Meltzer and D. Michie, editors, Machine Intelligence 5, pages 153-163, Edinburgh, 1970. Edinburgh University Press.
39. James Pustejovsky. The Generative Lexicon. MIT Press, Cambridge, MA, USA, 1995.
40. James Pustejovsky, Peter Anick, and Sabine Bergler. Lexical semantic techniques for corpus analysis. Computational Linguistics, 19(2):331-358, 1993.
41. John Ross Quinlan. Learning logical definitions from relations. Machine Learning, 5(3):239-266, 1990.
42. Anke Rieger. Optimizing chain Datalog programs and their inference procedures. LS-8 Report 20, University of Dortmund, Lehrstuhl Informatik VIII, Dortmund, Germany, 1996.
43. Gerard Salton. Automatic Text Processing. Addison-Wesley, 1989.
44. Pascale Sébillot, Pierrette Bouillon, and Cécile Fabre. Inductive logic programming for corpus-based acquisition of semantic lexicons. In Claire Cardie, Walter Daelemans, Claire Nédellec, and Erik Tjong Kim Sang, editors, Proceedings of the Fourth Conference on Computational Natural Language Learning (CoNLL-2000) and of the Second Learning Language in Logic Workshop (LLL-2000), pages 199-208, Lisbon, Portugal, September 2000.
45. Giovanni Semeraro, Floriana Esposito, Donato Malerba, Clifford Brunk, and Michael J. Pazzani. Avoiding non-termination when learning logic programs: A case study with FOIL and FOCL. In L. Fribourg and F. Turini, editors, Proceedings of Logic Program Synthesis and Transformation - MetaProgramming in Logic, LOPSTR 1994, volume 883 of LNCS, pages 183-198. Springer-Verlag, 1994.
46. Alan F. Smeaton. Using NLP or NLP resources for information retrieval tasks. In Tomek Strzalkowski, editor, Natural Language Information Retrieval, pages 99-111. Kluwer Academic Publishers, Dordrecht, 1999.
47. Karen Spärck Jones. What is the role of NLP in text retrieval? In Tomek Strzalkowski, editor, Natural Language Information Retrieval, pages 1-24. Kluwer Academic Publishers, Dordrecht, 1999.
48. Tomek Strzalkowski. Natural language information retrieval. Information Processing and Management, 31(3):397-417, 1995.
49. Fabien Torre and Céline Rouveirol. Natural ideal operators in inductive logic programming. In M. van Someren and Widmer G., editors, Proceedings of 9th European Conference on Machine Learning (ECML'97), volume 1224 of LNAI, pages 274-289, Prague, Czech Republic, April 1997a. Springer-Verlag.
50. Fabien Torre and Céline Rouveirol. Opérateur L. Fribourg and F. Turini, editors, volume 883 of LNCS, pages 183-198. Springer-Verlag, naturels en programmation logique inductive. In Henri Soldano, editor, 12èmes Journées Françaises d'Apprentissage (JFA'97), pages 53-64, Roscoff, France, 1997b. AFIA - Éditions INRIA Rennes.
51. Fabien Torre and Céline Rouveirol. Private properties and natural relations in inductive logic programming. Technical Report 1118, Laboratoire de Recherche en Informatique d'Orsay (LRI), France, July 1997c.
52. Laurence Vandenbroucke. Indexation automatique par couples nom-verbe pertinents. DES information and documentation report, Faculté de Philosophie et Lettres, Université Libre de Bruxelles, Belgium, 2000.
53. Ellen M. Voorhees. Query expansion using lexical-semantic relations. In W. Bruce Croft and C. J. van Rijsbergen, editors, Proceedings of ACM SIGIR'94, Dublin, Ireland, 1994. ACM - Springer-Verlag.
54. Stefan Wermter, Ellen Riloff, and Gabriele Scheler, editors. Connectionist, Statistical and Symbolic Approaches to Learning for Natural Language Processing, volume 1040 of LNCS. Springer-Verlag, 1996.
55. Yorick Wilks and Mark Stevenson. The grammar of sense: Is word-sense tagging much more than part-of-speech tagging? Technical report, University of Sheffield, UK, 1996.