CitationPageFormattingStyleTemplate

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Abstract

Precisely identifying entities in web documents is essential for document indexing, web search and data integration. Entity disambiguation is the challenge of determining the correct entity out of various candidate entities. Our novel method utilizes background knowledge in the form of a populated ontology. Additionally, it does not rely on the existence of any structure in a document or the appearance of data items that can provide strong evidence, such as email addresses, for disambiguating person names. Originality of our method is demonstrated in the way it uses different relationships in a document as well as from the ontology to provide clues in determining the correct entity. We demonstrate the applicability of our method by disambiguating names of researchers appearing in a collection of DBWorld posts using a large scale, realworld ontology extracted from the DBLP bibliography website. The precision and recall measurements provide encouraging results.

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References

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  • 1. Aleman-Meza, B., Nagarajan, M., Ramakrishnan, C., Ding, L., Kolari, P., Sheth, A., Arpinar, I. B., Joshi, A., Finin, T.: Semantic Analytics on Social Networks: Experiences in Addressing the Problem of Conflict of Interest Detection. 15th International World Wide
  • 2. Roberto Basili, Rocca, M. D., Pazienza, M. T.: Contextual Word Sense Tuning and Disambiguation. Applied Artificial Intelligence, 11(3) (1997) 235-262
  • 3. (BekkermanM, 2005) ⇒ Ron Bekkerman, and Andrew McCallum. (2005). “Disambiguating Web Appearance of People in a Social Network.” In: Proceedings of the 14th International World Wide Web Conference. (WWW 2005).
  • 4. Berners-Lee, T., Fielding R., Masinter, L.: Uniform Resource Identifier (URI): Generic Syntax. RFC 3986, IETF, (2005)
  • 5. Bilenko, M., Mooney, R., William W. Cohen, Ravikumar, P., Fienberg, S.: Adaptive Name Matching in Information Integration. IEEE Intelligent Systems, 18(5). (2003). 16-23
  • 6. DBWorld. http://www.cs.wisc.edu/dbworld/ April 9, 2006
  • 7. Dey, D., Sarkar, S., De, P.: A Distance-based Approach to Entity Reconciliation in Heterogeneous Databases. IEEE Transactions on Knowledge and Data Engineering, 14(3) (May 2002) 567-582
  • 8. Dong, X. L., Halevy, A., Madhaven, J.: Reference Reconciliation in Complex Information Spaces. Proceedings of SIGMOD, Baltimore, MD. (2005)
  • 9. Embley, D. W., Jiang, Y. S., Ng, Y.: Record-Boundary Discovery in Web Documents. Proceedings of SIGMOD, Philadelphia, Pennsylvania (1999) 467-478
  • 10. Ferrucci, D., Lally, A.: UIMA: An Architectural Approach to Unstructured Information Processing in the Corporate Research Environment. Natural Language Engineering, 10(3- 4) (2004) 327-348
  • 11. Giles, C.L., Bollacker, K.D., Lawrence, S.: CiteSeer: An Automatic Citation Indexing System. Proceedings of the 3rd ACM International Conference on Digital Libraries, Pittsburgh, PA, (June 23-26, 1998) 89-98
  • 12. Gomes, P., Fernando Pereira, Paiva, P., Seco, N., Carreiro, P., Ferreira, J. L., Bento, C.: Noun Sense Disambiguation with WordNet for Software Design Retrieval. Proceedings of the 16th Conference of the Canadian Society for Computational Studies of Intelligence (AI 2003), Halifax, Canada (June 11-13, 2003) 537-543
  • 13. Han, H., Giles, L., Zha, H., Li, C., Tsioutsiouliklis, K.: Two Supervised Learning Approaches for Name Disambiguation in Author Citations. Proceedings of ACM/IEEE Joint Conf on Digital Libraries, Tucson, Arizona (2004)
  • 14. Ley, M.: The DBLP Computer Science Bibliography: Evolution, Research Issues, Perspectives. Proceedings of the 9th International Symposium on String Processing and Information Retrieval, Lisbon, Portugal (Sept. 2002) 1-10
  • 15. Roberto Navigli, Paola Velardi: Structural Semantic Interconnections: A Knowledge-based Approach to Word Sense Disambiguation. IEEE Transactions on Pattern Analysis and Machine Intelligence, 27(7) (2005) 1075-1086
  • 16. Pasula, H., Marthi, B., Milch, B., Russell, S. J., Shpitser, I.: Identity Uncertainty and Citation Matching, Neural Information Processing Systems. Vancouver, British Columbia (2002) 1401-1408
  • 17. Popov, B., Kiryakov, A., Kirilov, A., Manov, D., Ognyanoff, D., Goranov, M.: KIM - Semantic Annotation Platform. Proceedings of the 2nd International Semantic Web Conference, Sanibel Island, Florida (2003)
  • 18. Sheth, A., Bertram, C., Avant, D., Hammond, B., Kochut, K., Warke, Y.: Managing Semantic Content for the Web, IEEE Internet Computing, 6(4), (2002) 80-87
  • 19. Torvik, V. I., Weeber, M., Swanson, D. R., Smalheiser, N. R.: A Probabilistic Similarity Metric for Medline Records:

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