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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

Despite their playful purpose social media changed the way users access information, debate, and form their opinions. Recent studies, indeed, showed that users online tend to promote their favored narratives and thus to form polarized…

物理与社会 · 物理学 2021-03-25 Emanuele Brugnoli , Matteo Cinelli , Walter Quattrociocchi , Antonio Scala

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…

社会与信息网络 · 计算机科学 2024-05-09 Kristina Lerman , Dan Feldman , Zihao He , Ashwin Rao

The suggestions generated by most existing recommender systems are known to suffer from a lack of diversity, and other issues like popularity bias. As a result, they have been observed to promote well-known "blockbuster" items, and to…

计算机与社会 · 计算机科学 2019-09-05 Bibek Paudel , Abraham Bernstein

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

Individuals engaging on social media often tend to establish online communities where interactions predominantly occur among like-minded peers. While considerable efforts have been devoted to studying and delineating these communities,…

社会与信息网络 · 计算机科学 2024-08-16 Federico Albanese , Esteban Feuerstein , Pablo Balenzuela

Echo chambers, i.e., situations where one is exposed only to opinions that agree with their own, are an increasing concern for the political discourse in many democratic countries. This paper studies the phenomenon of political echo…

社会与信息网络 · 计算机科学 2018-02-20 Kiran Garimella , Gianmarco De Francisci Morales , Aristides Gionis , Michael Mathioudakis

Nowadays, social media is the ground for political debate and exchange of opinions. There is a significant amount of research that suggests that social media are highly polarized. A phenomenon that is commonly observed is the echo chamber…

社会与信息网络 · 计算机科学 2026-04-22 Konstantinos Mylonas , Thrasyvoulos Spyropoulos

Health misinformation is believed to have contributed to vaccine hesitancy during the Covid-19 pandemic, highlighting concerns about the role of social media in polarization and social stability. While previous research has identified a…

社会与信息网络 · 计算机科学 2022-03-04 Ashwin Rao , Fred Morstatter , Kristina Lerman

In recent years, the ease with which social media can be accessed has led to the unexpected problem of a shrinkage in information sources. This phenomenon is caused by a system that facilitates the connection of people with similar ideas…

社会与信息网络 · 计算机科学 2020-11-17 Naoki Hirakura , Masaki Aida , Konosuke Kawashima

Polarization arises when the underlying network connecting the members of a community or society becomes characterized by highly connected groups with weak inter-group connectivity. The increasing polarization, the strengthening of echo…

社会与信息网络 · 计算机科学 2023-04-06 Ruben Interian , Ruslan G. Marzo , Isela Mendoza , Celso C. Ribeiro

This paper investigates the communication styles and structures of Twitter (X) communities within the vaccination context. While mainstream research primarily focuses on the echo-chamber phenomenon, wherein certain ideas are reinforced and…

社会与信息网络 · 计算机科学 2024-03-29 Aleksandra Sorokovikova , Michael Becker , Ivan P. Yamshchikov

Recent studies suggest that social media usage -- while linked to an increased diversity of information and perspectives for users -- has exacerbated user polarization on many issues. A popular theory for this phenomenon centers on the…

社会与信息网络 · 计算机科学 2019-06-21 Uthsav Chitra , Christopher Musco

Social media platforms attempting to curb abuse and misinformation have been accused of political bias. We deploy neutral social bots who start following different news sources on Twitter, and track them to probe distinct biases emerging…

社会与信息网络 · 计算机科学 2021-09-27 Wen Chen , Diogo Pacheco , Kai-Cheng Yang , Filippo Menczer

Social Media have been extensively used for commercial and political communication, besides their initial scope of providing an easy-to-use outlet to produce and consume user-generated content. Besides being a popular medium, Social Media…

社会与信息网络 · 计算机科学 2022-10-17 Kostas Karpouzis , Stavros Kaperonis , Yannis Skarpelos

Echo chambers in online social networks, in which users prefer to interact only with ideologically-aligned peers, are believed to facilitate misinformation spreading and contribute to radicalize political discourse. In this paper, we gauge…

物理与社会 · 物理学 2019-12-11 Wesley Cota , Silvio C. Ferreira , Romualdo Pastor-Satorras , Michele Starnini

The abundance of information on social media has reshaped public discussions, shifting attention to the mechanisms that drive online discourse. This study analyzes large-scale Twitter (now X) data from three global debates--Climate Change,…

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…

社会与信息网络 · 计算机科学 2022-01-25 Mehwish Nasim , Derek Weber , Tobin South , Jonathan Tuke , Nigel Bean , Lucia Falzon , Lewis Mitchell

Recent studies have shown that online users tend to select information adhering to their system of beliefs, ignore information that does not, and join groups - i.e., echo chambers - around a shared narrative. Although a quantitative…

The rise in popularity of Twitter has led to a debate on its impact on public opinions. The optimists foresee an increase in online participation and democratization due to social media's personal and interactive nature. Cyber-pessimists,…

社会与信息网络 · 计算机科学 2014-10-03 Zhe Liu , Ingmar Weber