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International Conference on Computational Inteligence for Modelling Control and Automation and International Conference on Intelligent Agents Web Technologies and International Commerce (CIMCA'06)
A New Extraction Concept Based on Contextual Clustering
Sydney Australia
November 28-December 01
ISBN: 0-7695-2731-0
Lobna Karoui, Ecole Superieure d'Electricite, France
Marie-Aude Aufaure, Ecole Superieure d'Electricite, France
Nacera Bennacer, Ecole Superieure d'Electricite, France
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.
Citation:
Lobna Karoui, Marie-Aude Aufaure, Nacera Bennacer, "A New Extraction Concept Based on Contextual Clustering," cimca, pp.91, International Conference on Computational Inteligence for Modelling Control and Automation and International Conference on Intelligent Agents Web Technologies and International Commerce (CIMCA'06), 2006
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