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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…

计算机与社会 · 计算机科学 2023-11-17 Peixian Zhang , Ehsan-Ul Haq , Yiming Zhu , Pan Hui , Gareth Tyson

We study the problem of profiling news media on the Web with respect to their factuality of reporting and bias. This is an important but under-studied problem related to disinformation and "fake news" detection, but it addresses the issue…

机器学习 · 计算机科学 2022-11-11 Panayot Panayotov , Utsav Shukla , Husrev Taha Sencar , Mohamed Nabeel , Preslav Nakov

The news ecosystem has become increasingly complex, encompassing a wide range of sources with varying levels of trustworthiness, and with public commentary giving different spins to the same stories. In this paper, we present a…

计算机与社会 · 计算机科学 2021-03-08 Yuping Wang , Savvas Zannettou , Jeremy Blackburn , Barry Bradlyn , Emiliano De Cristofaro , Gianluca Stringhini

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,…

计算与语言 · 计算机科学 2015-04-08 Vlad Niculae , Caroline Suen , Justine Zhang , Cristian Danescu-Niculescu-Mizil , Jure Leskovec

We analyze the relationship between partisanship, echo chambers, and vulnerability to online misinformation by studying news sharing behavior on Twitter. While our results confirm prior findings that online misinformation sharing is…

社会与信息网络 · 计算机科学 2021-02-23 Dimitar Nikolov , Alessandro Flammini , Filippo Menczer

Social Network sites are fertile ground for several polluting phenomena affecting online and offline spaces. Among these phenomena are included echo chambers, closed systems in which the opinions expressed by the people inside are…

社会与信息网络 · 计算机科学 2024-01-22 Erica Cau , Virginia Morini , Giulio Rossetti

This systematic review synthesizes research on echo chambers and filter bubbles to explore the reasons behind dissent regarding their existence, antecedents, and effects. It provides a taxonomy of conceptualizations and operationalizations,…

社会与信息网络 · 计算机科学 2025-02-19 David Hartmann , Sonja Mei Wang , Lena Pohlmann , Bettina Berendt

Priority users (e.g., verified profiles on Twitter) are social media users whose content is promoted by recommendation algorithms. However, the impact of this heterogeneous user influence on opinion dynamics, such as polarization phenomena,…

社会与信息网络 · 计算机科学 2023-12-18 Henrique F. de Arruda , Kleber A. Oliveira , Yamir Moreno

The impact of social media on critical issues such as echo chambers needs to be addressed, as these phenomena can have disruptive consequences for our society. Traditional research often oversimplifies emotional tendencies and opinion…

社会与信息网络 · 计算机科学 2025-03-12 Chenxi Wang , Zongfang Liu , Dequan Yang , Xiuying Chen

Vaccine hesitancy has been recognized as a major global health threat. Having access to any type of information in social media has been suggested as a potential powerful influence factor to hesitancy. Recent studies in other fields than…

社会与信息网络 · 计算机科学 2018-01-10 Ana Lucia Schmidt , Fabiana Zollo , Antonio Scala , Cornelia Betsch , Walter Quattrociocchi

Increasingly taking place in online spaces, modern political conversations are typically perceived to be unproductively affirming -- siloed in so called ``echo chambers'' of exclusively like-minded discussants. Yet, to date we lack…

Knowledge Graphs are an emerging form of knowledge representation. While Google coined the term Knowledge Graph first and promoted it as a means to improve their search results, they are used in many applications today. In a knowledge…

人工智能 · 计算机科学 2020-03-13 Nicolas Heist , Sven Hertling , Daniel Ringler , Heiko Paulheim

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…

社会与信息网络 · 计算机科学 2026-01-26 Junning Zhao , Kazutoshi Sasahara , Yu Chen

Homophily -- our tendency to surround ourselves with others who share our perspectives and opinions about the world -- is both a part of human nature and an organizing principle underpinning many of our digital social networks. However,…

计算机与社会 · 计算机科学 2021-10-13 Nabeel Gillani , Ann Yuan , Martin Saveski , Soroush Vosoughi , Deb Roy

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…

社会与信息网络 · 计算机科学 2024-04-25 Xinyu Wang , Jiayi Li , Sarah Rajtmajer

The rise of social media platforms has facilitated the formation of echo chambers, which are online spaces where users predominantly encounter viewpoints that reinforce their existing beliefs while excluding dissenting perspectives. This…

社会与信息网络 · 计算机科学 2023-07-21 Faisal Alatawi , Paras Sheth , Huan Liu

The emergence of the COVID-19 pandemic resulted in a significant rise in the spread of misinformation on online platforms such as Twitter. Oftentimes this growth is blamed on the idea of the "echo chamber." However, the behavior said to…

社会与信息网络 · 计算机科学 2024-12-13 Caleb Stam , Emily Saldanha , Mahantesh Halappanavar , Anurag Acharya

Society is often polarized by controversial issues, that split the population into groups of opposing views. When such issues emerge on social media, we often observe the creation of 'echo chambers', i.e., situations where like-minded…

社会与信息网络 · 计算机科学 2018-05-25 Kiran Garimella , Gianmarco De Francisci Morales , Aristides Gionis , Michael Mathioudakis

Social media, such as blogs, are often seen as democratic entities that allow more voices to be heard than the conventional mass or elite media. Some also feel that social media exhibits a balancing force against the arguably slanted elite…

社会与信息网络 · 计算机科学 2011-11-07 Yu-Ru Lin , James P. Bagrow , David Lazer

The manner in which different racial and gender groups are portrayed in news coverage plays a large role in shaping public opinion. As such, understanding how such groups are portrayed in news media is of notable societal value, and has…

计算机与社会 · 计算机科学 2024-11-01 Hazem Ibrahim , Nouar AlDahoul , Syed Mustafa Ali Abbasi , Fareed Zaffar , Talal Rahwan , Yasir Zaki