A toward framework for generic uncertainty management

作者: Ernesto Damiani , Paolo Ceravolo , Marcello Leida , None

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摘要: The need for an automatic inference process able to deal with information coming from unreliable sources is becoming a relevant issue both on corporate networks and the open Web. Mathematical theories reason uncertain have been successfully applied in several situations, but each one of these models tailored specific semantics uncertainty. In this paper, we put forward idea using explicit representations different types uncertainty partitioning pro- cess into parts. By coordinating multiple independent reasoning cesses, are sometimes apply model type information, recombine final results via suit- reconciliation process. We validated our approach applying it classic schema matching problem, Ontology Alignment Evaluation Initiative, (OAEI) tests assess results.

参考文章(36)
Didier Dubois, Jérôme Mengin, Henri Prade, Chapter 6 Possibilistic uncertainty and fuzzy features in description logic. A preliminary discussion Capturing Intelligence. ,vol. 1, pp. 101- 113 ,(2006) , 10.1016/S1574-9576(06)80008-0
Farshad Fotouhi, Shiyong Lu, Ming Dong, The Semantic Web: opportunities and challenges for next-generation Web applications. Information Research. ,vol. 7, ,(2002)
Najoua Laamari, Boutheina Ben Yaghlane, OWL-CM: OWL combining matcher based on belief functions theory international conference on ontology matching. pp. 206- 218 ,(2007)
Fernando Bobillo, Miguel Delgado, Juan Gómez-Romero, Extending fuzzy description logics with a possibilistic layer uncertainty reasoning for the semantic web. pp. 125- 126 ,(2007)
Ming Mao, Yefei Peng, The PRIOR: results for OAEI campaign 2007 international conference on ontology matching. pp. 219- 226 ,(2007)
Deborah L McGuinness, Frank Van Harmelen, None, OWL Web ontology language overview W3C Recommendation. ,(2004)
Ian Horrocks, Ulrike Sattler, Ontology reasoning in the SHOQ(D) description logic international joint conference on artificial intelligence. pp. 199- 204 ,(2001)
Engelbert Mephu Nguifo, Yahya Slimani, Sadok Ben Yahia, Sami Zghal, SODA: an OWL-DL based ontology matching system international conference on ontology matching. pp. 261- 267 ,(2007)
Jérôme Euzenat, Petko Valtchev, Mohamed Touzani, David Loup, Ontology alignment with OLA Proc. 3rd ISWC2004 workshop on Evaluation of Ontology-based tools (EON). pp. 59- 68 ,(2004)
Maurizio Lenzerini, Data Integration Is Harder than You Thought cooperative information systems. pp. 22- 26 ,(2001) , 10.1007/3-540-44751-2_3