Detection And Classification Of Social Media Based Extremist Affiliations Using Sentiment Analysis Techniques
September 18, 2023
Identification and classification of extremist-related tweets is a hot issue. Extremist gangs have been involved in using social media sites like Facebook and Twitter for propagating their ideology and recruitment of individuals. This work aims at proposing a terrorism-related content analysis framework with the focus on classifying tweets into extremist and non-extremist classes. Based on ...
Automatic Detection And Forecasting Of Violent Extremist Cyber-Recruitment
September 18, 2023
The growing use of the Internet as a major means of communication has led to the formation of cyber-communities, which have become increasingly appealing to violent extremists due to the unregulated nature of Internet communication. Online communities enable violent extremists to increase recruitment by allowing them to build personal relationships with a worldwide audience capable ...
Application Of Recurrent Neural Networks In Toxic Comment Classification
September 18, 2023
Moderators of online discussion forums often struggle with controlling extremist comments on their platforms. To help provide an efficient and accurate tool to detect online toxicity, we apply word2vec’s Skip-Gram embedding vectors, Recurrent Neural Network models like Bidirectional Long Short-term Memory to tackle a toxic comment classification problem with a labeled dataset from Wikipedia Talk ...
Recruiting Followers For The Caliphate: A Narrative Analysis Of Four Jihadist Magazines
September 18, 2023
This study identifies and compares the methods of recruitment used by three prime jihadist organizations through their online magazines. The successful recruitment efforts and growth as a threat by the Islamic State of Iraq and Shām (ISIS), Al-Qaeda, and Al-Shabaab are attributed, in part, to the widespread popularity and accessibility of Dabiq and Rumiyah (published ...
Trolling Media: Violent Extremist Groups Recruiting Through Socal Media
September 18, 2023
With the advent and subsequent growth of several new media technologies, violent extremist groups have incorporated social media into recruiting strategies. How are violent extremist groups using social media for recruiting? This thesis explores several new media technologies—websites, blogs, social media, mobile phones, and online gaming—to determine if violent extremist groups rely on social media ...
The Online Caliphate: Internet Usage And ISIS Support In The Arab World
September 18, 2023
Experts argue that the internet has provided expanded opportunities for violent extremist groups to propagandize and recruit. The Islamic State of Iraq and Syria, or ISIS, is an exemplar in that it has heavily invested in an online presence and uses online communities and social media to attract and retain supporters. Does ISIS’s online presence ...
Online Radicalization Of White Women To Organized White Supremacy
September 18, 2023
Since its early mainstream adoption in the 1990s, the Internet has been leveraged by white supremacist groups to recruit and radicalize individuals. Twenty years later, social media platforms, like YouTube, reddit, and Twitter, continue to further this practice. The attention of researchers has been primarily centered on white supremacist men, and this focus on white ...
Techniques for analyzing digital environments from a security perspective
September 18, 2023
The development of the Internet and social media has exploded in the last couple of years. Digital environments such as social media and discussion forums provide an effective method of communication and are used by various groups in our societies.  For example, violent extremist groups use social media platforms for recruiting, training, and communicating with ...
Branding A Caliphate In Decline: The Islamic State’s Video Output (2015-2018)
September 18, 2023
Although video releases have been central to the Islamic State’s efforts to represent itself to its audiences, an extensive quantitative and qualitative study of these sources over a longer period of time is still lacking. This paper therefore provides an overview and analysis of the entire corpus of official videos released by the Islamic State ...
Detection Of Jihadism In Social Networks Using Big Data
September 18, 2023
Social networks are being used by terrorist organizations to distribute messages with the intention of influencing people and recruiting new members. The research presented in this paper focuses on the analysis of Twitter messages to detect the leaders orchestrating terrorist networks and their followers. A big data architecture is proposed to analyze messages in real ...