3 research outputs found

    Uncovering Information Operations On Twitter Using Natural Language Processing And The Dynamic Wavelet Fingerprint

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    Information Operations (IO) are campaigns waged by covert, powerful entities to distort public discourse in a direction that is advantageous for them. It is the behaviors of the underlying networks that signal these campaigns in action, not the specific content they are posting. In this dissertation we introduce a social media analysis system that uncovers these behaviors by analyzing the specific post timings of underlying accounts and networks. The presented method first clusters tweets based on content using Natural Language Processing (NLP). Each of these clusters - referred to as topics - are plotted in time using the attached metadata for each tweet. These topic signals are then analyzed using the Dynamic Wavelet Fingerprint (DWFP), which creates binary images of each topic that describe localized behaviors in the topic\u27s propagation through Twitter. The features extracted from the DWFP and the underlying tweet metadata can be applied to various analyses. In this dissertation we present four applications of the presented method. First, we break down seven culturally significant tweet storms to identify characteristic, localized behavior that are common among and unique to each tweet storm. Next, we use the DWFP signal processing to identify bot accounts. Then this method is applied to a large dataset of tweets from the early weeks of the Covid-19 pandemic to identify densely connected communities, many of which display potential IO behaviors. Finally, this method is applied to a live-stream of Turkish tweets to identify coordinated networks working to push various agendas through a volatile time in Turkish politics

    #identity: Hashtagging Race, Gender, Sexuality, and Nation

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    "Since its launch in 2006, Twitter has served as a major platform for political performance, social justice activism, and large-scale public debates over race, ethnicity, gender, sexuality, and nationality. It has empowered minoritarian groups to organize protests, articulate often-underrepresented perspectives, and form community. It has also spread hashtags that have been used to bully and silence women, people of color, and LGBTQ people. #identity is among the first scholarly books to address the positive and negative effects of Twitter on our contemporary world. Hailing from diverse scholarly fields, all contributors are affiliated with The Color of New Media, a scholarly collective based at the University of California, Berkeley. The Color of New Media explores the intersections of new media studies, critical race theory, gender and women’s studies, and postcolonial studies. The essays in #identity consider topics such as the social justice movements organized through #BlackLivesMatter, #Ferguson, and #SayHerName; the controversies around #WhyIStayed and #CancelColbert; Twitter use in India and Africa; the integration of hashtags such as #nohomo and #onfleek that have become part of everyday online vernacular; and other ways in which Twitter has been used by, for, and against women, people of color, LGBTQ, and Global South communities. Collectively, the essays in this volume offer a critically interdisciplinary view of how and why social media has been at the heart of US and global political discourse for over a decade.

    Strategic Communication in Context: Theoretical Debates and Applied Research

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    Strategic communication is becoming more relevant in communication sciences, though it needs to deepen its reflective practices, especially considering its potential in a VUCA world — volatile, uncertain, complex and ambiguous. The capillary, holistic and result-oriented nature that portrays this scientific field has led to the imperative of expanding knowledge about the different approaches, methodologies and impacts in all kinds of organisations when strategic communication is applied. Therefore Strategic Communication in Context: Theoretical Debates and Applied Research assembles several studies and essays by renowned authors who explore the topic from different angles, thus testing the elasticity of the concept. Moreover, this group of authors represents various schools of thought and geographies, making this book particularly rich and cross-disciplinary.illustrato
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