C. Zhang, D. Zeng, J. Li, F. Y. Wang, and W. Zuo, Sentiment analysis of chinese documents: From sentence to document level, J Am Soc Inf Sci Technol, vol.60, issue.12, pp.2474-2487, 2009.

A. Mountassir, H. Benbrahim, and I. Berraba, Sentiment classification on arabic corpora. A preliminary cross-study, Doc numérique, vol.16, issue.1, pp.73-96, 2013.

B. Liu, Sentiment Analysis and Opinion Mining, Synth Lect Hum Lang Technol, vol.5, issue.1, pp.1-167, 2012.

B. Liu, Sentiment Analysis and Subjectivity, Handbook of Natural Language Processing, 2010.

P. Jackson and I. Moulinier, Natural Language Processing for Online Aplications: Text Retrieval, Extraction and Categorization, vol.5, 2002.

S. Atia and K. Shaalan, Increasing the accuracy of opinion mining in Arabic, Proc -1st Int Conf Arab Comput Linguist Adv Arab Comput Linguist ACLing, pp.106-113, 2015.

M. Rushdi-saleh, M. T. Martín-valdivia, L. A. Ureña-lópez, and J. M. Perea-ortega, OCA: Opinion corpus for Arabic, J Am Soc Inf Sci Technol, vol.62, issue.10, pp.2045-2054, 2011.

W. Cherif, A. Madani, and M. Kissi, Towards an Efficient Opinion Measurement in Arabic Comments, Procedia Comput Sci, vol.73, pp.122-129, 2015.

A. Ziani, Y. T. Guaissa, and A. Nabiha, Détection de polarité d'opinion dans les forums en langues arabe par fusion de plusieurs SVMs, vol.7, pp.17-21, 2013.

S. A. Salloum, M. Al-emran, A. A. Monem, and K. Shaalan, A Survey of Text Mining in Social Media : Facebook and Twitter Perspectives, Adv Sci Technol Eng Syst J, vol.2, issue.1, pp.127-133, 2017.

A. El-halees, Arabic Opinion Mining Using Combined Classification Approach, Proceeding Int Arab Conf Inf Technol Azrqa, 2011.

N. Habash, A. Soudi, and T. Buckwalter, On Arabic Transliteration, Arabic Computational Morphology, vol.49, pp.15-22, 2007.

S. S. Alotaibi, Sentiment Analysis in the Arabic Language Using Machine Learning, 2015.

A. Farghaly and K. Shaalan, Arabic natural language processing : Challenges and solutions, ACM Trans Asian Lang Inf Process, vol.8, issue.4, pp.1-22, 2009.

K. Meftouh, N. Bouchemal, and K. Smaïli, Study of a Non-Resourced Language : an Algerian Dialect, Proc. 3td International Workshop on Spoken Languages Technologies for Under-resourced Languages (SLTU'12), pp.7-9, 2012.

M. Rushdi-saleh and M. Martín-valdivia, Bilingual experiments with an arabic-english corpus for opinion mining, Proc Int Conf Recent Adv Nat Lang Process, pp.740-745, 2011.

S. S. Alotaibi and C. W. Anderson, Extending the Knowledge of the Arabic Sentiment Classification Using a Foreign External Lexical Source, Int J Nat Lang Comput, vol.5, issue.3, pp.1-11, 2016.

B. Brahimi, M. Touahria, and A. Tari, Data and Text Mining Techniques for Classifying Arabic Tweet Polarity, J Digit Inf Manag, vol.14, issue.1, pp.15-25, 2016.

P. Matthew and B. Jessica, Introduction to Manual Annotation, Fairview Res, 2010.

R. M. Duwairi, Sentiment analysis for dialectical Arabic, 6th International Conference on Information and Communication Systems (ICICS), pp.166-170, 2015.

A. V. Sindhu and . Bhargavi,

N. ;. Sruthi and K. Pavan, Opinion Mining on Indian Newspaper Quotations, Proc -2009 IEEE/WIC/ACM Int Conf Web Intell Intell Agent Technol -Work WI-IAT Work, vol.3, pp.523-526, 2009.

M. El-defrawy, Enhancing Root Extractors Using Light Stemmers, p.29

, Pacific Asia Conference on Language, Information and Computation, pp.157-166, 2015.

B. Agarwal and N. , Prominent Feature Extraction for Sentiment Analysis, 2016.

L. Huan and Y. Lei, Toward integrating feature selection algorithms for classification and clustering, IEEE Trans Knowl Data Eng, vol.17, issue.4, pp.491-502, 2005.

C. Cortes and V. Vapnik, Support-Vector Networks, Mach Learn, vol.20, issue.3, pp.273-297, 1995.

A. Mccallum and K. Nigam, A Comparison of Event Models for Naive Bayes Text Classification, AAAI/ICML-98 Work Learn Text Categ, pp.41-48, 1998.