Abstract
This paper presents an enrichment of classical computational ontologies with fuzzy logic to create fuzzy ontologies. It is a step towards managing vagueness and facing the nuances of natural languages in ontology-based applications. Our proposal is implemented in the KAON ontology editor, that allows to handle ontology concepts in a high-level environment.
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References
Lammari, N., Métais, E.: Building and maintaining ontologies: a set of algorithms. Data and Knowledge Engineering 48, 155–176 (2004)
Gruber, T.: A Translation Approach to Portable Ontology Specifications. Knowledge Acquisition 5, 199–220 (1993)
Guarino, N., Giaretta, P.: Ontologies and Knowledge Bases: Towards a Terminological Clarification. In: Mars, N. (ed.) Towards Very Large Knowledge Bases: Knowledge Building and Knowledge Sharing, pp. 25–32. IOS Press, Amsterdam (1995)
Soo, V.W., Lin, C.Y.: Ontology-based information retrieval in a multi-agent system for digital library. In: 6th Conference on Artificial Intelligence and Applications, pp. 241–246 (2001)
Berners-Lee, T., Hendler, T., Lassila, J.: The semantic web. Scientific American 284, 34–43 (2001)
Klir, G., Yuan, B.: Fuzzy Sets and Fuzzy Logic: Theory and Applications. Prentice-Hall, Englewood Cliffs (1995)
Zadeh, L.A.: Fuzzy sets. Inform and Control 8, 338–353 (1965)
Bouquet, P., Euzenat, J., Franconi, E., Serafini, L., Stamou, G., Tessaris, S.: Specification of a common framework for characterizing alignment. IST Knowledge web NoE 2.2.1 (2004)
Singh, S., Dey, L., Abulaish, M.: A Framework for Extending Fuzzy Description Logic to Ontology based Document Processing. In: Favela, J., Menasalvas, E., Chávez, E. (eds.) AWIC 2004. LNCS (LNAI), vol. 3034, pp. 95–104. Springer, Heidelberg (2004)
Abulaish, M., Dey, L.: Ontology Based Fuzzy Deductive System to Handle Imprecise Knowledge. In: InTech 2003. Proceedings of the 4th International Conference on Intelligent Technologies, pp. 271–278 (2003)
Matheus, C.: Using Ontology-based Rules for Situation Awareness and Information Fusion. In: Position Paper presented at the W3C Workshop on Rule Languages for Interoperability (2005)
Quan, T., Hui, S., Cao, T.: FOGA: A Fuzzy Ontology Generation Framework for Scholarly Semantic Web. In: Knowledge Discovery and Ontologies (KDO-2004), Workshop at ECML/PKDD (2004)
Chang-Shing, L., Zhi-Wei, J., Lin-Kai, H.: A fuzzy ontology and its application to news summarization. IEEE Transactions on Systems, Man, and Cybernetics-Part B: Cybernetics 35, 859–880 (2005)
Sanchez, E., Yamanoi, T.: Fuzzy ontologies for the semantic web. In: Larsen, H.L., Pasi, G., Ortiz-Arroyo, D., Andreasen, T., Christiansen, H. (eds.) FQAS 2006. LNCS (LNAI), vol. 4027, pp. 691–699. Springer, Heidelberg (2006)
KAON: Karlsruhe Ontology and Semantic Web Tool Suite (2005), http://kaon.semanticweb.org
Casillas, J., Cordon, O., Herrera, F., Magdalena, L.: Accuracy improvements to find the balance interpretability-accuracy in linguistic fuzzy modeling:an overview. In: Accuracy Improvements in Linguistic Fuzzy Modeling, pp. 3–24. Physica-Verlag, Heidelberg (2003)
Calvo, T., Mayor, G., Mesiar, R. (eds.): Aggregation Operators. Physica–Verlag, Heidelberg (2002)
Klement, E.P., Mesiar, R., Pap, E.: Triangular Norms. Kluwer Academic, Dordrecht (2000)
Zadeh, L.A.: A fuzzy-set-theoretic interpretation of linguistic hedges. Journal of Cybernetics 2, 4–34 (1972)
Khang, T.D., Störr, H., Hölldobler, S.: A fuzzy description logic with hedges as concept modifiers. In: Third International Conference on Intelligent Technologies and Third Vietnam-Japan Symposium on Fuzzy Systems and Applications, pp. 25–34 (2002)
Calegari, S., Radaelli, P., Ciucci, D.: Two fuzzy-set models for the semantic of linguistic negations. In: Studies in fuzziness and Soft Computing, Springer, Heidelberg (to appear)
Pacholczyk, D.: A new approach to linguistic negation of nuanced information in knowledge-based systems. In: Giunchiglia, F. (ed.) AIMSA 1998. LNCS (LNAI), vol. 1480, pp. 363–376. Springer, Heidelberg (1998)
Pacholczyk, D.: A new approach to linguistic negation based upon compatibility level and tolerance threshold. In: Polkowski, L., Skowron, A. (eds.) RSCTC 1998. LNCS (LNAI), vol. 1424, Springer, Heidelberg (1998)
Pacholczyk, D., Hunter, A.: An extension of a linguistic negation model allowing us to deny nuanced property combinations. In: Hunter, A., Parsons, S. (eds.) ECSQARU 1999. LNCS (LNAI), vol. 1638, pp. 316–327. Springer, Heidelberg (1999)
Pacholczyk, D., Levrat, B.: Coping with linguistically denied nuanced properties: a matter of fuzziness and scope. In: Proceeding of ISIC, pp. 753–758. IEEE, Los Alamitos (1998)
AA.VV.: Developer’s Guide for KAON 1.2.7. Technical report, FZI Research Center for Information and WBS Knowledge Management Group (2004)
Motik, B., Maedche, A., Volz, R.: A Conceptual Modeling Approach for Semantics-Driven Enterprise Applications. In: Meersman, R., Tari, Z., et al. (eds.) CoopIS 2002, DOA 2002, and ODBASE 2002. LNCS, vol. 2519, pp. 1082–1099. Springer, Heidelberg (2002)
Stojanovic, L., Schneider, J., Maedche, A., Libischer, S., Studer, R., Lumpp, T., Abecker, A., Breiter, G., Dinger, J.: The role of ontologies in autonomic computing systems. IBM Systems Journal 43, 598–616 (2004)
Bozsak, E., Ehrig, M., Handschuh, S., Hotho, A., Maedche, A., Motik, B., Oberle, D., Schmitz, C., Staab, S., Stojanovic, L., Stojanovic, N., Studer, R., Stumme, G., Sure, Y., Tane, J., Volz, R., Zacharias, V.: KAON - Towards a large scale Semantic Web. In: Bauknecht, K., Tjoa, A.M., Quirchmayr, G. (eds.) EC-Web 2002. LNCS, vol. 2455, pp. 304–313. Springer, Heidelberg (2002)
Oberle, D., Staab, S., Studer, R., Volz, R.: Supporting application development in the semantic web. ACM Trans. Inter. Tech. 5, 328–358 (2005)
RDFS: Resource Description Framework Schema (2004), http://www.w3.org/TR/PR-rdf-schema
KAON2: Karlsruhe Ontology and Semantic Web Tool Suite 2 (2005), http://kaon2.semanticweb.org
OWL: Ontology Web Language (2004), http://www.w3.org/2004/OWL/
Hajek, P.: Making fuzzy description logic more general. Fuzzy Sets and Systems 154, 1–15 (2005)
Stoilos, G., Stamou, G., Tzouvaras, V., Pan, J.Z., Horrocks, I.: Fuzzy OWL: Uncertainty and the Semantic Web. In: OWL-ED 2005. International Workshop of OWL: Experiences and Directions, Galway, Ireland (2005)
Straccia, U.: A fuzzy description logic for the semantic web. In: Sanchez, E. (ed.) Fuzzy Logic and the Semantic Web. Capturing Intelligence, pp. 73–90. Elsevier, Amsterdam (2006)
Calegari, S., Ciucci, D.: Fuzzy Ontology, Fuzzy Description Logics and Fuzzy-OWL. In: Masulli, F., Mitra, S., Pasi, G. (eds.) WILF 2007. LNCS (LNAI), vol. 4578, pp. 118–126. Springer, Heidelberg (2007)
Calegari, S., Ciucci, D.: Fuzzy Ontology and Fuzzy-OWL in the KAON Project. In: Fuzz-IEEE Proceedings 2007, pp. 1415–1420 (2007)
Calegari, S., Farina, F.: Fuzzy Ontologies and Scale-free Networks Analysis. International Journal of Computer Science and Applications IV, 125–144 (2007)
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Calegari, S., Ciucci, D. (2008). Towards a Fuzzy Ontology Definition and a Fuzzy Extension of an Ontology Editor. In: Manolopoulos, Y., Filipe, J., Constantopoulos, P., Cordeiro, J. (eds) Enterprise Information Systems. ICEIS 2006. Lecture Notes in Business Information Processing, vol 3. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-77581-2_10
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DOI: https://doi.org/10.1007/978-3-540-77581-2_10
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