Abstract
In this paper we present a new mapping system for merging OWL ontologies. This work is situated in the general context of stored information heterogeneity in a decisional system such as data, metadata and knowledge, for cohabitation and reconciliation of these information by mediation. Our Mapping approach focuses on computing semantic similarity between concepts of ontologies to merge, it is based on a weighted combination of computing similarity methods, we use syntactic, lexical, structural, and semantic technics. The proposed mapping process makes use of several types of information in a manner that increases the mapping accuracy.
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References
Auer, S., Bizer, C., Kobilarov, G., Lehmann, J., Cyganiak, R., Ives, Z.G.: DBpedia: A nucleus for a web of open data. In: Aberer, K., et al. (eds.) ISWC/ASWC 2007. LNCS, vol. 4825, pp. 722–735. Springer, Heidelberg (2007)
Castano, S., Ferrara, A., Montanelli, S.: Matching ontologies in open networked systems: Techniques and applications. In: Spaccapietra, S., Atzeni, P., Chu, W.W., Catarci, T., Sycara, K. (eds.) Journal on Data Semantics V. LNCS, vol. 3870, pp. 25–63. Springer, Heidelberg (2006)
Elbyed, A.: ROMIE, une approche d’alignement d’ontologies à base d’instances. Doctoral thesis. National Institute of telecommunications (2009), http://tel.archives-ouvertes.fr/docs/00/54/18/74/PDF/TheseELBYED.pdf
Euzenat, J., Valtchev, P.: Similarity-based ontology alignment in OWL-lite. In: Proc. 15th European Conference on Artificial Intelligence (ECAI), Valencia, ES, pp. 333–337 (2004)
Jerome, E., Shvaiko, P.: Ontology Matching. Springer, Heidelberg (2007)
Fergnani, A.: Ontology dynamics for Semantic Web: the MOMIS approach (2002), http://www.dbgroup.unimo.it/tesi/fergnani.pdf
Gangemi, A., Steve, G., Giacomelli, F.: ONIONS: An Ontological Methodology for Taxonomic Knowledge Integration. In: ECAI 1996 Workshop on Ontological Engineering, Budapest (1996)
Giunchiglia, F., Shvaiko, P.: Semantic matching. The Knowledge Engineering Review 18(3), 265–280 (2003)
Gotoh, O.: An improved algorithm for matching biological sequences. Journal of Molecular Biology 162(3), 705–708 (1982)
Jaro, M.A.: Advances in record linking methodology as applied to the 1985 census of Tampa Florida. Journal of the American Statistical Society 84(406), 414–420 (1989)
Jiang, J., Conrath, D.: Semantic similarity based on corpus statistics and lexical taxonomy. In: Proceedings on International Conference on Research in Computational Linguistics, Taiwan (1997)
Ahmed, K.A.: A Multi-Matching Technique for Combining Similarity Measures in Ontology Integration, A Thesis, Concordia, University,Montréal, Québec, Canada (2010)
Levenshtein, V.: Binary Codes Capable of Correcting Deletions, Insertions and Reversals. Soviet Physics Doklady 10, 707 (1966)
Li, Y., Zhong, Q., Li, J., Tang, J.: Results of ontology alignment with RiMOM. In: Proc. International workshop on Ontology Matching (OM), Busan, Korea, November 11, pp. 227–235 (2007)
McGuinness, D.L., Fikes, R., Rice, J., Wilder, S.: An environment for merging and testing large ontologies. In: Proceeding of KR, pp. 483–493 (2000)
Monge, A., Elkan, C.: The field-matching problem: algorithm and applications. In: Proceedings of the 2nd International Conference on Knowledge Discovery and Data Mining, pp. 267–270 (1996)
Noy, N.F., Musen, M.A.: The prompt suite: interactive tools for ontology merging and mapping. Int. J. Hum.-Comput. Stud. 59(6), 983–1024 (2003)
Ontology Alignment Evaluation Initative, Benchmarks results (2010), http://oaei.ontologymatching.org/2010/results/benchmarks/index.html
Ontology Alignment Evaluation Initiative Test5 library (2011), http://oaei.ontologymatching.org/2011/benchmarks
Rada, R., Mili, H., Bicknel, E., Blettner, M.: Development and application of a metric on semantic nets. IEEE Transaction on Systems, Man, and Cybernetics 19(1), 17–30 (1989)
Resnik, P.: Semantic similarity in a taxonomy: An information based measure and its application to problems of ambiguity in natural language. Journal of 2. Artificial Intelligence Research 11, 95–130 (1999)
Smith, T., Waterman, M.: Identification of common molecular subsequences. Journal of Molecular Biology 147, 195–197 (1981)
Stumme, G., Maedche, A.: FCA-merge: bottom-up merging of ontologies. In: 17th IJCAI, Seattle (WA US), pp. 225–230 (2001)
Suchanek, F., Kasneci, G., Weikum, G.Y.: A Large Ontology from Wikipedia and WordNet. Elsevier Journal of Web Semantics 6(3), 203–217 (2008)
Umer, Q., Mundy, D.: Semantically Intelligent Semi-Automated Ontology Integration. In: Proceedings of the World Congress on Engineering, WCE 2012, London, U.K., July 4 - 6, vol. II (2012)
Winkler, W.E.: The State of Record Linkage and Current Research Problems. Rapport interne, Statistical Research Division, U.S. Census Bureau (1999)
Wu, Z., Palmer, M.: Verb Semantics and Lexical Selection. In: Proceedings of the 32nd Annual Meetings of the Associations for Computational Linguistics, pp. 133–138 (1994)
Zahaf, A., Malki, M., Fellah, A.: Alignement des ontologies: utilisation de WordNet et une nouvelle mesure structurelle. In: Proceeding CORIA, pp. 401–408 (2008)
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Fareh, M., Boussaid, O., Chalal, R. (2013). Mapping System for Merging Ontologies. In: Amine, A., Otmane, A., Bellatreche, L. (eds) Modeling Approaches and Algorithms for Advanced Computer Applications. Studies in Computational Intelligence, vol 488. Springer, Cham. https://doi.org/10.1007/978-3-319-00560-7_25
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DOI: https://doi.org/10.1007/978-3-319-00560-7_25
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