Abstract
In this paper we describe an algorithm for merging ontologies from heterogeneous geographic data sources. The algorithm is based on an asymmetric similarity function that considers the spatial distribution of thematic values in the datasets. It has been used in the context of a semantic framework that provides a set of semantic services to enable external clients to find, translate and integrate thematic information from different geographic datasets in a repository. An optimised version of the algorithm is also described enabling its execution in real time, even with large datasets. The algorithm has been tested in the context of merging datasets with more than 108 spatial units.
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References
Kuhn, W.: Semantic Reference Systems. International Journal of Geographic Information Science. 17(5), 405–409 (2003)
Kuhn, W.: Semantic Reference Systems. Seminar at Universitat Pompeu Fabra, Barcelona, Spain (2003)
Fonseca, F., Egenhofer, M., Agouris, P., Câmara, G.: Using Ontologies for Integrated Geographic Information Systems. Transactions in GIS 6(3) (2002)
Visser, U., Stuckenschmidt, H., Wache, H., Vögele, T.: Using Environmental Information Efficiently: Sharing Data and Knowledge from Heterogeneous Sources. In: Rautenstrauch, C., Patig, S. (eds.) Environmental Information Systems in Industry and Public Administration, pp. 41–73. IDEA Group, Hershey, USA & London, UK (2001)
Navarrete, T.: Semantic Integration of Thematic Geographic Information in a Multimedia Context. PhD Thesis. Technology Department. Universitat Pompeu Fabra, Barcelona, Spain (2006)
FGDC: Content Standard for Digital Geospatial Metadata, v2.0. Federal Geographic Data Committee, Metadata Ad Hoc Working Group (1998)
Rahm, E., Bernstein, P.A.: A Survey of Approaches to Automatic Schema Matching. VLDB Journal 10(4), 334–350 (2001)
Knowledge Web Consortium: State of the Art on Ontology Alignment (2004)
Bossard, M., Feranec, J., Otahel, J.: CORINE Land Cover Technical Guide - Addendum 2000. European Environment Agency (EEA), Copenhagen, Denmark (2000)
Anderson, J.R., Harby, E., Roach, J., Witmer, R.: A Land Use And Land Cover Classification System For Use With Remote Sensor Data. Washington, DC, USA (1976)
Cruz, I.F., Rajendran, A.: Semantic Data Integration in Hierarchical Domains. IEEE Intelligent Systems 18(2), 66–73 (2003)
Schuster, G., Stuckenschmidt, H.: Building Shared Terminologies for Ontology Integration. In: Künstliche Intelligenz (KI), Vienna, Austria (2001)
EEA: GEMET version 2001 (General Multilingual Environmental Thesaurus). European Environment Agency, European Topic Centre on Catalogue of Data Sources (ETC/CDS) (2001)
Hakimpour, F., Geppert, A.: Resolving Semantic Heterogeneity in Schema Integration: an Ontology Based Approach. In: Formal Ontology in Information Systems, Ogunquit, Maine, USA, ACM, New York (2001)
Kavouras, M., Kokla, M.: A Method for the Formalization and Integration of Geographical Categorizations. International Journal of Geographic Information Science 16(5), 439–453 (2002)
Ganter, B., Wille, R.: Formal Concept Analysis. Springer, Heidelberg (1999)
Uitermark, H.: Ontology-Based Geographic Data Set Integration. PhD Thesis. Universiteit Twente, Deventer, The Netherlands (2001)
Rodríguez, M.A., Egenhofer, M.J.: Determining Semantic Similarity Among Entity Classes from Different Ontologies. IEEE Transactions on Knowledge and Data Engineering 15(2), 442–456 (2003)
Nogueras-Iso, J., Lacasta, J., Bañares, J.A., Muro-Medrano, P.R., Zarazaga-Soria, F.J.: Exploiting Disambiguated Thesauri for Information Retrieval in Metadata Catalogs. In: Conejo, R., Urretavizcaya, M., Pérez-de-la-Cruz, J.-L. (eds.) Current Topics in Artificial Intelligence. LNCS (LNAI), vol. 3040, pp. 322–333. Springer, Heidelberg (2004)
Schwering, A., Raubalm, M.M.: Measuring Semantic Similarity between Geospatial Conceptual Regions. In: Rodríguez, M.A., Cruz, I.F., Egenhofer, M.J., Levashkin, S. (eds.) GeoS 2005. LNCS, vol. 3799, pp. 90–106. Springer, Heidelberg (2005)
Gärdenfors, P.: Conceptual Spaces: the Geometry of Thought. MIT Press, Cambridge, Massachusetts, USA (2000)
Duckham, M., Worboys, M.F.: An Algebraic Approach to Automated Information Fusion. International Journal of Geographical Information Science 19(5), 537–557 (2005)
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Navarrete, T., Blat, J. (2007). An Algorithm for Merging Geographic Datasets Based on the Spatial Distributions of Their Values. In: Fonseca, F., Rodríguez, M.A., Levashkin, S. (eds) GeoSpatial Semantics. GeoS 2007. Lecture Notes in Computer Science, vol 4853. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-76876-0_5
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DOI: https://doi.org/10.1007/978-3-540-76876-0_5
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