{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,2]],"date-time":"2026-02-02T22:08:06Z","timestamp":1770070086964,"version":"3.49.0"},"reference-count":52,"publisher":"Oxford University Press (OUP)","issue":"2","license":[{"start":{"date-parts":[[2020,4,16]],"date-time":"2020-04-16T00:00:00Z","timestamp":1586995200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/academic.oup.com\/journals\/pages\/open_access\/funder_policies\/chorus\/standard_publication_model"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2022,2,14]]},"abstract":"<jats:title>Abstract<\/jats:title>\n               <jats:p>In this paper, we propose to overcome the challenge of digesting opinions in a news article. Our objective is to provide a summary of opinions delivered by many sources about a main topic in an Arabic news article. In literature, several studies addressed issues related to opinion summarization. However, we noticed a lack of studies that address this problem in Arabic language. So, we have proposed two different methods: multi-criteria and machine learning-based methods. We proceed by comparing the results provided by the proposed methods for opinionated sentence extraction. The proposed methods were evaluated using two feature types: text-based features and opinion-specific features. Experimental results show the robustness of machine learning method to extract opinionated sentences with consideration of two sets of features.<\/jats:p>","DOI":"10.1093\/comjnl\/bxaa007","type":"journal-article","created":{"date-parts":[[2020,1,17]],"date-time":"2020-01-17T12:09:30Z","timestamp":1579262970000},"page":"192-202","source":"Crossref","is-referenced-by-count":3,"title":["Appraisal of Two Arabic Opinion Summarization Methods: Statistical Versus Machine Learning"],"prefix":"10.1093","volume":"65","author":[{"given":"Imen","family":"Touati","sequence":"first","affiliation":[{"name":"ANLP Research Group, MIRACL Lab, University of Sfax, Tunis Road Km 10, Sfax 3021,Tunisia"}]},{"given":"Mariem","family":"Ellouze","sequence":"additional","affiliation":[{"name":"ANLP Research Group, MIRACL Lab, University of Sfax, Tunis Road Km 10, Sfax 3021,Tunisia"}]},{"given":"Marwa","family":"Graja","sequence":"additional","affiliation":[{"name":"ANLP Research Group, MIRACL Lab, University of Sfax, Tunis Road Km 10, Sfax 3021,Tunisia"},{"name":"College of Computer and Information Sciences, Jouf University, Sakaka, Jouf 72388, KSA (Arabie saoudite)"}]},{"given":"Lamia","family":"Hadrich Belguith","sequence":"additional","affiliation":[{"name":"ANLP Research Group, MIRACL Lab, University of Sfax, Tunis Road Km 10, Sfax 3021,Tunisia"}]}],"member":"286","published-online":{"date-parts":[[2020,4,16]]},"reference":[{"key":"2022021610435655200_ref1","doi-asserted-by":"crossref","DOI":"10.2200\/S00416ED1V01Y201204HLT016","volume-title":"Sentiment Analysis and Opinion Mining","author":"Liu","year":"2012"},{"key":"2022021610435655200_ref2","doi-asserted-by":"crossref","first-page":"1","DOI":"10.17705\/1thci.00086","article-title":"The impact of sentiment analysis output on decision outcomes: an empirical evaluation","volume":"9","author":"Lak","year":"2017","journal-title":"AIS Trans. 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ACL-04 Summarization Branches Out","author":"Lin","year":"2004"}],"container-title":["The Computer Journal"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/academic.oup.com\/comjnl\/article-pdf\/65\/2\/192\/42537717\/bxaa007.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"syndication"},{"URL":"https:\/\/academic.oup.com\/comjnl\/article-pdf\/65\/2\/192\/42537717\/bxaa007.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,2,16]],"date-time":"2022-02-16T10:45:54Z","timestamp":1645008354000},"score":1,"resource":{"primary":{"URL":"https:\/\/academic.oup.com\/comjnl\/article\/65\/2\/192\/5819213"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,4,16]]},"references-count":52,"journal-issue":{"issue":"2","published-online":{"date-parts":[[2020,4,16]]},"published-print":{"date-parts":[[2022,2,14]]}},"URL":"https:\/\/doi.org\/10.1093\/comjnl\/bxaa007","relation":{},"ISSN":["0010-4620","1460-2067"],"issn-type":[{"value":"0010-4620","type":"print"},{"value":"1460-2067","type":"electronic"}],"subject":[],"published-other":{"date-parts":[[2022,2]]},"published":{"date-parts":[[2020,4,16]]}}}