Web driven ontological concepts evaluation
IMSA'07 IASTED European Conference on Proceedings of the IASTED European Conference: internet and multimedia systems and applications
Web driven ontological concepts evaluation
EurolMSA '07 Proceedings of the Third IASTED European Conference on Internet and Multimedia Systems and Applications
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Ontologies provide a common layer that plays a major role in information exchange and support sharing. Ontologies proliferation relies strongly on the automation of their building, integration and deployment processes. In this paper, we present an integrated framework involving complementary dimensions to drive the (semi) automatic acquisition conceptual knowledge process from HTML Web pages. Our approach takes advantage from structural HTML document features and the word location to identify the appropriate term context. Our context definition improves word weighting, the selection of the semantically closer cooccurrents and the relevant extracted ontological concepts. We use an unsupervised clustering method for term groups' generation. Notice that the chosen clustering method relies on a user incremental quality evaluation process. In this paper and after a theoretical presentation of our structural contextual definition, we summarize the most significant results obtained by applying our method on a corpus dedicated to the tourism domain. The first results show how the definition of an appropriate context improves the relevance of the extracted concepts.