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Maintaining Semantic Mappings between Database Schemas and Ontologies

  • Conference paper
Semantic Web, Ontologies and Databases (ODBIS 2007, SWDB 2007)

Abstract

There is a growing need to define a semantic mapping from a database schema to an ontology. Such a mapping is an integral part of the data integration systems that use an ontology as a unified global view. However, both ontologies and database schemas evolve over time in order to accommodate updated information needs. Once the ontology and the database schema associated with a semantic mapping evolved, it is necessary and important to maintain the validity of the semantic mapping to reflect the new semantics in the ontology and the schema. In this paper, we propose a formulation of the mapping maintenance problem and outline a possible solution using illustrative examples. The main points of this paper are: (1) to differentiate the semantic mapping maintenance problem from the schema mapping adaptation problem which only adapts mappings when schemas change; (2) to develop an approach for specifying the validity of a semantic mapping in terms of two-way legal instances translation between two models; (3) to explore the approach of using simple correspondences to capture changes to ontologies/schemas; and (4) to sketch a solution using examples.

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References

  1. An, Y., Borgida, A., Miller, R.J., Mylopoulos, J.: A Semantic Approach to Discovering Schema Mapping Expression. In: Proceedings of International Conference on Data Engineering (ICDE) (2007)

    Google Scholar 

  2. An, Y., Borgida, A., Mylopoulos, J.: Constructing Complex Semantic Mappings between XML Data and Ontologies. In: Gil, Y., Motta, E., Benjamins, V.R., Musen, M.A. (eds.) ISWC 2005. LNCS, vol. 3729, pp. 6–20. Springer, Heidelberg (2005)

    Chapter  Google Scholar 

  3. An, Y., Borgida, A., Mylopoulos, J.: Inferring Complex Semantic Mappings between Relational Tables and Ontologies from Simple Correspondences. In: Proceedings of International Conference on Ontologies, Database, and Applications of Semantics for Large Scale Information Systems (ODBASE) (2005)

    Google Scholar 

  4. An, Y., Borgida, A., Mylopoulos, J.: Discovering the Semantics of Relational Tables through Mappings. Journal on Data Semantics VII, 1–32 (2006)

    Article  Google Scholar 

  5. Banerjee, J., et al.: Semantics and Implementation of Schema Evolution in Object-Oriented Databases. In: Proceedings of ACM SIGMOD (1987)

    Google Scholar 

  6. Benatallah, B.: A Unified Framework for Supporting Dynamic Schema Evolution in Object Databases. In: Akoka, J., Bouzeghoub, M., Comyn-Wattiau, I., Métais, E. (eds.) ER 1999. LNCS, vol. 1728, pp. 16–30. Springer, Heidelberg (1999)

    Google Scholar 

  7. Brien, P.M., Poulovassilis, A.: Schema evolution in heterogeneous database architectures, a schema transformation approach. In: Pidduck, A.B., Mylopoulos, J., Woo, C.C., Ozsu, M.T. (eds.) CAiSE 2002. LNCS, vol. 2348. Springer, Heidelberg (2002)

    Google Scholar 

  8. Calvanese, D., Giacomo, G.D., Lenzerini, M., Nardi, D., Rosati, R.: Data Integration in Data Warehousing. J. of Coop. Info. Sys. 10(3), 237–271 (2001)

    Article  Google Scholar 

  9. Claypool, K.T., Jin, J., Rundensteiner, E.: SERF: Schema Evolution through an Extensible, Re-usable, and Flexible Framework. In: Proceedings of International Conference on Information and Knowledge Management (CIKM) (1998)

    Google Scholar 

  10. Fagin, R., Kolaitis, P., Miller, R.J., Popa, L.: Data Exchange: Semantics and Query Answering. In: Calvanese, D., Lenzerini, M., Motwani, R. (eds.) ICDT 2003. LNCS, vol. 2572, pp. 207–224. Springer, Heidelberg (2002)

    Chapter  Google Scholar 

  11. Fan, H., Poulovassilis, A.: Schema evolution in data warehousing environments | a schema transformation-based approach. In: Atzeni, P., Chu, W., Lu, H., Zhou, S., Ling, T.-W. (eds.) ER 2004. LNCS, vol. 3288, pp. 639–653. Springer, Heidelberg (2004)

    Google Scholar 

  12. Ferrandina, F., Ferran, G., Meyer, T., Madec, J., Zicari, R.: Schema and Database Evolution in the O2 Object Database System. In: Proceedings of International Conference on Very Large Databases (VLDB) (1995)

    Google Scholar 

  13. Levy, A.Y., Srivastava, D., Kirk, T.: Data Model and Query Evaluation in Global Information Systems. J. of Intelligent Info. Sys. 5(2), 121–143 (1996)

    Article  Google Scholar 

  14. McCann, R., et al.: Maveric: Mapping Maintenance for Data Integration Systems. In: Proceedings of International Conference on Very Large Databases (VLDB) (2005)

    Google Scholar 

  15. Velegrakis, Y., Miller, R.J., Popa, L.: Mapping Adapdation under Evolving Schemas. In: Proceedings of International Conference on Very Large Databases (VLDB) (2003)

    Google Scholar 

  16. Yu, C., Popa, L.: Semantic Adaptation of Schema Mappings when Schema Evolve. In: Proceedings of International Conference on Very Large Databases (VLDB) (2005)

    Google Scholar 

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Vassilis Christophides Martine Collard Claudio Gutierrez

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An, Y., Topaloglou, T. (2008). Maintaining Semantic Mappings between Database Schemas and Ontologies. In: Christophides, V., Collard, M., Gutierrez, C. (eds) Semantic Web, Ontologies and Databases. ODBIS SWDB 2007 2007. Lecture Notes in Computer Science, vol 5005. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-70960-2_8

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  • DOI: https://doi.org/10.1007/978-3-540-70960-2_8

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-70959-6

  • Online ISBN: 978-3-540-70960-2

  • eBook Packages: Computer ScienceComputer Science (R0)

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