{"title":"Critical discourse analysis guided topic modeling: the case of Al-Jazeera Arabic","authors":"Toni Rouhana","doi":"10.1080/1369118X.2023.2166364","DOIUrl":null,"url":null,"abstract":"ABSTRACT This paper analyzes all the articles and corresponding comments of Al-Jazeera Arabic's coverage of the Syrian war from 2011 to 2017. I propose a multilayered Critical Discourse Analysis Guided Topic Modeling method that includes context of social structures and processes in the analysis of topics. This article shows that the employment of topic modeling without Critical Discourse Analysis does not unravel the power relations embedded within the platform. Two different applications of this method are used to demonstrate how a guided topic modeling method can lead to more nuanced results that can unravel important social dynamics which would have remained unperceived if applying traditional computational methods.","PeriodicalId":48335,"journal":{"name":"Information Communication & Society","volume":"26 1","pages":"904 - 922"},"PeriodicalIF":4.2000,"publicationDate":"2023-02-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Information Communication & Society","FirstCategoryId":"98","ListUrlMain":"https://doi.org/10.1080/1369118X.2023.2166364","RegionNum":1,"RegionCategory":"文学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"COMMUNICATION","Score":null,"Total":0}
引用次数: 0
Abstract
ABSTRACT This paper analyzes all the articles and corresponding comments of Al-Jazeera Arabic's coverage of the Syrian war from 2011 to 2017. I propose a multilayered Critical Discourse Analysis Guided Topic Modeling method that includes context of social structures and processes in the analysis of topics. This article shows that the employment of topic modeling without Critical Discourse Analysis does not unravel the power relations embedded within the platform. Two different applications of this method are used to demonstrate how a guided topic modeling method can lead to more nuanced results that can unravel important social dynamics which would have remained unperceived if applying traditional computational methods.
期刊介绍：
Drawing together the most current work upon the social, economic, and cultural impact of the emerging properties of the new information and communications technologies, this journal positions itself at the centre of contemporary debates about the information age. Information, Communication & Society (iCS) transcends cultural and geographical boundaries as it explores a diverse range of issues relating to the development and application of information and communications technologies (ICTs), asking such questions as: -What are the new and evolving forms of social software? What direction will these forms take? -ICTs facilitating globalization and how might this affect conceptions of local identity, ethnic differences, and regional sub-cultures? -Are ICTs leading to an age of electronic surveillance and social control? What are the implications for policing criminal activity, citizen privacy and public expression? -How are ICTs affecting daily life and social structures such as the family, work and organization, commerce and business, education, health care, and leisure activities? -To what extent do the virtual worlds constructed using ICTs impact on the construction of objects, spaces, and entities in the material world? iCS analyses such questions from a global, interdisciplinary perspective in contributions of the very highest quality from scholars and practitioners in the social sciences, gender and cultural studies, communication and media studies, as well as in the information and computer sciences.
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