PARIS

作者: Fabian M. Suchanek , Serge Abiteboul , Pierre Senellart

DOI: 10.14778/2078331.2078332

关键词: Computer scienceProbabilistic logicSchema (psychology)Ontology (information science)Semantic WebTheoretical computer scienceData miningOntology alignment

摘要: One of the main challenges that Semantic Web faces is integration a growing number independently designed ontologies. In this work, we present paris, an approach for automatic alignment paris aligns not only instances, but also relations and classes. Alignments at instance level cross-fertilize with alignments schema level. Thereby, our system provides truly holistic solution to problem ontology alignment. The heart probabilistic, i.e., measure degrees matchings based on probability estimates. This allows run without any parameter tuning. We demonstrate efficiency algorithm its precision through extensive experiments. particular, obtain around 90% in experiments some world's largest

参考文章(37)
Michael Strube, Simone Paolo Ponzetto, Deriving a large scale taxonomy from Wikipedia national conference on artificial intelligence. pp. 1440- 1445 ,(2007)
Georgi Kobilarov, Jens Lehmann, Richard Cyganiak, Zachary Ives, Sören Auer, Christian Bizer, DBpedia: a nucleus for a web of open data international semantic web conference. ,vol. 4825, pp. 722- 735 ,(2007) , 10.1007/978-3-540-76298-0_52
Stefano Montanelli, Davide Lorusso, Alfio Ferrara, Automatic Identity Recognition in The Semantic Web. IRSW. ,(2008)
Cynthia Matuszek, John Cabral, John DeOliveira, Michael J. Witbrock, An Introduction to the Syntax and Content of Cyc national conference on artificial intelligence. pp. 44- 49 ,(2006) , 10.13016/M2J09W76T
Julius Volz, Christian Bizer, Martin Gaedke, Georgi Kobilarov, Discovering and Maintaining Links on the Web of Data international semantic web conference. ,vol. 5823, pp. 650- 665 ,(2009) , 10.1007/978-3-642-04930-9_41
Nathalie Pernelle, Fatiha Saïs, Marie-Christine Rousset, L2R: a logical method for reference reconciliation national conference on artificial intelligence. pp. 329- 334 ,(2007)
Antoine Isaac, Lourens van der Meij, Stefan Schlobach, Shenghui Wang, An empirical study of instance-based ontology matching international semantic web conference. ,vol. 4825, pp. 253- 266 ,(2007) , 10.1007/978-3-540-76298-0_19
Christian Bizer, Web of Linked Data - A global public data space on the Web. international workshop on the web and databases. ,(2010)
Fatiha Saïs, Nathalie Pernelle, Marie-Christine Rousset, Combining a Logical and a Numerical Method for Data Reconciliation Journal on Data Semantics. ,vol. 12, pp. 66- 94 ,(2009) , 10.1007/978-3-642-00685-2_3
Jan Noessner, Mathias Niepert, Christian Meilicke, Heiner Stuckenschmidt, Leveraging Terminological Structure for Object Reconciliation Lecture Notes in Computer Science. pp. 334- 348 ,(2010) , 10.1007/978-3-642-13489-0_23