{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,23]],"date-time":"2026-06-23T13:03:17Z","timestamp":1782219797951,"version":"3.54.5"},"publisher-location":"Cham","reference-count":26,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783319754864","type":"print"},{"value":"9783319754871","type":"electronic"}],"license":[{"start":{"date-parts":[[2018,1,1]],"date-time":"2018-01-01T00:00:00Z","timestamp":1514764800000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2018]]},"DOI":"10.1007\/978-3-319-75487-1_24","type":"book-chapter","created":{"date-parts":[[2018,3,20]],"date-time":"2018-03-20T08:53:10Z","timestamp":1521535990000},"page":"307-319","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":16,"title":["Combining Lexical Features and a Supervised Learning Approach for Arabic Sentiment Analysis"],"prefix":"10.1007","author":[{"given":"Samhaa R.","family":"El-Beltagy","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Talaat","family":"Khalil","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Amal","family":"Halaby","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Muhammad","family":"Hammad","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2018,3,21]]},"reference":[{"key":"24_CR1","doi-asserted-by":"crossref","unstructured":"Abdulla, N.A., Ahmed, N.A., Shehab, M.A., Al-Ayyoub, M.: Arabic sentiment analysis: lexicon-based and corpus-based. In: 2013 IEEE Jordan Conference on Applied Electrical Engineering and Computing Technologies (AEECT), pp. 1\u20136. IEEE, Amman (2013)","DOI":"10.1109\/AEECT.2013.6716448"},{"key":"24_CR2","doi-asserted-by":"crossref","unstructured":"Mierswa, I., Wurst, M., Klinkenberg, R., Scholz, M., Euler, T.: YALE: rapid prototyping for complex data mining tasks. In: Proceedings of ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp. 935\u2013940 (2006)","DOI":"10.1145\/1150402.1150531"},{"key":"24_CR3","unstructured":"Shoukry, A., Rafea, A.: Preprocessing Egyptian dialect tweets for sentiment mining. In: Proceedings of 4th Workshop on Computational Approaches to Arabic Script-Based Languages, San Diego, California, USA, pp. 47\u201356 (2012)"},{"key":"24_CR4","unstructured":"Witten, I.H., Frank, E., Trigg, L., Hall, M., Holmes, G., Cunningham, S.J.: Weka: practical machine learning tools and techniques with Java implementations. In: Seminar, vol. 99, pp. 192\u2013196 (1999)"},{"key":"24_CR5","first-page":"2","volume":"7","author":"SR El-Beltagy","year":"2011","unstructured":"El-Beltagy, S.R., Rafea, A.: An accuracy enhanced light stemmer for Arabic text. ACM Trans. Speech Lang. Process. 7, 2\u201323 (2011)","journal-title":"ACM Trans. Speech Lang. Process."},{"key":"24_CR6","unstructured":"Salamah, J.B., Elkhlifi, A.: Microblogging opinion mining approach for Kuwaiti dialect. In: International Conference on Computing Technology and Information Management (ICCTIM 2014), pp. 388\u2013396 (2014)"},{"key":"24_CR7","doi-asserted-by":"crossref","unstructured":"Duwairi, R., Marji, R., Sha\u2019ban, N., Rushaidat, S.: Sentiment analysis in Arabic tweets. In: 2014 5th International Conference Information and Communication Systems (ICICS), pp. 1\u20136. IEEE, Irbid (2014)","DOI":"10.1109\/IACS.2014.6841964"},{"key":"24_CR8","doi-asserted-by":"crossref","unstructured":"Salameh, M., Mohammad, S., Kiritchenko, S.: Sentiment after translation: a case-study on Arabic social media posts. In: Proceedings of 2015 Conference of the North American Chapter of Association for Computational Linguistics: Human Language Technologies, pp. 767\u2013777. Association for Computational Linguistics, Denver (2015)","DOI":"10.3115\/v1\/N15-1078"},{"key":"24_CR9","unstructured":"Mohammad, S.M., Kiritchenko, S., Zhu, X.: NRC-Canada: building the state-of-the-art in sentiment analysis of tweets. In: Proceedings of 7th International Workshop on Semantic Evaluation Exercises (SemEval-2013), Atlanta, Georgia, USA (2013)"},{"key":"24_CR10","doi-asserted-by":"crossref","first-page":"723","DOI":"10.1613\/jair.4272","volume":"50","author":"S Kiritchenko","year":"2014","unstructured":"Kiritchenko, S., Zhu, X., Mohammad, S.: Sentiment analysis of short informal texts. J. Artif. Intell. Res. 50, 723\u2013762 (2014)","journal-title":"J. Artif. Intell. Res."},{"key":"24_CR11","unstructured":"Mourad, A., Darwish, K.: Subjectivity and sentiment analysis of modern standard Arabic and Arabic microblogs. In: Proceedings of 4th Workshop on Computational Approaches to Subjectivity, Sentiment and Social Media Analysis, pp. 55\u201364 (2013)"},{"key":"24_CR12","doi-asserted-by":"crossref","unstructured":"Refaee, E., Rieser, V.: Subjectivity and sentiment analysis of Arabic Twitter feeds with limited resources. In: Proceedings of Workshop on Free\/Open-Source Arabic corpora and corpora processing tools, Reykjavik, Iceland, pp. 16\u201321 (2014)","DOI":"10.3115\/v1\/W14-3624"},{"key":"24_CR13","doi-asserted-by":"crossref","unstructured":"Shoukry, A., Rafea, A.: A hybrid approach for sentiment classification of egyptian dialect tweets. In: 1st International Conference on Arabic Computational Linguistics (ACLing), Cairo, Egypt, pp. 78\u201385 (2015)","DOI":"10.1109\/ACLing.2015.18"},{"key":"24_CR14","doi-asserted-by":"crossref","unstructured":"Khalil, T., Halaby, A., Hammad, M.H., El-Beltagy, S.R.: Which configuration works best? An experimental study on supervised Arabic twitter sentiment analysis. In: Proceedings of 1st Conference on Arabic Computational Liguistics (ACLing 2015), Co-located with CICLing 2015, Cairo, Egypt, pp. 86\u201393 (2015)","DOI":"10.1109\/ACLing.2015.19"},{"key":"24_CR15","unstructured":"Rennie, J.D.M., Shih, L., Teevan, J., Karger, D.R.: Tackling the poor assumptions of Naive Bayes text classifiers. In: Proceedings of 20th International Conference on Machine Learning (ICML 2003), USA, vol. 20, pp. 616\u2013623 (2003)"},{"key":"24_CR16","doi-asserted-by":"publisher","first-page":"1305","DOI":"10.1007\/978-0-387-09823-4_66","volume-title":"Data Mining and Knowledge Discovery Handbook","author":"E Frank","year":"2005","unstructured":"Frank, E., Hall, M., Holmes, G., Kirkby, R., Pfahringer, B., Witten, I.H., Trigg, L.: WEKA: a machine learning workbench for data mining. In: Maimon, O., Rokach, L. (eds.) Data Mining and Knowledge Discovery Handbook, pp. 1305\u20131314. Springer, Boston (2005). https:\/\/doi.org\/10.1007\/978-0-387-09823-4_66"},{"key":"24_CR17","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"23","DOI":"10.1007\/978-3-319-18117-2_2","volume-title":"Computational Linguistics and Intelligent Text Processing","author":"H ElSahar","year":"2015","unstructured":"ElSahar, H., El-Beltagy, S.R.: Building large Arabic multi-domain resources for sentiment analysis. In: Gelbukh, A. (ed.) CICLing 2015. LNCS, vol. 9042, pp. 23\u201334. Springer, Cham (2015). https:\/\/doi.org\/10.1007\/978-3-319-18117-2_2"},{"key":"24_CR18","unstructured":"El-Beltagy, S.R.: NileULex: a phrase and word level sentiment lexicon for Egyptian and modern standard Arabic. In: Proceedings of LREC 2016, Portoro\u017e, Slovenia (2016, to appear)"},{"key":"24_CR19","doi-asserted-by":"crossref","unstructured":"El-Beltagy, S.R., Ali, A.: Open issues in the sentiment analysis of Arabic social media: a case study. In: Proceedings of 9th International Conference on Innovations and Information Technology (IIT 2013), Al Ain, UAE (2013)","DOI":"10.1109\/Innovations.2013.6544421"},{"key":"24_CR20","unstructured":"Zayed, O., El-Beltagy, S.R.: Named entity recognition of persons\u2019 names in Arabic tweets. In: Proceedings of Recent Advances in Natural Language Processing (RANLP 2015), Hissar, Bulgaria (2015)"},{"key":"24_CR21","unstructured":"El-Beltagy, S.R., Rafea, A.: LemaLight: a dictionary based Arabic lemmatizer and stemmer (2016)"},{"key":"24_CR22","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"89","DOI":"10.1007\/978-3-642-37247-6_8","volume-title":"Computational Linguistics and Intelligent Text Processing","author":"SR El-Beltagy","year":"2013","unstructured":"El-Beltagy, S.R., Rafea, A.: A corpus based approach for the automatic creation of Arabic broken plural dictionaries. In: Gelbukh, A. (ed.) CICLing 2013. LNCS, vol. 7816, pp. 89\u201397. Springer, Heidelberg (2013). https:\/\/doi.org\/10.1007\/978-3-642-37247-6_8"},{"key":"24_CR23","unstructured":"Refaee, E., Rieser, V.: An Arabic Twitter Corpus for subjectivity and sentiment analysis. In: Proceedings of 9th Edition of Language Resources and Evaluation Conference (LREC 2014), Iceland (2014)"},{"key":"24_CR24","unstructured":"McCallum, A., Nigam, K.: A comparison of event models for Naive Bayes text classification. In: AAAI\/ICML-1998 Workshop on Learning for Text Categorization, pp. 41\u201348 (1998)"},{"key":"24_CR25","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1145\/1961189.1961199","volume":"2","author":"C Chang","year":"2011","unstructured":"Chang, C., Lin, C.: LIBSVM: a library for support vector machines. ACM Trans. Intell. Syst. Technol. 2, 1\u201339 (2011)","journal-title":"ACM Trans. Intell. Syst. Technol."},{"key":"24_CR26","doi-asserted-by":"crossref","unstructured":"El-Bletagy, S.R.: NileTMRG: deriving prior polarities for Arabic sentiment terms. In: Proceedings of SemEval 2016, San Diego, California (2014, submitted)","DOI":"10.18653\/v1\/S16-1079"}],"container-title":["Lecture Notes in Computer Science","Computational Linguistics and Intelligent Text Processing"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-75487-1_24","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,10,13]],"date-time":"2019-10-13T04:47:05Z","timestamp":1570942025000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-319-75487-1_24"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018]]},"ISBN":["9783319754864","9783319754871"],"references-count":26,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-75487-1_24","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2018]]}}}