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Increasingly people form opinions based on information they consume on online social media. As a result, it is crucial to understand what type of content attracts people's attention on social media and drive discussions. In this paper we…

Social and Information Networks · Computer Science 2017-05-09 Benjamin D. Horne , Sibel Adali , Sujoy Sikdar

Online communities provide a fertile ground for analyzing people's behavior and improving our understanding of social processes. Because both people and communities change over time, we argue that analyses of these communities that take…

Social and Information Networks · Computer Science 2016-04-19 Samuel Barbosa , Dan Cosley , Amit Sharma , Roberto M. Cesar-Jr

Social media users drive the spread of misinformation online by sharing posts that include erroneous information or commenting on controversial topics with unsubstantiated arguments often in earnest. Work on echo chambers has suggested that…

Social and Information Networks · Computer Science 2024-04-25 Xinyu Wang , Jiayi Li , Sarah Rajtmajer

Social media platforms facilitate echo chambers through feedback loops between user preferences and recommendation algorithms. While algorithmic homogeneity is well-documented, the distinct evolutionary pathways driven by content-based…

Social and Information Networks · Computer Science 2026-01-26 Junning Zhao , Kazutoshi Sasahara , Yu Chen

The intensification of affective polarization worldwide has raised new questions about how social media platforms might be further fracturing an already-divided public sphere. As opposed to ideological polarization, affective polarization…

Social and Information Networks · Computer Science 2021-10-13 Martin Saveski , Nabeel Gillani , Ann Yuan , Prashanth Vijayaraghavan , Deb Roy

Contrary to expectations that the increased connectivity offered by the internet and particularly Online Social Networks (OSNs) would result in broad consensus on contentious issues, we instead frequently observe the formation of polarised…

Social and Information Networks · Computer Science 2022-01-25 Mehwish Nasim , Derek Weber , Tobin South , Jonathan Tuke , Nigel Bean , Lucia Falzon , Lewis Mitchell

This study investigates echo chambers in social networks through an analysis of Twitter news accounts. Utilizing bias labels from the AllSides website, we construct a dataset representing six dimensions of news bias. Through manual…

Social and Information Networks · Computer Science 2024-04-25 Wen Yang

Online social networks create echo-chambers where people are infrequently exposed to opposing opinions. Even if such exposure occurs, the persuasive effect may be minimal or nonexistent. Recent studies have shown that exposure to opposing…

Social and Information Networks · Computer Science 2020-08-04 Qi Yang , Khizar Qureshi , Tauhid Zaman

This article presents a systematic analysis of the patterns of behavior of individuals as well as groups observed in community-driven platforms for discussion like Reddit, where users usually exchange information and viewpoints on their…

Social and Information Networks · Computer Science 2020-01-01 Sachin Thukral , Arnab Chatterjee , Hardik Meisheri , Tushar Kataria , Aman Agarwal , Ishan Verma , Lipika Dey

Should social media platforms override a community's self-policing when it repeatedly break rules? What actions can they consider? In light of this debate, platforms have begun experimenting with softer alternatives to outright bans. We…

Social and Information Networks · Computer Science 2021-10-06 Eshwar Chandrasekharan , Shagun Jhaver , Amy Bruckman , Eric Gilbert

The ongoing Russia-Ukraine war has been extensively discussed on social media. One commonly observed problem in such discussions is the emergence of echo chambers, where users are rarely exposed to opinions outside their worldview. Prior…

Computers and Society · Computer Science 2023-11-17 Peixian Zhang , Ehsan-Ul Haq , Yiming Zhu , Pan Hui , Gareth Tyson

Developing a strong community requires empowered leadership capable of overcoming governance challenges. New online platforms have given users opportunities to practice governance through content moderation roles. The over 2.8 million…

Computers and Society · Computer Science 2022-06-14 Hannah M Wang , Beril Bulat , Stephen Fujimoto , Seth Frey

The widespread emergence of opinion polarization is often attributed to the rise of social media and the internet, which can promote selective exposure and the formation of echo chambers. However, experimental evidence shows that exposure…

Reddit is a major venue for mental-health information interaction and peer support, where privacy concerns increasingly surface in user discourse. Thus, we analyze privacy-related discussions across 14 mental-health and regulatory…

Computers and Society · Computer Science 2025-12-19 Jai Kruthunz Naveen Kumar , Aishwarya Umeshkumar Surani , Harkirat Singh , Sanchari Das

Recent studies, targeting Facebook, showed the tendency of users to interact with information adhering to their preferred narrative and to ignore dissenting information. Primarily driven by confirmation bias, users tend to join polarized…

Social and Information Networks · Computer Science 2020-08-24 Emanuele Brugnoli , Matteo Cinelli , Fabiana Zollo , Walter Quattrociocchi , Antonio Scala

In social networks, users often engage with like-minded peers. This selective exposure to opinions might result in echo chambers, i.e., political fragmentation and social polarization of user interactions. When echo chambers form, opinions…

Physics and Society · Physics 2022-03-22 Christopher Brian Currin , Sebastián Vallejo Vera , Ali Khaledi-Nasab

After the COVID-19 pandemic caused internet usage to grow by 70%, there has been an increased number of people all across the world using social media. Applications like Twitter, Meta Threads, YouTube, and Reddit have become increasingly…

Computation and Language · Computer Science 2023-11-01 Anthony Olakangil , Cindy Wang , Justin Nguyen , Qunbo Zhou , Kaavya Jethwa , Jason Li , Aryan Narendra , Nishk Patel , Arjun Rajaram

In recent years, Online Social Networks have become an important medium for people who suffer from mental disorders to share moments of hardship, and receive emotional and informational support. In this work, we analyze how discussions in…

Machine Learning · Computer Science 2021-07-28 Bárbara Silveira , Henrique S. Silva , Fabricio Murai , Ana Paula Couto da Silva

Social media platforms have been exploited to disseminate misinformation in recent years. The widespread online misinformation has been shown to affect users' beliefs and is connected to social impact such as polarization. In this work, we…

Computers and Society · Computer Science 2021-11-02 Yichen Wang , Richard Han , Tamara Lehman , Qin Lv , Shivakant Mishra

One of the main dimensions characterizing the unfolding of opinion formation processes in social debates is the degree of open-mindedness of the involved population. Opinion dynamic modeling studies have tried to capture such a peculiar…

Social and Information Networks · Computer Science 2022-09-22 Valentina Pansanella , Virginia Morini , Tiziano Squartini , Giulio Rossetti
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