Abstract
Ontologies play a key role in Semantic Web research. A common use of ontologies in Semantic Web is to enrich the current Web resources with some well-defined meaning to enhance the search capabilities of existing web searching systems. This paper reports on how ontologies developed in the EU Semantic Web project SPIRIT are used to support retrieval of documents that are considered to be spatially relevant to users’ queries. The query expansion techniques presented in this paper are based on both a domain and a geographical ontology. The proposed techniques are distinguished from conventional ones in that a query is expanded by derivation of its geographical query footprint. The techniques are specially designed to resolve a query (such as castles near Edinburgh) that involves spatial terms (e.g. Edinburgh) and fuzzy spatial relationships (e.g. near) that qualify the spatial terms. Various factors are taken into account to support intelligent expansion of a spatial query, including, spatial terms as encoded in the geographical ontology, non-spatial terms as encoded in the domain ontology, as well as the semantics of the spatial relationships and their context of use. Some experiments have been carried out to evaluate the performance of the proposed techniques using sample realistic ontologies.
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References
Attar, R., Fraenkel, A.S.: Local Feedback in Full-Text Retrieval Systems. Journal of the ACM 24(3), 397–417 (1977)
Bressan, S., Ooi, B., Lee, F.: Global Atlas: Calibrating and Indexing Documents from the Internet in the Cartographic Paradigm. In: Proceedings of the 1st International Conference on Web Information Systems Engineering, vol. 1, pp. 117–124 (2000)
Buyukokkten, O., Cho, J., Garcia-Molina, H., Gravano, L., Shivakumar, N.: Exploiting Geographical Location Information of Web Pages. In: Proceedings of Workshop on Web Databases (WebDB 1999) held in conjunction with ACM SIGMOD 1999. ACM press, New York (1999)
Cai, D., Rijsbergen, C.J., Jose, J.M.: Automatic Query Expansion based on Divergence. In: Paques, H., Liu, L., Grossman, D. (eds.) Proceedings of the Tenth International Conference on Information and Knowledge Management (CIKM 2001), November 5–10, pp. 419–426. ACM Press, New York (2001)
Carpineto, C., de Mori, R., Romano, G., Bigi, B.: An Information-Theoretic Approach to Automatic Query Expansion. ACM Transactions on Information Systems 19(1), 1–27 (2001)
Jones, C.B., Purves, R., Ruas, A., Sanderson, M., Sester, M., van Kreveld, M.J., Weibel, R.: Spatial Information Retrieval and Geographical ontologies: an Overview of the SPIRIT Project. In: Proceedings of the 25th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, pp. 387–388 (2002)
Cui, H., Wen, J., Li, M.: A Statistical Query Expansion Model Based on Query Logs. Journal of Software 14(9), 1593–1599 (2003)
Egnor, D.: http://www.google.com/programming-contest/winner.html
Ding, J., Gravano, L., Shivakumar, N.: Computing Geographical Scopes of Web Resources. In: Proceedings of the 26th Very-Large Database (VLDB) Conference, pp. 546–556. Morgan Kaufmann, San Francisco (2000)
Efthimiadis, E.N.: Query Expansion. In: Williams, M.E. (ed.) Annual Review of Information Science and Technology, vol. 31, pp. 121–187. American Society for Information Science (1996)
Fu, G., Jones, C., Abdelmoty, A.I.: Building a Geographical Ontology for Intelligent Spatial Search on the Web. In: Proceedings of IASTED International Conference on Databases and Applications, pp. 167–172. Springer, Heidelberg (2005)
GBdirect Ltd. SomeWhere Near, http://somewherenear.com/
Google. Google Location Search, http://local.google.com/lochp
Horrocks, I., Patel-Schneider, P.F.: Reducing OWL entailment to description logic satisfiability. In: Fensel, D., Sycara, K., Mylopoulos, J. (eds.) ISWC 2003. LNCS, vol. 2870, pp. 17–29. Springer, Heidelberg (2003)
Järvelin, K., Kekäläinen, J., Niemi, T.: ExpansionTool: Concept-Based Query Expansion and Construction. Information Retrieval 4(3/4), 231–255 (2001)
Jones, C., Abdelmoty, A., Fu, G.: Maintaining Ontologies for Geographical Information Retrieval on the Web. In: Proceedings of OTM Confederated International Conferences CoopIS, DOA, and OOBASE, pp. 934–951. Springer, Heidelberg (2003)
Jones, C., Abdelmoty, A.I., Finch, D., Fu, G., Vaid, S.: The SPIRIT Spatial Search Engine: Architecture, Ontologies and Spatial Indexing. In: Egenhofer, M.J., Freksa, C., Miller, H.J. (eds.) GIScience 2004. LNCS, vol. 3234, pp. 125–139. Springer, Heidelberg (2004)
Jones, C., Tudhope, D., Alani, H.: Augmenting Thesaurus Relationships: Possibilities for Retrieval. Journal of Digital Information 1(8) (January 15 2001)
Lassila, O., Swick, R.R.: Resource description framework (rdf) model and syntax specification. W3C Recommendation (1999), Available at http://www.w3.org/TR/1999/REC-rdf-syntax-19990222
Mandala, R., Tokunaga, T., Tanaka, H.: Combining General Hand-Made and Automatically Constructed Thesauri for Query Expansion in Information Retrieval. In: Thomas, D. (ed.) Proceedings of the 16th International Joint Conference on Artificial Intelligence (IJCAI 1999), July 31–August 6. S.F., vol. 2, pp. 920–925. Morgan Kaufmann Publishers, San Francisco (1999)
McCurley, K.: Geospatial Mapping and Navigation of the Web. In: Proceedings of Tenth International World Wide Web Conference, p.Session P7. ACM press, New York (2001)
Mirago: Mirago the UK Search Engine, http://www.mirago.co.uk/
Robertson, S.E., Walker, S., Hancock-Beaulieu, M., Gatford, M.: Okapi at TREC-3. In: Proceedings of the 3rd Text REtrieval Conference (TREC3)
Smith, D.A., Mann, G.S.: Bootstrapping Toponym Classifiers. In: Proceedings of the HLT-NAACL 2003 Workshop on Analysis of Geographic References, pp. 45–49 (2003)
Jones, K.S.: Automatic Keyword Classification and Information Retrieval, Butterworths, London (1971)
van Kreveld, M., Reinbacher, I., Arampatzis, A., van Zwol, R.: Distributed Ranking Methods for Geographic Information Retrieval. In: Proceedings of 11th Int. Sympos. on Spatial Data Handling: Developments in Spatial Data Handling, pp. 231–243.
Voorhees, E.M.: Query Expansion Using Lexical-Semantic Relations. In: Croft, W.B., van Rijsbergen, C.J. (eds.) Proceedings of the 17th Annual International ACM-SIGIR Conference on Research and Development in Information Retrieval. Dublin, Ireland, 3-6 July 1994 (Special Issue of the SIGIR Forum), pp. 61–69. ACM/Springer (1994)
W3C. Semantic Web (2004), http://www.w3.org/2001/sw/
Xu, J., Croft, W.B.: Query expansion using local and global document analysis. In: Proceedings of the 19th annual international ACM SIGIR conference on Research and development in information retrieval, pp. 4–11. ACM Press, New York (1996)
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Fu, G., Jones, C.B., Abdelmoty, A.I. (2005). Ontology-Based Spatial Query Expansion in Information Retrieval. In: Meersman, R., Tari, Z. (eds) On the Move to Meaningful Internet Systems 2005: CoopIS, DOA, and ODBASE. OTM 2005. Lecture Notes in Computer Science, vol 3761. Springer, Berlin, Heidelberg. https://doi.org/10.1007/11575801_33
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