Abstract
We present a novel approach to representing uncertain information in ontologies based on design patterns. We provide a brief description of our approach, present its use in connection with fuzzy information and probabilistic information, and describe the possibility to model multiple types of uncertainty in a single ontology. We also shortly present an appropriate fuzzy reasoning tool and define a complex ontology architecture for well-founded handling of uncertain information.
Preview
Unable to display preview. Download preview PDF.
Similar content being viewed by others
References
Beckert, B., Hähnle, R., Oel, P., Sulzmann, M.: The tableau-based theorem prover 3TAP, version 4.0. In: Proceedings of CADE 1996, New Brunswick, NJ, USA, pp. 303–307. Springer, Heidelberg (1996)
Costa, P.C.G., Laskey, K.B., Laskey, K.J.: Of Klingons and Starships: Bayesian Logic for the 23rd Century. In: Uncertainty in Artificial Intelligence: Proceedings of the Twenty-first Conference. AUAI Press, Edinburgh (2005)
Costa, P.C.G., Laskey, K.B., Laskey, K.J.: PR-OWL: A Bayesian Framework for the Semantic Web. In: Proceedings of URSW 2005, Galway, Ireland (November 2005)
Giugno, R., Lukasiewicz, T.: P-SHOQ(D): A probabilistic extension of SHOQ(D) for probabilistic ontologies in the semantic web. Research Report 1843-02-06 7, INFSYS, Wien, Austria (April 2002)
Hayes, P., Welty, C.: Defining N-ary Relations on the Semantic Web. Technical report (2006)
Heinsohn, J.: Probabilistic description logics. In: Proceedings of UAI-1994, pp. 311–318 (1994)
Jaeger, M.: Probabilistic reasoning in terminological logics. In: Proceedings of KR-1994, pp. 305–316 (1994)
Koller, D., Levy, A., Pfeffer, A.: P-CLASSIC: A tractable probabilistic description logic. In: Proceedings of AAAI-1997, pp. 390–397 (1997)
Lukasiewicz, T.: Probabilistic description logics for the semantic web. Research report 1843-06-05, INFSYS, Technische Universitat, Wien, Austria (April 2007)
Masolo, C., Borgo, S., Gangemi, A., Guarino, N., Oltramari, A., Schneider, L.: WonderWeb Deliverable D17. Technical report (2002)
Mazzieri, M.: A fuzzy RDF semantics to represent trust metadata. In: Semantic Web Applications and Perspectives (online proceedings (2004)
Hayes, P., Patel-Schneider, P.F., Horrocks, I.: OWL: RDFCompatible Model-Theoretic Semantics. Technical report (2004)
Stoilos, G., Simou, N., Stamou, G., Kollias, S.: Uncertainty and the semantic web (2006)
Stoilos, G., Stamou, G., Tzouvaras, V., Pan, J.Z., Horrocks, I.: Fuzzy OWL: Uncertainty and the Semantic Web. In: Proc. of the OWL-ED 2005 (2005)
Stoilos, G., Stamou, G., Tzouvaras, V., Pan, J.Z., Horrocks, I.: The fuzzy description logic f-shin. In: Proceedings of URSW 2005 (2005)
Straccia, U.: A fuzzy description logic for the semantic web. In: Capturing Intelligence: Fuzzy Logic and the Semantic Web. Elsevier, Amsterdam (2005)
Zhongli, D.: A Probabilistic Extension to Ontology Language OWL. In: Proc. of the HICSS-37 (2004)
Zhongli, D.: A Bayesian Methodology towards Automatic Ontology Mapping. In: Proceedings of AAAI-2005 C&O Workshop (2005)
Author information
Authors and Affiliations
Editor information
Rights and permissions
Copyright information
© 2008 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Vacura, M., Svátek, V., Smrž, P. (2008). A Pattern-Based Framework for Uncertainty Representation in Ontologies. In: Sojka, P., Horák, A., Kopeček, I., Pala, K. (eds) Text, Speech and Dialogue. TSD 2008. Lecture Notes in Computer Science(), vol 5246. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-87391-4_30
Download citation
DOI: https://doi.org/10.1007/978-3-540-87391-4_30
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-87390-7
Online ISBN: 978-3-540-87391-4
eBook Packages: Computer ScienceComputer Science (R0)