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Using Domain Ontologies for Classification and Semantic Interpretation of Documents

Iltache, Samia and Comparot, Catherine and Si-Mohammed, Malik and Charrel, Pierre-Jean Using Domain Ontologies for Classification and Semantic Interpretation of Documents. (2016) In: International Workshop on Knowledge Extraction and Semantic Annotation (KESA 2016) in ALLDATA 2016 : 2nd International Conference on Big Data, Small Data, Linked Data and Open Data, 21 February 2016 - 25 February 2016 (Lisbon, Portugal).

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Official URL: http://www.thinkmind.org/index.php?view=article&articleid=alldata_2016_5_10_97029

Abstract

The work presented in this paper addresses the problem of interpretation and semantic classification of documents. One of the issues faced by natural languages is related to the presence, in glossaries, of words with similar morphologies and different meanings. Our approach is based on the use of domain ontologies for nouns disambiguation. We begin our process with a global disambiguation, by linking the considered document to a semantic domain (represented by an ontology) which we select among several candidate ones. We define a candidate domain as any domain in which at least one significant word of the text can be considered and makes sense. We then perform a local disambiguation by using the selected ontology and finally build a semantic representation of the content of the document as a conceptual graph.

Item Type:Conference or Workshop Item (Paper)
Additional Information:Thanks to International Academy, Research, and Industry Association (IARIA). This papers appears in Proceedings of ALLDATA 2016. ISBN: 978-1-61208-457-2 ISSN: 2519-8386 The definitive version is available at: http://www.thinkmind.org/index.php?view=instance&instance=ALLDATA+2016 The original PDF of the article can be found at: http://www.thinkmind.org/index.php?view=article&articleid=alldata_2016_5_10_97029
HAL Id:hal-01535945
Audience (conference):International conference proceedings
Uncontrolled Keywords:
Institution:French research institutions > Centre National de la Recherche Scientifique - CNRS (FRANCE)
Université de Toulouse > Institut National Polytechnique de Toulouse - INPT (FRANCE)
Université de Toulouse > Université Toulouse III - Paul Sabatier - UPS (FRANCE)
Université de Toulouse > Université Toulouse - Jean Jaurès - UT2J (FRANCE)
Université de Toulouse > Université Toulouse 1 Capitole - UT1 (FRANCE)
Other partners > Université Mouloud Mammeri Tizi Ouzou - UMMTO (ALGERIA)
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Deposited By: IRIT IRIT
Deposited On:31 May 2017 11:44

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