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Automatic Typing of DBpedia Entities

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Abstract

We presentTìpalo, an algorithm and tool for automatically typing DBpedia entities. Tìpalo identifies the most appropriate types for an entity by interpreting its natural language definition, which is extracted from its corresponding Wikipedia page abstract. Types are identified by means of a set of heuristics based on graph patterns, disambiguated to WordNet, and aligned to two top-level ontologies: WordNet supersenses and a subset of DOLCE+DnS Ultra Lite classes. The algorithm has been tuned against a golden standard that has been built online by a group of selected users, and further evaluated in a user study.

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References

  1. Agirre, E., Soroa, A.: Personalizing pagerank for word sense disambiguation. In: Proceedings of the 12th Conference of the European chapter of the Association for Computational Linguistics (EACL 2009), Athens, Greece. The Association for Computer Linguistics (2009)

    Google Scholar 

  2. Cimiano, P.: Ontology Learning and Population from Text: Algorithms, Evaluation and Applications. Springer (2006)

    Google Scholar 

  3. Cimiano, P., Völker, J.: Text2onto - a framework for ontology learning and data-driven change discovery (2005)

    Google Scholar 

  4. Curran, J.R., Clark, S., Bos, J.: Linguistically motivated large-scale nlp with c&c and boxer. In: Proceedings of the ACL 2007 Demo and Poster Sessions, Prague, Czech Republic, pp. 33–36 (2007)

    Google Scholar 

  5. Etzioni, O., Fader, A., Christensen, J., Soderland, S., Mausam: Open information extraction: The second generation. In: IJCAI, pp. 3–10. IJCAI/AAAI (2011)

    Google Scholar 

  6. Gangemi, A.: Norms and plans as unification criteria for social collectives. Autonomous Agents and Multi-Agent Systems 17(1), 70–112 (2008)

    Article  Google Scholar 

  7. Gangemi, A., Navigli, R., Velardi, P.: The OntoWordNet Project: Extension and Axiomatization of Conceptual Relations in WordNet. In: Meersman, R., Schmidt, D.C. (eds.) CoopIS/DOA/ODBASE 2003. LNCS, vol. 2888, pp. 820–838. Springer, Heidelberg (2003)

    Chapter  Google Scholar 

  8. Hartmann, S., Szarvas, G., Gurevych, I.: Mining multiword terms from wikipedia. In: Pazienza, M.T., Stellato, A. (eds.) Semi-Automatic Ontology Development: Processes and Resources, pp. 226–258. IGI Global, Hershey (2012)

    Chapter  Google Scholar 

  9. Hearst, M.A.: Automatic acquisition of hyponyms from large text corpora. In: COLING, pp. 539–545 (1992)

    Google Scholar 

  10. Kalyanpur, A., Murdock, J.W., Fan, J., Welty, C.: Leveraging Community-Built Knowledge for Type Coercion in Question Answering. In: Aroyo, L., Welty, C., Alani, H., Taylor, J., Bernstein, A., Kagal, L., Noy, N., Blomqvist, E. (eds.) ISWC 2011, Part II. LNCS, vol. 7032, pp. 144–156. Springer, Heidelberg (2011)

    Chapter  Google Scholar 

  11. Lehmann, J., Bizer, C., Kobilarov, G., Auer, S., Becker, C., Cyganiak, R., Hellmann, S.: DBpedia - A Crystallization Point for the Web of Data. Journal of Web Semantics 7(3), 154–165 (2009)

    Article  Google Scholar 

  12. Navigli, R.: Word sense disambiguation: A survey. ACM Comput. Surv. 41(2) (2009)

    Google Scholar 

  13. Navigli, R., Ponzetto, S.P.: BabelNet: Building a very large multilingual semantic network. In: Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics, Uppsala, Sweden, July 11-16, pp. 216–225 (2010)

    Google Scholar 

  14. Nuzzolese, A.G., Gangemi, A., Presutti, V., Ciancarini, P.: Encyclopedic Knowledge Patterns from Wikipedia Links. In: Aroyo, L., Welty, C., Alani, H., Taylor, J., Bernstein, A., Kagal, L., Noy, N., Blomqvist, E. (eds.) ISWC 2011, Part I. LNCS, vol. 7031, pp. 520–536. Springer, Heidelberg (2011)

    Chapter  Google Scholar 

  15. Nuzzolese, A.G., Gangemi, A., Presutti, V., Ciancarini, P.: Type inference through the analysis of wikipedia links. In: WWW 2012 Workshop on Linked Data on the Web (LDOW 2012). CEUR (2012)

    Google Scholar 

  16. Presutti, V., Draicchio, F., Gangemi, A.: Knowledge Extraction Based on Discourse Representation Theory and Linguistic Frames. In: ten Teije, A., Völker, J., Handschuh, S., Stuckenschmidt, H., d’Acquin, M., Nikolov, A., Aussenac-Gilles, N., Hernandez, N. (eds.) EKAW 2012. LNCS, vol. 7603, pp. 114–129. Springer, Heidelberg (2012)

    Chapter  Google Scholar 

  17. Suchanek, F.M., Kasneci, G., Weikum, G.: Yago: A Core of Semantic Knowledge. In: 16th International World Wide Web Conference (WWW 2007). ACM Press, New York (2007)

    Google Scholar 

  18. Tanev, H., Magnini, B.: Weakly supervised approaches for ontology population. In: Proceedings of the 2008 Conference on Ontology Learning and Population: Bridging the Gap between Text and Knowledge, pp. 129–143. IOS Press, Amsterdam (2008)

    Google Scholar 

  19. Völker, J., Rudolph, S.: Lexico-logical acquisition of owl dl axioms – an integrated approach to ontology refinement (2008)

    Google Scholar 

  20. Witte, R., Khamis, N., Rilling, J.: Flexible ontology population from text: The owlexporter. In: Calzolari, N., Choukri, K., Maegaard, B., Mariani, J., Odijk, J., Piperidis, S., Rosner, M., Tapias, D. (eds.) LREC. European Language Resources Association (2010)

    Google Scholar 

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Author information

Authors and Affiliations

  1. STLab-ISTC Consiglio Nazionale delle Ricerche, Rome, Italy

    Aldo Gangemi, Andrea Giovanni Nuzzolese, Valentina Presutti, Francesco Draicchio, Alberto Musetti & Paolo Ciancarini

  2. Dipartimento di Scienze dell’Informazione, Università di Bologna, Italy

    Andrea Giovanni Nuzzolese & Paolo Ciancarini

Authors
  1. Aldo Gangemi

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  2. Andrea Giovanni Nuzzolese

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  3. Valentina Presutti

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  4. Francesco Draicchio

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  5. Alberto Musetti

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  6. Paolo Ciancarini

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Editor information

Editors and Affiliations

  1. University of Fribourg, Switzerland

    Philippe Cudré-Mauroux

  2. Lehigh University, 18015, Bethlehem, PA, USA

    Jeff Heflin

  3. Clark & Parsia, 20001, Washington, DC, USA

    Evren Sirin

  4. Stanford University, CA, USA

    Tania Tudorache

  5. INRIA & LIG, Le Cesnay Cedex, France

    Jérôme Euzenat

  6. National University of Ireland, DERI, Galway, Ireland

    Manfred Hauswirth  & Josiane Xavier Parreira  & 

  7. Rensselaer Polytechnic Institute (RPI), Troy, NY, USA

    Jim Hendler

  8. VU University Amsterdam, The Netherlands

    Guus Schreiber

  9. University of Zurich, Switzerland

    Abraham Bernstein

  10. Linköping University, Sweden

    Eva Blomqvist

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© 2012 Springer-Verlag Berlin Heidelberg

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Cite this paper

Gangemi, A., Nuzzolese, A.G., Presutti, V., Draicchio, F., Musetti, A., Ciancarini, P. (2012). Automatic Typing of DBpedia Entities. In: Cudré-Mauroux, P.,et al. The Semantic Web – ISWC 2012. ISWC 2012. Lecture Notes in Computer Science, vol 7649. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-35176-1_5

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