A User-Guided Approach for Large-Scale Multi-Schema Integration
2012 (English)In: The Practice of Enterprise Modeling: Proceedings / [ed] Kurt Sandkuhl, Ulf Seigerroth, Janis Stirna, Berlin/Heidelberg: Springer Berlin/Heidelberg, 2012, 203-217 p.Conference paper (Refereed)
Schema matching plays an important role in various fields of enterprise system modeling and integration, such as in databases, business intelligence, knowledge management, interoperability, and others. The matching problem relates to finding the semantic correspondences between two or more schemas. The focus of the most of the research done in schema and ontology matching is pairwise matching, where 2 schemas are compared at the time. While few semi-automatic approaches have been recently proposed in pairwise matching to involve user, current multi-schema approaches mainly rely on the use of statistical information in order to avoid user interaction, which is largely limited to parameter tuning. In this study, we propose a user-guided iterative approach for large-scale multi-schema integration. Given n schemas, the goal is to match schema elements iteratively and demonstrate that the learning approach results in improved accuracy during iterations. The research is conducted in SAP Research Karlsruhe, followed by an evaluation using large e-business schemas. The evaluation results demonstrated an improvement in accuracy of matching proposals based on user’s involvement, as well as an easier accomplishment of a unified data model.
Place, publisher, year, edition, pages
Berlin/Heidelberg: Springer Berlin/Heidelberg, 2012. 203-217 p.
, Lecture Notes in Business Information Processing, ISSN 1865-1348 ; 134
Schema Integration, Business Intelligence, System Interoperability
Research subject Computer and Systems Sciences
IdentifiersURN: urn:nbn:se:su:diva-84853DOI: 10.1007/978-3-642-34549-4_15ISBN: 978-3-642-34548-7 (Print)ISBN: 978-3-642-34549-4 (Online)OAI: oai:DiVA.org:su-84853DiVA: diva2:581611
5th IFIP WG 8.1 Working Conference, PoEM 2012, Rostock, Germany, November 7-8, 2012