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Text Concepts Extraction based on Arabic WordNet and Formal Concept Analysis
| International Journal of Computer Applications |
| Foundation of Computer Science (FCS), NY, USA |
| Volume 111 - Number 16 |
| Year of Publication: 2015 |
| Authors: Nadia Bouhriz, Faouzia Benabbou, Habib Benlahmer |
10.5120/19625-1538
|
Nadia Bouhriz, Faouzia Benabbou, Habib Benlahmer . Text Concepts Extraction based on Arabic WordNet and Formal Concept Analysis. International Journal of Computer Applications. 111, 16 ( February 2015), 30-34. DOI=10.5120/19625-1538
Abstract
In the context of Information Retrieval System (IRS), semantic coherence between text and the terms chosen to represent them, provides precision in the answers returned to the user. So, for the improvement of the capacity of these systems, it is necessary to design and develop methods based on a semantic text processing, for choosing the appropriate terms, which can represent semantically the contents of this text. We will be interested by this area of research in this paper, more particularly, we propose a method, allowing the extraction of concepts which represent the semantic content of an Arabic text. These concepts are extracted, from Arabic WordNet (AWN), which we apply for their, afterward, Formal concept Analysis, to produce a set of concepts, more reduced and more relevant.
References
- Ricardo A. Baeza-Yates, Berthier A. Ribeiro-Neto: Modern Information Retrieval ACM Press / Addison-Wesley 1999.
- B. Ganter and R, Wille, Formal Concept Analysis. Springer- Verlag, 1999.
- Horacio Rodríguez, Sabri Elkateb, William Black, Piek Vossen, Adam Pease, Christiane Fellbaum: Building a WordNet for Arabic, http://www. adampease. org/Articulate/publications/LREC. pdf , 2006.
- Musa Alkhalifa : Arabic WordNet and Arabic NLP. JETALA 5-7 June, Rabat 2006.
- Christiane Fellbaum, William Black, Sabri Elkateb, Antonia Marti, Adam Pease, Horacio Rodriguez, Piek Vossen : Constructing Arabic WordNet in Parallel with an Ontology.
- http://www. globalwordnet. org/AWN/meetings/meet20050901/Fellbaum. ppt 2005.
- Sabri Elkateb, William Black, Piek Vossen, David Farwell, Adam Pease, Christiane Fellbaum. : Arabic WordNet and the Challenges of Arabic. http://www. mt-archive. info/BCS-2006-Elkateb. pdf (2006).
- William J. Black, Sabri ElKateb: A Prototype English-Arabic Dictionary Based on WordNet. http://www. fi. muni. cz/gwc2004/proc/95. pdf , 2004
- William Black, Sabri Elkateb, Horacio Rodriguez, Musa Alkhalifa, Piek Vossen, Adam Pease, Christiane Fellbaum: Introducing the Arabic WordNet Project http://www. globalwordnet. org/AWN/meetings/GWApaper. pdf , 2006.
- Pedersen T. , Patwardhan S. and Michelizzi J. : WordNet::Similarity - Measuring the Relatedness of Concepts. Proc. of HLT-NAACL, pages. 38-41, 2004
- Resnick P. : Using information content to evaluate semantic similarity in a taxonomy. Proc. of the 14th International Joint Conference on Artificial Intelligence, pp. 448–453, 1995
- Mohammad Wedyan , Basim Alhadidi and Adnan Alrabea; The effect of using a thesaurus in Arabic information retrieval system IJCSI International Journal of Computer Science Issues, Vol. 9, Issue 6, No 1, November 2012
- Mohammed Alaeddine Abderrahim, Mohammed El Amine Abderrahim, Mohammed Amine Chikh ;using Arabic WordNet for semantic indexing in information retrieval ;JCSI International Journal of Computer Science Issues, Vol. 10, Issue 1, No 2, January 2013
- Rokia Bendaoud, Mohamed Rouane Hacene, Yannick Toussaint, Bertrand Delecroix et Amédéo Napoli : Construction d'une ontologie à partir d'un corpus de textes avec l'ACF. Dans Frankie Trichet, éditeur : Actes des 18èmes Journées francophones d'Ingénierie des Connaissances (IC2007). Cépaduès, 2007.
- Philipp Cimiano, Andreas Hotho et Steffen Staab : Learning concept hierarchies from text corpora using formal concept analysis. Journal of Artificial Intelligence Research (JAIR), pages 305-399, 2005
- Donald Hindle : Noun classification from predicate-argument structures. Dans Proceedings of the Association for Computational Linguistics, pages 268–275, 1990.
- F. Ferjani, S. Elloumi, A. Jaoua, S. Ben Yhaya, S. A. Ravan, J. Jaam, N. Semmar : feature extraction based on isolated labels application for automatic news categorizatio. Proceeding of the CITALA'12, pages 91-99, 2012.
- Y. El younoussi A. Sdigui Doukkali, E. Ben Lahmar, "La racinisation de la langue arabe par les automates à états finis (AEF)" in " International Colloquium on Arabic Language Processing" CITALA2007 18-19-Juin 2007.
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