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The rise of social media and recommendation algorithms has sparked concerns about their role in fostering opinion polarization and echo chambers. We study these phenomena using an adaptive voter model to compare two connection mechanisms:…

物理与社会 · 物理学 2026-01-22 Fabian Veider , Georg Jäger , Bao Quoc Tang

Recently, social debates have been marked by increased polarization of social groups. Such polarization not only implies that groups cannot reach a consensus on fundamental questions but also materializes in more modular social…

物理与社会 · 物理学 2025-01-16 Henrique M. Borges , Vítor V. Vasconcelos , Flávio L. Pinheiro

Global social and ecological challenges represent collective action problems requiring rapid and sufficient cooperation with pro-mitigation norms. Sociopolitical polarization hinders such cooperation. Prior agent-based models showed…

物理与社会 · 物理学 2025-11-20 Jordan P. Everall , Lilli Frei , Andrew K. Ringsmuth

Among different aspects of social networks, dynamics have been proposed to simulate how opinions can be transmitted. In this study, we propose a model that simulates the communication in an online social network, in which the posts are…

Individuals of modern societies share ideas and participate in collective processes within a pervasive, variable, and mostly hidden ecosystem of content filtering technologies that determine what information we see online. Despite the…

物理与社会 · 物理学 2022-10-28 Antonio F. Peralta , Matteo Neri , János Kertész , Gerardo Iñiguez

The rise of social media and online social networks has been a disruptive force in society. Opinions are increasingly shaped by interactions on online social media, and social phenomena including disagreement and polarization are now…

社会与信息网络 · 计算机科学 2017-12-29 Cameron Musco , Christopher Musco , Charalampos E. Tsourakakis

The effects of social media on critical issues, such as polarization and misinformation, are under scrutiny due to the disruptive consequences that these phenomena can have on our societies. Among the algorithms routinely used by social…

社会与信息网络 · 计算机科学 2021-12-02 Federico Cinus , Marco Minici , Corrado Monti , Francesco Bonchi

We investigate opinion dynamics and information spreading on networks under the influence of content filtering technologies. The filtering mechanism, present in many online social platforms, reduces individuals' exposure to disagreeing…

物理与社会 · 物理学 2024-01-26 Antonio F. Peralta , János Kertész , Gerardo Iñiguez

Opinion polarization is a ubiquitous phenomenon in opinion dynamics. In contrast to the traditional consensus oriented group decision making (GDM) framework, this paper proposes a framework with the co-evolution of both opinions and…

社会与信息网络 · 计算机科学 2017-05-18 Qingxing Dong , Xin Zhou

Digital networks have profoundly transformed the ways in which individuals interact, exchange information, and establish connections, leading to the emergence of phenomena such as virality, misinformation cascades, and online polarization.…

社会与信息网络 · 计算机科学 2025-03-06 Pengjia Cui

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

The growing reliance on online services underscores the crucial role of recommendation systems, especially on social media platforms seeking increased user engagement. This study investigates how recommendation systems influence the impact…

社会与信息网络 · 计算机科学 2024-05-24 Sriniwas Pandey , Hiroki Sayama

Network-based people recommendation algorithms are widely employed on the Web to suggest new connections in social media or professional platforms. While such recommendations bring people together, the feedback loop between the algorithms…

社会与信息网络 · 计算机科学 2022-05-13 Antonio Ferrara , Lisette Espín-Noboa , Fariba Karimi , Claudia Wagner

It is interesting and of significant importance to investigate how network structures co-evolve with opinions. The existing models of such co-evolution typically lead to the final states where network nodes either reach a global consensus…

物理与社会 · 物理学 2017-10-25 Yi Yu , Gaoxi Xiao , Guoqi Li , Wee Peng Tay , Hao Fatt Teoh

Taking a pragmatic approach to the processes involved in the phenomena of collective opinion formation, we investigate two specific modifications to the co-evolving network voter model of opinion formation, studied by Holme and Newman [1].…

物理与社会 · 物理学 2014-06-24 Nishant Malik , Peter J. Mucha

Social networks are not static but rather constantly evolve in time. One of the elements thought to drive the evolution of social network structure is homophily - the need for individuals to connect with others who are similar to them. In…

物理与社会 · 物理学 2012-04-24 P. Singh , S. Sreenivasan , B. K. Szymanski , G. Korniss

Polarization is a well-documented phenomenon across a wide range of social issues. However, prevailing theories often compartmentalize the examination of herding behavior and opinion convergence within different contexts. In this study, we…

理论经济学 · 经济学 2024-05-03 Ugo Bolletta , Paolo Pin

Modern technology has drastically changed the way we interact and consume information. For example, online social platforms allow for seamless communication exchanges at an unprecedented scale. However, we are still bounded by cognitive and…

物理与社会 · 物理学 2018-11-09 Nicola Perra , Luis E C Rocha

Polarization of opinions has been empirically noted in many online social network platforms. Traditional models of opinion dynamics, based on statistical physics principles, do not account for the emergence of polarization and echo chambers…

物理与社会 · 物理学 2024-03-06 Ritam Pal , Aanjaneya Kumar , M. S. Santhanam

In the age of information abundance, attention is a coveted resource. Social media platforms vigorously compete for users' engagement, influencing the evolution of their opinions on a variety of topics. With recommendation algorithms often…

物理与社会 · 物理学 2023-10-30 Andrea Somazzi , Giuseppe Maria Ferro , Diego Garlaschelli , Simon Asher Levin
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