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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

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

Ideologically homogeneous online environments - often described as "echo chambers" or "filter bubbles" - are widely seen as drivers of polarization, radicalization, and misinformation. A central debate asks whether such homophily stems…

社会与信息网络 · 计算机科学 2025-08-15 Petter Törnberg

Affective polarization, or, inter-party hostility, is increasingly recognized as a pervasive issue in democracies worldwide, posing a threat to social cohesion. The digital media ecosystem, now widely accessible and ever-present, has often…

多智能体系统 · 计算机科学 2025-04-11 Narayani Vedam , Subhayan Mukerjee , Prasanta Bhattacharya

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

The daily exposure of social media users to propaganda and disinformation campaigns has reinvigorated the need to investigate the local and global patterns of diffusion of different (mis)information content on social media. Echo chambers…

社会与信息网络 · 计算机科学 2020-09-24 Stefano Guarino , Noemi Trino , Alessandro Celestini , Alessandro Chessa , Gianni Riotta

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

Social interactions influence people's opinions. In some situations, these interactions eventually yield a consensus opinion; in others, they can lead to opinion fragmentation and the formation of different opinion groups in the form of…

物理与社会 · 物理学 2025-08-01 Lasse Mohr , Poul G. Hjorth , Mason A. Porter

Recent years have witnessed a swelling rise of hateful and abusive content over online social networks. While detection and moderation of hate speech have been the early go-to countermeasures, the solution requires a deeper exploration of…

社会与信息网络 · 计算机科学 2023-02-07 Vasu Goel , Dhruv Sahnan , Subhabrata Dutta , Anil Bandhakavi , Tanmoy Chakraborty

The emergence of politically driven divisions in online discussion networks has attracted a wealth of literature, but also one which has thus far been largely limited to single country studies. Hence whilst there is good evidence that these…

社会与信息网络 · 计算机科学 2017-03-14 Jonathan Bright

In order to truly understand how social media might shape online discourses or contribute to societal polarization, we need refined models of platform choice, that is: models that help us understand why users prefer one social media…

适应与自组织系统 · 物理学 2024-11-08 Sven Banisch , Dennis Jacob , Tom Willaert , Eckehard Olbrich

This study explores the geographic dependencies of echo-chamber communication on Twitter during the Brexit referendum campaign. We review the literature on filter bubbles, echo chambers, and polarization to test five hypotheses positing…

物理与社会 · 物理学 2017-09-18 Marco T. Bastos , Dan Mercea , Andrea Baronchelli

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

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

Despite echo chambers in social media have been under considerable scrutiny, general models for their detection and analysis are missing. In this work, we aim to fill this gap by proposing a probabilistic generative model that explains…

社会与信息网络 · 计算机科学 2022-08-10 Marco Minici , Federico Cinus , Corrado Monti , Francesco Bonchi , Giuseppe Manco

With the growth of online news over the past decade, empirical studies on political discourse and news consumption have focused on the phenomenon of filter bubbles and echo chambers. Yet recently, scholars have revealed limited evidence…

计算与语言 · 计算机科学 2024-03-21 Xiaohan Ding , Mike Horning , Eugenia H. Rho

Echo chambers, i.e. clusters of users exposed to news and opinions in line with their previous beliefs, were observed in many online debates on social platforms. We propose a completely unbiased entropy-based method for detecting echo…

社会与信息网络 · 计算机科学 2024-05-30 Manuel Pratelli , Fabio Saracco , Marinella Petrocchi

There is an ongoing debate about whether the Internet is like a public sphere or an echo chamber. Among many forms of social media, Twitter is one of the most crucial online places for political debate. Most of the previous studies focus on…

计算机与社会 · 计算机科学 2017-11-21 Hiroki Takikawa , Kikuko Nagayoshi

Social networks have provided a platform for the effective exchange of ideas or opinions but also served as a hotbed of polarization. While much research attempts to explore different causes of opinion polarization, the effect of perception…

物理与社会 · 物理学 2023-05-12 Hao Yu , Bin Xue , Yanpeng Zhu , Jianlin Zhang , Run-Ran Liu , Yu Liu , Fanyuan Meng

The rise of echo chambers on social media platforms has heightened concerns about polarization and the reinforcement of existing beliefs. Traditional approaches for simulating echo chamber formation have often relied on predefined rules and…

社会与信息网络 · 计算机科学 2025-02-26 Chenhao Gu , Ling Luo , Zainab Razia Zaidi , Shanika Karunasekera