Abstract
How can the usability of distributed and heterogeneous geographic data sets be enhanced? Semantic interoperability is a prerequisite for effectively finding and accessing relevant data in different application contexts. By using geospatial domain ontologies and semantic annotations of geodata based on these ontologies semantic interoperability can be achieved. However, since no automated methods for the semantic annotation of geodata exist this remains a laborious task, which data providers are neither willing nor capable to perform. In this paper we propose a method for automating the annotation process based on spatial relations. At the domain level, spatial relations play an important role for defining and identifying geospatial concepts. At the data level, spatial relations may be expressed through spatial processing methods, as we can calculate relations like topology, direction or distance between two spatial entities. We show how this potential can be exploited for automating the semantic annotation of geodata. The approach is illustrated by introducing a case study for annotating data containing representations of floodplains.
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References
OGC: OpenGIS Reference Model. Open GIS Consortium (2003)
Studer, R., Benjamins, V.R., Fensel, D.: Knowledge Engineering: Principles and Methods. Data and Knowledge Engineering 25(1-2), 161–197 (1998)
Klien, E., Lutz, M., Einspanier, U., Hübner, S.: An Architecture for Ontology-Based Discovery and Retrieval of Geographic Information. In: Presented at 7th Conference on Geographic Information Science (AGILE 2004), Heraklion, Greece (2004)
Lutz, M., Klien, E.: Ontology-Based Retrieval of Geographic Information. International Journal of Geographical Information Science (IJGIS), forthcoming
Wache, H., Vögele, T., Visser, U., Stuckenschmidt, H., Schuster, G., Neumann, H., Hübner, S.: Ontology-Based Integration of Information — A Survey of Existing Approaches. In: Presented at IJCAI 2001 Workshop: Ontologies and Information Sharing, Seattle, WA (2001)
Papadias, D., Kavouras, M.: Acquiring, Representing and Processing Spatial Relations. Presented at Sixth International Symposium on Spatial Data Handling. Edinburgh, Scotland (1994)
Schmudde, T.H.: Floodplains. In: Fairbridge, R.W. (ed.) The Encyclopedia of Geomorphology, New York, pp. 359–362 (1968)
Richardson, R., Smeaton, A.F.: Using WordNet in a Knowledge-based Approach to Information Retrieval (Technical Report CA-0395). Dublin City University, Dublin, Ireland (1995)
Bernstein, A., Klein, M.: Towards high-precision service retrieval. In: Horrocks, I., Hendler, J. (eds.) ISWC 2002. LNCS, vol. 2342, p. 84. Springer, Heidelberg (2002)
OGC: Web Feature Service Implementation Specification. Open GIS Consortium (2002)
Shariff, A., Egenhofer, M., Mark, D.: Natural-Language Spatial Relations between Linear and Areal Objects: the Topology and Metric of English-Language Terms. International Journal of Geographical Information Science 12(3), 215–246 (1998)
Clementini, E., Sharma, J., Egenhofer, M.: Modeling Topological Spatial Relations: Strategies for Query Processing. Computers and Graphics 18(6), 815–822 (1994)
Herskovitz, A.: Language and Spatial Cognition. In: Joshi, A. (ed.) Studies in Natural Language Processing. Cambridge University Press, Cambridge (1986)
Mark, D., Svorou, S., Zubin, D.: Spatial terms and spatial concepts: geographic, cognitive, and linguistic perspectives. In: Presented at International Geographic Information Systems (IGIS) Symposium, Arlington, VA (1987)
Talmy, L.: How Language Structures Space. In: Pick, H., Acredols, L. (eds.) Spatial Orientation. Theory, Research and Application, pp. 225–282. Plenum, New York (1983)
Egenhofer, M., Herring, J.R.: A Mathematical Framework for the Definition of Topological Relationships. In: Presented at the 4th International Symposium on Spatial Data Handling, Zurich, Switzerland (1990)
Frank, A.U.: Qualitative Spatial Reasoning about Distances and Directions in Geographic Space. Journal of Visual Languages and Computing 3, 343–371 (1992)
Cohn, A.G.: A Hierarchical Representation of Qualitative Shape Based on Connection and Convexity. In: Frank, A.U., Kuhn, W. (eds.) Spatial Information Theory-A Theoretical Basis for GIS, pp. 311–326. Springer, Berlin (1995)
Papadias, D., Sellis, T.: The Semantics of Relations in 2D Space Using Representative Points: Spatial Indexes. In: Frank, A.U., Campari, I. (eds.) Spatial Information Theory - Theoretical Basis for GIS, pp. 234–247. Springer, Heidelberg (1993)
Egenhofer, M.: Reasoning about Binary Topological Relations. In: Presented at Advances in Spatial Databases, 2nd International Symposium, Zurich (1991)
ISO: ISO 19107 - Spatial Schema. ISO TC 211 (2002)
ISO/TC-211: Text for DIS 19109 Geographic information - Rules for application schema Vs. 2.0. Draft Version. International Organization for Standardization (2001)
Shekhar, S., Zhang, P., Huang, Y., Vatsavai, R.: Trends in Spatial Data Mining. In: Kargupta, H., et al. (eds.) Data Mining: Next Generation Challenges and Future Directions, pp. 357–380. AAAI Press, Menlo Park (2004)
Koperski, K., Han, J., Adhikary, J.: Mining Knowledge in Geographical Data. Communications of the ACM 26(1), 65–74 (1998)
Roddick, J., Lees, B.G.: Paradigms for spatial and spatio-temporal data mining. In: Miller, H., Han, J. (eds.) Geographic Data Mining and Knowledge Discovery (2001)
Handschuh, S., Staab, S. (eds.): Annotation for the Semantic Web. Frontiers in Artificial Intelligence and Applications, vol. 96. IOS Press, Amsterdam (2003)
Handschuh, S., Staab, S., Ciravegna, F.: S-CREAM – Semi Automatic Creation of Metadata. In: Presented at the Semantic Authoring, Annotation and Markup Workshop, 15th European Conference on Artificial Intelligence (ECAI 2002), Lyon, France (2002)
Dingli, A., Ciravegna, F., Wilks, Y.: Automatic Semantic Annotation Using Unsupervised Information Extraction and Integration. In: Presented at the Knowledge Markup and Semantic Annotation Workshop at the Second International Conference on Knowledge Capture (K-CAP 2003), Sanibel, Florida, USA (2003)
Manov, D., Kiryakov, A., Popov, B., Bontcheva, K., Maynard, D., Cunningham, H.: Experiments with geographic knowledge for information extraction. In: Presented at the NAACL-HLT 2003, Workshop on the Analysis of Geographic References, Edmonton, Alberta, Canada (2003)
Hiramatsu, K., Reitsma, F.: GeoReferencing the Semantic Web: ontology based markup of geographically referenced information. In: Presented at the Joint EuroSDR/EuroGeographics workshop on Ontologies and Schema Translation Services, Paris, France (2004)
Heinzle, F., Sester, M.: Derivation of Implicit Information from Spatial Data Sets with Data Mining. In: Presented at the XXth Congress of the International Society for Photogrammetry and Remote Sensing (ISPRS), Istanbul, Turkey (2004)
Manso, M.A., Nogueras-Iso, J., Bernabe, M.A., Zarazaga-Soria, F.J.: Automatic Metadata Extraction from Geographic Information. In: Presented at the 7th Conference on Geographic Information Science (AGILE 2004), Heraklion, Greece (2004)
Grosof, B., Horrocks, I., Volz, R., Decker, S.: Description Logic Programs: Combining Logic Programs with Description Logic. In: Presented at 12th Intl. Conf. on the World Wide Web (WWW-2003), Budapest, Hungary (2003)
W3C: OWL Web Ontology Language Overview (2004)
Russell, S., Norvig, P.: Artificial Intelligence - A Modern Approach (2002)
Borchert, R.: How can a knowledge base run executables on the frame level? In: Presented at the International Protege Workshop, Manchester, England (2003)
ISO/TC-211: ISO 19115:2003. Geographic information - Metadata. International Organization for Standardization (2003)
Papadias, D., Theodorodis, Y.: Spatial relations, minimum bounding rectangles, and spatial data structures. International Journal of Geographical Information Systems 11(2), 111–138 (1997)
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Klien, E., Lutz, M. (2005). The Role of Spatial Relations in Automating the Semantic Annotation of Geodata. In: Cohn, A.G., Mark, D.M. (eds) Spatial Information Theory. COSIT 2005. Lecture Notes in Computer Science, vol 3693. Springer, Berlin, Heidelberg. https://doi.org/10.1007/11556114_9
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DOI: https://doi.org/10.1007/11556114_9
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