Using multiple ontologies as background knowledge in ontology matching

Zharko Aleksovski
Warner ten Kate
Frank van Harmelen

Using ontology as a background knowledge in ontology matching is being actively investigated. Recently the idea attracted attention because of the growing number of available ontologies, which in turn opens up new opportunities, and reduces the problem of finding candidate background knowledge. Particularly interesting is the approach of using multiple ontologies as background knowledge, which we explore in this paper. We report on an experimental study conducted using real-life ontologies published online. The firrst contribution of this paper is an exploration about how the matching performance behaves when multiple background ontologies are used cumulatively. As a second contribution, we analyze the impact that different types of background ontologies have to the matching performance. With respect to the precision and recall, more background knowledge monotonically increases the recall, while the precision depends on the quality of the added background ontology, with high quality tending to increase, and the low quality tending to decrease the precision.

(PDF paper, 195Kb)

@InProceedings{CISWeb08,
  author = 	 "Z. Aleksovski and W. ten Kate and F. van Harmelen",
  title = 	 "Using multiple ontologies as background knowledge in
                  ontology matching", 
  booktitle =	 {Proceedings of the  1st International Workshop on
                  Collective Semantics: Collective Intelligence & the
                  Semantic Web {CISWeb'08}},
  editor =       {Y. Avrithis, Y. Kompatsiaris, S. Staab, A. Vakali},
  year =	 2007,
  url =          "http://sunsite.informatik.rwth-aachen.de/Publications/CEUR-WS/Vol-351/paper3.pdf",
  keywords = {Semantic Web},
  urlPaper = "http://www.cs.vu.nl/~frankh/postscript/CISWeb08.pdf"
}

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