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In this paper, we seek to understand how politicians use images to express ideological rhetoric through Facebook images posted by members of the U.S. House and Senate. In the era of social media, politics has become saturated with imagery,…

Social and Information Networks · Computer Science 2019-07-24 Nan Xi , Di Ma , Marcus Liou , Zachary C. Steinert-Threlkeld , Jason Anastasopoulos , Jungseock Joo

In recent years, social media has been criticized for yielding polarization. Identifying emerging disagreements and growing polarization is important for journalists to create alerts and provide more balanced coverage. While recent studies…

Social and Information Networks · Computer Science 2022-11-30 Tomoki Fukuma , Koki Noda , Hiroki Kumagai , Hiroki Yamamoto , Yoshiharu Ichikawa , Kyosuke Kambe , Yu Maubuchi , Fujio Toriumi

Members of different political groups not only disagree about issues but also dislike and distrust each other. While social media can amplify this emotional divide -- called affective polarization by political scientists -- there is a lack…

Social and Information Networks · Computer Science 2024-05-09 Kristina Lerman , Dan Feldman , Zihao He , Ashwin Rao

Online political discourse is increasingly shaped not by a few dominant platforms but by a fragmented ecosystem of social media spaces, each with its own user base, target audience, and algorithmic mediation of discussion. Such…

Social and Information Networks · Computer Science 2025-06-05 Ali Salloum , Dorian Quelle , Letizia Iannucci , Alexandre Bovet , Mikko Kivelä

Given the extremely large pool of events and stories available, media outlets need to focus on a subset of issues and aspects to convey to their audience. Outlets are often accused of exhibiting a systematic bias in this selection process,…

Computation and Language · Computer Science 2015-04-08 Vlad Niculae , Caroline Suen , Justine Zhang , Cristian Danescu-Niculescu-Mizil , Jure Leskovec

The paper develops a stochastic model of drift in human beliefs that shows that today's sheer volume of accessible information, combined with consumers' confirmation bias and natural preference to more outlying content, necessarily lead to…

Social and Information Networks · Computer Science 2021-01-19 Chao Xu , Jinyang Li , Tarek Abdelzaher , Heng Ji , Boleslaw K. Szymanski , John Dellaverson

Social and information networks may become polarized, leading to echo chambers and political gridlock. Accurately measuring this phenomenon is a critical challenge. Existing measures often conflate genuine structural division with random…

Social and Information Networks · Computer Science 2025-12-04 Giulia Preti , Matteo Riondato , Aristides Gionis , Gianmarco De Francisci Morales

We introduce a classification scheme for detecting political bias in long text content such as newspaper opinion articles. Obtaining long text data and annotations at sufficient scale for training is difficult, but it is relatively easy to…

Computation and Language · Computer Science 2019-11-21 Aditya Saligrama

Over the past decade, contrary to the early popular expectation that large-scale discourse in online communities would foster greater consensus, the large-scale structure of online discourse has been measured to be strongly polarized.…

Physics and Society · Physics 2025-01-28 Vince Campo , Sebastien Motsch , Dylan Weber

We present Verifi2, a visual analytic system to support the investigation of misinformation on social media. On the one hand, social media platforms empower individuals and organizations by democratizing the sharing of information. On the…

Human-Computer Interaction · Computer Science 2019-03-19 Alireza Karduni , Isaac Cho , Ryan Wesslen , Sashank Santhanam , Svitlana Volkova , Dustin Arendt , Samira Shaikh , Wenwen Dou

Carefully standardized facial images of 591 participants were taken in the laboratory, while controlling for self-presentation, facial expression, head orientation, and image properties. They were presented to human raters and a facial…

Computer Vision and Pattern Recognition · Computer Science 2024-10-15 Michal Kosinski , Poruz Khambatta , Yilun Wang

We investigate how crises alter societies by analyzing the timing and channels of change using a longitudinal multi-wave survey of a representative sample of Americans throughout 2020. This methodology allows us to overcome some of the…

General Economics · Economics 2023-02-16 Guglielmo Briscese , Maddalena Grignani , Stephen Stapleton

(Im)balance in the representation of news has always been a topic of debate in political circles. The concept of balance has often been discussed and studied in the context of the social responsibility theory and the prestige press in the…

Digital Libraries · Computer Science 2022-08-09 Souvic Chakraborty , Pawan Goyal , Animesh Mukherjee

Several computer vision applications like vehicle license plate recognition, captcha recognition, printed or handwriting character recognition from images etc., text polarity detection and binarization are the important preprocessing tasks.…

Computer Vision and Pattern Recognition · Computer Science 2025-11-12 Narendra Singh Yadav , Pavan Kumar Perepu

We investigate the dynamics of opinion formation on social networking platforms, focusing on how individual opinions, influenced by both social connections and platform algorithms, evolve. We model this process using a differential…

Social and Information Networks · Computer Science 2024-10-15 Hind AlMahmoud , Frederik Mallmann-trenn

Polls posted on social media have emerged in recent years as an important tool for estimating public opinion, e.g., to gauge public support for business decisions and political candidates in national elections. Here, we examine nearly two…

Social and Information Networks · Computer Science 2024-06-06 Stephen Scarano , Vijayalakshmi Vasudevan , Chhandak Bagchi , Mattia Samory , JungHwan Yang , Przemyslaw A. Grabowicz

Polarization is a major concern for a well-functioning society. Often, mass polarization of a society is driven by polarizing political representation, even when the latter is easily preventable. The existing computational social choice…

Computer Science and Game Theory · Computer Science 2025-09-03 Chris Dong , Martin Bullinger , Tomasz Wąs , Larry Birnbaum , Edith Elkind

Digital news outlets rely on a variety of outside contributors, from freelance journalists, to political commentators, to executives and politicians. These external dependencies create a network among news outlets, traced along the…

Social and Information Networks · Computer Science 2021-01-15 Nick Hagar , Johannes Wachs , Emőke-Ágnes Horvát

In today's digital age, social media platforms play a crucial role in shaping public opinion. This study explores how discussions led by influencers on Twitter, now known as 'X', affect public sentiment and contribute to online…

Social and Information Networks · Computer Science 2024-09-18 Rezaur Rashid , Joshua Melton , Ouldouz Ghorbani , Siddharth Krishnan , Shannon Reid , Gabriel Terejanu

Since 2016, the amount of academic research with the keyword "misinformation" has more than doubled [2]. This research often focuses on article headlines shown in artificial testing environments, yet misinformation largely spreads through…

Human-Computer Interaction · Computer Science 2020-12-16 Emily Saltz , Claire Leibowicz , Claire Wardle
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