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Modeling Islamist Extremist Communications on Social Media using Contextual Dimensions: Religion, Ideology, and Hate
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Terror attacks have been linked in part to online extremist content. Although tens of thousands of Islamist extremism supporters consume such content, they are a small fraction relative to peaceful Muslims. The efforts to contain the ever-evolving extremism on social media platforms have remained inadequate and mostly ineffective. Divergent extremist and mainstream contexts challenge machine interpretation, with a particular threat to the precision of classification algorithms. Our context-aware computational approach to the analysis of extremist content on Twitter breaks down this persuasion process into building blocks that acknowledge inherent ambiguity and sparsity that likely challenge both manual and automated classification. We model this process using a combination of three contextual dimensions — religion, ideology, and hate — each elucidating a degree of radicalization and highlighting independent features to render them computationally accessible. We utilize domain-specific knowledge resources for each of these contextual dimensions such as Qur’an for religion, the books of extremist ideologues and preachers for political ideology and a social media hate speech corpus for hate. Our study makes three contributions to reliable analysis: (i) Development of a computational approach rooted in the contextual dimensions of religion, ideology, and hate that reflects strategies employed by online Islamist extremist groups, (ii) An in-depth analysis of relevant tweet datasets with respect to these dimensions to exclude likely mislabeled users, and (iii) A framework for understanding online radicalization as a process to assist counter-programming. Given the potentially significant social impact, we evaluate the performance of our algorithms to minimize mislabeling, where our approach outperforms a competitive baseline by 10.2% in precision.
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2019 |
Kursuncu, U., Gaur, M., Castillo, C., Alambo, A. Thirunarayan, K., Shalin, V., Achilov, D., Budak Arpinar, I. and Sheth, A. |
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Journal Article |
A Philosophical and Historical Analysis of “Generation Identity”: Fascism, Online Media, and the European New Right
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This article analyzes ideological and organizational characteristics of the pan-European youth movement, “Generation Identity” (GI), through a philosophical and historical lens. With a synoptic perspective on existing and original research, it outlines an analysis of key GI literature as well as its ideological influences, activist behavior, and media strategies. This research reveals that, like other twentieth and twenty-first century examples of neo-fascism, the movement is syncretic and attempts to legitimize its political aims through reference to historical quasi- and proto-fascist cases, in combination with popular left and right-wing political ideals. A reflection on GI’s activist behavior, on the other hand, demonstrates that the movement is relatively unique in the field of current far-right politics; particularly in the extent to which it draws practical inspiration from the tactics and propagandizing strategies of contemporary left-wing movements. GI’s online presence, including its leaders’ promotion of gamification, also illustrates its distinctive appeal to young, relatively affluent, countercultural and digitally literate populations. Finally, while in many respects GI is characteristic of the “European New Right” (ENR), the analysis finds that its spokespersons’ various promotion of capitalism and commodification, including through their advocacy of international trade and sale of merchandise, diverges from the anti-capitalist philosophizing of contemporary ENR thinkers.
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2019 |
Richards, I. |
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The Roles of ‘Old’ and ‘New’ Media Tools and Technologies in the Facilitation of Violent Extremism and Terrorism
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The media and communication strategies of two particular ideologies are focused on herein: right-wing extremists and violent jihadis – albeit an array of others is referred to also (e.g. nationalist-separatists such as the Irish Republican Army (IRA) and violent Islamists such as Hezbollah). Violent jihadists are inspired by Sunni Islamist-Salafism and seek to establish an Islamist society governed by their version of Islamic or Sharia law imposed by violence (Moghadam, 2008). Right-wing extremists may also subscribe to some radical interpretation of religion, but unlike those inspired by radical Islam, many extreme right adherents are not inspired by religious beliefs per se. Instead, what binds these actors is a racially, ethnically, and sexually defined nationalism, which is typically framed in terms of white power and grounded in xenophobic and exclusionary understandings of the perceived threats posed by such groups as non-whites, Jews, Muslims, immigrants, homosexuals, and feminists. Here the state is perceived as an illegitimate power serving the interests of all but the white man and, as such, right-wing extremists are willing to assume both an offensive and defensive stance in the interests of “preserving” their heritage and their “homeland” (Perry & Scrivens, 2016). With regard to the chapter’s structuring, the following sections are ordered chronologically, treating, in turn, early low-tech communication methods or what we term ‘pre-media,’ followed by other relatively low-tech tools, such as print and photocopying. The high-tech tools reviewed are film, radio, and television, followed by the Internet, especially social media.
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2019 |
Scrivens, R. and Conway, M. |
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Journal Article |
Prevalent Sentiments of the Concept of Jihad in the Public Commentsphere
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Certain studies of social conflicts and geopolitical processes through online social networks entail qualitative analysis. One such issue is the tension between Western and Muslim societies. We introduce computer-assisted qualitative sentiment analysis for the inquiry and extraction of varied sentiments. The analysis explores the prevalent meanings of the term jihad through discussions of Muslims and non-Muslims in the online public sphere. After examining 4,630 Facebook comments and replies, our examination leads to a holistic mapping that details “peaceful,” “moderate,” and “radical” opinions regarding jihad, which is an integral institution of the Muslim world. Through this method, we suggest a “Muslim–non-Muslim tension indicator,” which can be used in a range of political analyses.
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2019 |
Silverman, G. and Sommer, U. |
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Journal Article |
Islamic State Propaganda and Attacks: How Are They Connected?
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What is the relationship between the words and deeds of a terrorist group? Despite frequent speculation in media and policy circles, few studies have tested this relationship. This study aims to verify a potential correlation between the volume of propaganda produced by Islamic State (IS)—including statements by the group’s leadership—and the number of attacks carried out in its name. We examine this issue by comparing two datasets: one of all official propaganda produced by the Islamic State in 2016, and another of the completed, failed, and disrupted plots carried out by the group and its supporters in Europe in the same year. We find no strong and predictable correlation between the volume of propaganda Islamic State produces and the number of attacks the group and its supporters carry out. There is no regular rise in IS propaganda output before or after its attacks. In particular, there is no regular rise in attacks after leadership statements. However, the results may have identified differences in how IS central and regional media offices respond to attacks. The findings suggest that rather than merely looking at the volume of IS propaganda, it is necessary to also examine its content. As such, the deliberately broad premise of this study is intended as the first in a series of papers examining the potential relationship between IS propaganda and IS attacks.
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2019 |
Rosenblatt, N., Winter, C. and Basra, R. |
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Journal Article |
The battle for truth: How online newspaper commenters defend their censored expressions
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The presence of hate speech in the commentary field of online newspapers is a pressing challenge for free speech policy. We have conducted interviews with 15 people whose comments were censored for posting comments of a racist, discriminatory or hateful nature. What characterizes their self-understanding and enemy images? We found that central to their motivation for writing such comments was an understanding of themselves as particularly knowledgeable people. They see themselves as people who fight for the revelation of the truth, in contrast to the lies spread by politicians and the media. Furthermore, they regard politicians and the media as corrupt elites that are leading our society into destruction by their naïve support of liberal migration policies. By linking up to alternative news media, these individuals support various forms of racialized conspiracy theories, but also a form of radical right-wing populism in their concern that politics should be acted out by people themselves. As such, our study adds to the literature on conspiracy theories in general and racialized conspiracy theories in particular, but also to the literature on online far-right activists. Our contribution lies both in the newness of focusing on the self-perceptions, but also in opening up for a modification of existing literature on the far right.
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2019 |
Fangen, K. and Holter, C. R. |
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