Abstract
The amount of currently available digital information grows rapidly. Relevant information is often spread over different information sources. An efficient and flexible framework to allow users to satisfy effectively their information needs is required. The work presented in this paper describes SIMS (Semantic Information Management System), a reference architecture for a framework performing semantic annotation, search and retrieval of information from multiple sources. The work presented in this paper focuses on a specific SIMS module, the SIMS Semantic Content Navigator, proposing an algorithm and the related implementation to calculate a semantic similarity measure inside an OWL ontology. This measure is based on ontology structure and on the information provided by attributes and relations that are defined inside the ontology. This work is the result of a collaborative effort between the DINFO (Department of Computer Science and Engineering) and the research team of Engineering - Ingegneria Informatica.
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References
Fensel, D., Ding, Y., Stork, H.-G.: The Semantic Web:from Concept to Percept. OGAI-Journal 22(1) (2003)
Gruber, T.: A translation approach to portable ontology specifications. Knowledge Acquisition 5(2), 199–220 (1993)
McGuinness, D.L., van Harmelen, F.: Owl Web Ontology Language: Overview. W3C Recommendation (February 2004), http://www.w3.org/TR/owl-features/
Mika, P., Akkermans, H.: The Knowledge Engineering Review. Knowledge Acquisition 19(4), 317–345 (2004)
Abar, S., Abe, T., Kinoshita, T.: A Next Generation Knowledge Management System Architecture. In: Proceedings of the 18th International Conference on Advanced Information Networking and Application (AINA 2004), vol. 2, pp. 191–195 (2004)
Pappas, N., Kazasis, F.G., Anestis, G., Gioldasis, N., Christodoulakis, S.: A Knowledge Management Platform for Supporting Digital Business Ecosystems based on P2P and SOA Technologies. In: IEEE International Conference on Digital Ecosystems and Technologies (IEEE DEST 2007), pp. 196–202 (2007)
Chen, L., Shadbolt, N.R., Goble, C.A.: A Semantic Web-Based Approach to Knowledge Management for Grid Application. IEEE Transactions on Knowledge and data Engineering 19(2), 283–295 (2007)
Gu, J., Chen, H., Yang, L., Zhang, L.: OBSA: Ontology based Information Processing Architecture. In: Proceedings of the IEEE/WIC/ACM International Conference on Web Intelligence, pp. 607–610 (2004)
Assali, A.A., Lenne, D., Debray, D.: KoMIS: An Ontology-based Knowledge Management System For Industrial Safety. In: Proceedings of the 18th Workshop on Database and Expert System Application, pp. 475–479 (2005)
Dublin Core Metadata Home Page, http://dublincore.org/
Corallo, A., Ingraffia, N., Vicari, C., Zilli, A.: SIMS: An Ontology-based Multi-source Knowledge Management System. In: 11th World Multiconference on Systemics, Cybernetics and Informatics (WMSCI 2007) (2007)
Resnik, P.: Using Information Content to evaluate Semantic Similarity in a Taxonomy. In: Proceedings of the International Joint Conference on ArtificiaI Intelligence (IJCAI), vol. 19, pp. 448–453 (1995)
Wu, Z., Palmer, M.: Verb Semantics and Lexical Selection. In: Proceedings of 32nd Annual Meeting of the Associations for Computational Linguistics, pp. 133–138 (1994)
Lin, D.: An Information-theoretic Definition of Similarity. In: Proceedings of the 15th International Conference on Machine Learning, pp. 296–304 (1998)
Jiang, J.J., Conrath, D.: Semantic Similarity based on Corpus Statistics and Lexical Taxonomy. In: Proceedings of International Conference on Research in Computational Linguistics (1997)
Zadeh, L.A.: Knowledge Representation in Fuzzy Logic. An Introduction to Fuzzy Logic Applications in Intelligent Systems, 1–25 (1992)
Carroll, J.J., Dickinson, I., Dollin, C., Reynolds, D., Seaborne, A., Wilkinson, K.: Jena: Implementing the Semantic Web Recommendations. In: WWW Alt. 2004: Proceedings of the 13th international World Wide Web conference, pp. 74–83 (2004)
Ziegler, P., Kiefer, C., Sturm, C., Dittrich, K.R., Bernstein, A.: Generic Similarity Detection in Ontologies with the SOQA-SimPack Toolkit (Demo Paper). In: ACM SIGMOD International Conference on Management of Data (SIGMOD 2006) (2006)
FuzzyJToolkit Home Page, http://ai.iit.nrc.ca/IRpublic/fuzzy/fuzzyJToolkit2.html
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Pirrone, R., Russo, G., Sangiorgi, P., Ingraffia, N., Vicari, C. (2008). A Semantic Similarity Measure for the SIMS Framework. In: Lovrek, I., Howlett, R.J., Jain, L.C. (eds) Knowledge-Based Intelligent Information and Engineering Systems. KES 2008. Lecture Notes in Computer Science(), vol 5179. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-85567-5_36
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DOI: https://doi.org/10.1007/978-3-540-85567-5_36
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