INFORMATION CHANGE THE WORLD

International Journal of Modern Education and Computer Science (IJMECS)

ISSN: 2075-0161 (Print), ISSN: 2075-017X (Online)

Published By: MECS Press

IJMECS Vol.7, No.7, Jul. 2015

Ontology-Based Semantic Annotation of Arabic Language Text

Full Text (PDF, 776KB), PP.53-59


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Author(s)

Maha Al-Yahya, Mona Al-Shaman, Nehal Al-Otaiby, Wafa Al-Sultan, Asma Al-Zahrani, Mesheal Al-Dalbahie

Index Terms

Ontology;semantic annotation;Arabic language;lexical semantic relation

Abstract

Semantic annotation is the process of adding semantic metadata to resources. Semantic metadata is data concerning the meaning of entities and the relationships that exist. Semantic annotation cannot be performed without an ontology suitable for the task. In this research paper, we describe the design, implementation, and evaluation of a lexical ontology for Arabic semantic relations. The main purpose of the ontology is to facilitate the task of semantic annotation of the Arabic textual content. The ontology was evaluated for usability and usefulness using a prototype system for the automated semantic annotation of Arabic text. The results of the evaluation indicated that the ontology was fit for the purpose of semantic annotation of Arabic text with lexical relations. The evaluation has also revealed important findings and recommendations for designing Arabic semantic annotation tools.

Cite This Paper

Maha Al-Yahya, Mona Al-Shaman, Nehal Al-Otaiby, Wafa Al-Sultan, Asma Al-Zahrani, Mesheal Al-Dalbahie,"Ontology-Based Semantic Annotation of Arabic Language Text", IJMECS, vol.7, no.7, pp.53-59, 2015.DOI: 10.5815/ijmecs.2015.07.07

Reference

[1]M. Nagarajan, "Semantic annotations in web services," in Semantic Web Services, Processes and Applications, Springer, 2006, pp. 35–61.

[2]"World Internet Users Statistics and 2014 World Population Stats." [Online]. Available: http://www.internetworldstats.com/stats.htm. [Accessed: 05-Jan-2015].

[3]S. Al-Bukhitan, T. Helmy, and M. Al-Mulhem, "Semantic Annotation Tool for Annotating Arabic Web Documents," Procedia Comput. Sci., vol. 32, pp. 429–436, 2014.

[4]V. Jain and M. Singh, "Ontology Based Information Retrieval in Semantic Web: A Survey," Int. J. Inf. Technol. Comput. Sci., vol. 5, no. 10, pp. 62–69, Sep. 2013.

[5]A. Dennai and S. M. Benslimane, "Semantic Indexing of Web Documents Based on Domain Ontology," Int. J. Inf. Technol. Comput. Sci., vol. 7, no. 2, pp. 1–11, Jan. 2015.

[6]S. Zaidi, M. Laskri, and K. Bechkoum, "A cross-language information retrieval based on an Arabic ontology in the legal domain," in Proceedings of the International Conference on Signal-Image Technology and Internet-Based Systems (SITIS'05), 2005, pp. 86–91.

[7]Hassina Aliane, Zaia Alimazighi, and Ahmed Cherif Mazari, "Al - Khalil : The Arabic Linguistic Ontology Project," in Proceedings of the International Conference on Language Resources and Evaluation, Valletta, Malta, 2010.

[8]S. Farrar and D. T. Langendoen, "A linguistic ontology for the semantic web," Glot Int., vol. 7, no. 3, pp. 97–100, 2003.

[9]Belkridem and El Sebai, "An Ontology Based Formalism for the Arabic Language Using Verbs and Derivatives," Commun. IBIMA, vol. 11, no. 5, pp. 44–52, 2009.

[10]F. Z. Belkredim and F. Meziane, "DEAR-ONTO: a derivational Arabic ontology based on verbs," Int. J. Comput. Process. Lang., vol. 21, no. 03, pp. 279–291, 2008.

[11]M. Jarrar, "Building A Formal Arabic Ontology," in Invited Paper). In proceedings of the Experts Meeting on Arabic Ontologies and Semantic Networks. Alecso, Arab League. Tunis: April, 2011, pp. 26–28.

[12]A. Gangemi, N. Guarino, C. Masolo, and A. Oltramari, "Sweetening WORDNET with DOLCE," AI Mag, vol. 24, no. 3, pp. 13–24, 2003.

[13]"SUMO Knowledge base Browser." [Online]. Available: http://sigma.ontologyportal.org:4010/sigma/Browse.jsp?kb=SUMO&lang=en. [Accessed: 26-Jan-2011].

[14]N. I. Al-Rajebah, H. S. Al-Khalifa, and A. M. S. Al-Salman, "Exploiting Arabic Wikipedia for automatic ontology generation: A proposed approach," in 2011 International Conference on Semantic Technology and Information Retrieval (STAIR), 2011, pp. 70–76.

[15]K. Dukes, E. Atwell, and N. Habash, "Supervised collaboration for syntactic annotation of Quranic Arabic," Lang. Resour. Eval., vol. 47, no. 1, pp. 33–62, Nov. 2011.

[16]H. Ishkewy, H. Harb, and H. Farhat, "Azhary: An Arabic Lexical Ontology," Int. J. Web Semantic Technol., vol. 5, no. 4, pp. 71–82, Oct. 2014.

[17]Ahmed Cherif Mazari, Hassina Aliane, and Zaia Alimazighi, "Automatic construction of ontology from Arabic texts," presented at the International Conference Web and Information Technology 2012, Algeria, 2012.

[18]M. Alrahabi, A. H. Ibrahim, and J. -P. Desclés, "Semantic Annotation of Reported Information in Arabic," in Proceedings of the Nineteenth International Florida Artificial Intelligence Research Society Conference, Melbourne Beach, Florida, USA, May 11-13, 2006, 2006, pp. 263–268.

[19]M. Beseiso, A. R. Ahmad, and R. Ismail, "An Arabic language framework for semantic web," in Semantic Technology and Information Retrieval (STAIR), 2011 International Conference on, 2011, pp. 7–11.

[20]A. M. Al-Zoghby, A. S. E. Ahmed, and T. T. Hamza, "Arabic Semantic Web Applications – A Survey," J. Emerg. Technol. Web Intell., vol. 5, no. 1, Feb. 2013.

[21]M. Uschold and M. King, Towards a methodology for building ontologies. Citeseer, 1995.

[22]A. Gomez-Perez, O. Corcho, and M. Fernandez-Lopez, Ontological Engineering: with examples from the areas of Knowledge Management, e-Commerce and the Semantic Web. First Edition. London ; New York: Springer, 2004.

[23]M. Al-Yahya, H. Al_Khalifa, A. Bahanshal, I. Al-Odah, and N. Al-Helwah, "An Ontological Model for Representing Semantic Lexicons: An Application on Time Nouns in the Holy Quran," Arab. J. Sci. Eng. AJSE, vol. 35, no. 2C, pp. 21–35, 2010.

[24]H. S. Al-Khalifa, M. M. Al-Yahya, A. Bahanshal, and I. Al-Odah, "SemQ: A proposed framework for representing semantic opposition in the Holy Quran using Semantic Web technologies," in 2009 International Conference on the Current Trends in Information Technology (CTIT), Dubai, United Arab Emirates, 2009, pp. 1–4.

[25]J. Pak and L. Zhou, "A framework for ontology evaluation," in Exploring the Grand Challenges for Next Generation E-Business, Springer, 2011, pp. 10–18.