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.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
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)