Abstract
Named entity disambiguation has been one of the main challenges to research in Information Extraction and development of Semantic Web. Therefore, it has attracted much research effort, with various methods introduced for different domains, scopes, and purposes. In this paper, we propose a new approach that is not limited to some entity classes and does not require well-structured texts. The novelty is that it exploits relations between co-occurring entities in a text as defined in a knowledge base for disambiguation. Combined with class weighting and coreference resolution, our knowledge-based method outperforms KIM system in this problem. Implemented algorithms and conducted experiments for the method are presented and discussed.
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References
Bekkerman, R., McCallum, A.: Disambiguating Web Appearances of People in a Social Network. In: Proc. of the 14th International World Wide Web Conference, Chiba, Japan, pp. 463–470 (2005)
Bontcheva, K., Dimitrov, M., Maynard, D., Tablan, V., Cunningham, H.: Shallow Methods for Named Entity Coreference Resolution. In: Proc. of TALN 2002 Workshop, Nancy, France (2002)
Chinchor, N., Robinson, P.: MUC-7 Named Entity Task Definition. In: Proc. of MUC-7 (1998)
Guha, R., Garg, A.: Disambigusting People in Search. In: Proc. of the 13th International World Wide Web Conference, New York, USA (2004)
Hassell, J., Aleman-Meza, B., Arpinar, I.B.: Ontology-Driven Automatic Entity Disambiguation in Unstructured Text. In: Cruz, I., Decker, S., Allemang, D., Preist, C., Schwabe, D., Mika, P., Uschold, M., Aroyo, L. (eds.) ISWC 2006. LNCS, vol. 4273, pp. 44–57. Springer, Heidelberg (2006)
Han, H., Giles, L., Zha, H., Li, C., Tsioutsiouliklis, K.: Two Supervised Learning Approaches for Name Disambiguation in Author Citations. In: Proc. of ACM/IEEE Joint Conference on Digital Libraries, Tucson, Arizona (2004)
Kiryakov, A., Popov, B., Terziev, I., Manov, D., Ognyanoff, D.: Semantic Annotation, Indexing, and Retrieval. Journal of Web Semantics 2(1) (2005)
Mann, G., Yarowsky, D.: Unsupervised Personal Name Disambiguation. In: Proc. of the 17th Conference on Natural Language Learning, Edmonton, Canada, pp. 33–40 (2003)
Pasula, H., Marthi, B., Milch, B., Russell, S.J., Shpitser, I.: Identity Uncertainty and Citation Matching. Advances in Neural Information Processing Systems 15 (2002)
Raphael, V., Joachim, K., Wolfgang, M.: Towards Ontology-based Disambiguation of Geographical Identifiers. In: Proc. of the 16th International WWW Conference, Banff, Canada (2007)
Shadbolt, N., Hall, W., Berners-Lee, T.: The Semantic Web Revisited. IEEE Intelligent Systems 21(3), 96–101 (2006)
Cunningham, H., Maynard, D., Tablan, V.: JAPE: A Java Annotation Patterns, Technical report CS–00–10, University of Sheffield, Department of Computer Science (2000)
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Nguyen, H.T., Cao, T.H. (2007). A Knowledge-Based Approach to Named Entity Disambiguation in News Articles. In: Orgun, M.A., Thornton, J. (eds) AI 2007: Advances in Artificial Intelligence. AI 2007. Lecture Notes in Computer Science(), vol 4830. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-76928-6_64
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DOI: https://doi.org/10.1007/978-3-540-76928-6_64
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-76926-2
Online ISBN: 978-3-540-76928-6
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