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相关论文: Users Polarization on Facebook and Youtube

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Echo chambers in online social networks, whereby users' beliefs are reinforced by interactions with like-minded peers and insulation from others' points of view, have been decried as a cause of political polarization. Here, we investigate…

物理与社会 · 物理学 2021-02-11 Gianmarco De Francisci Morales , Corrado Monti , Michele Starnini

Polarization is an increasingly worrying phenomenon within social media. Recent work has made it possible to detect and even quantify polarization. Nevertheless, the few existing metrics, although defined in a continuous space, often lead…

社会与信息网络 · 计算机科学 2023-06-02 Celina Treuillier , Sylvain Castagnos , Armelle Brun

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

Like other social media websites, YouTube is not immune from the attention of spammers. In particular, evidence can be found of attempts to attract users to malicious third-party websites. As this type of spam is often associated with…

社会与信息网络 · 计算机科学 2012-02-24 Derek O'Callaghan , Martin Harrigan , Joe Carthy , Pádraig Cunningham

The social brain hypothesis fixes to 150 the number of social relationships we are able to maintain. Similar cognitive constraints emerge in several aspects of our daily life, from our mobility up to the way we communicate, and might even…

社会与信息网络 · 计算机科学 2020-10-06 Matteo Cinelli , Emanuele Brugnoli , Ana Lucia Schmidt , Fabiana Zollo , Walter Quattrociocchi , Antonio Scala

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

Energy production and management face significant political, economic, and environmental challenges, yet the rise in information consumption through social media undermines the availability of reliable knowledge to the general public. This…

物理与社会 · 物理学 2025-11-21 Aleix Bassolas , Piero Birello , Julian Vicens

In content recommender systems such as TikTok and YouTube, the platform's recommendation algorithm shapes content producer incentives. Many platforms employ online learning, which generates intertemporal incentives, since content produced…

计算机科学与博弈论 · 计算机科学 2024-06-24 Xinyan Hu , Meena Jagadeesan , Michael I. Jordan , Jacob Steinhardt

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

We propose a novel framework for predicting the factuality of reporting of news media outlets by studying the user attention cycles in their YouTube channels. In particular, we design a rich set of features derived from the temporal…

计算与语言 · 计算机科学 2021-08-31 Krasimira Bozhanova , Yoan Dinkov , Ivan Koychev , Maria Castaldo , Tommaso Venturini , Preslav Nakov

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

Although it is under-studied relative to other social media platforms, YouTube is arguably the largest and most engaging online media consumption platform in the world. Recently, YouTube's scale has fueled concerns that YouTube users are…

社会与信息网络 · 计算机科学 2022-10-12 Homa Hosseinmardi , Amir Ghasemian , Aaron Clauset , Markus Mobius , David M. Rothschild , Duncan J. Watts

Social media broadly refers to digital platforms and applications that simulate social interactions online. This study investigates the impact of social media platforms and their algorithms on political interest among users. As social media…

社会与信息网络 · 计算机科学 2025-07-04 Waseq Billah

I study how strategic communication among voters shapes both political outcomes and parties' advertising strategies in a model of informative campaign advertising. Two main results are derived. First, echo chambers arise endogenously.…

理论经济学 · 经济学 2021-04-13 Monica Anna Giovanniello

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

In this study, we characterize the cross-platform mobilization of YouTube and BitChute videos on Twitter during the 2020 U.S. Election fraud discussions. Specifically, we extend the VoterFraud2020 dataset to describe the prevalence of…

社会与信息网络 · 计算机科学 2022-03-31 Matthew C. Childs , Cody Buntain , Milo Z. Trujillo , Benjamin D. Horne

In the era of social media, people frequently share their own opinions online on various issues and also in the way, get exposed to others' opinions. Be it for selective exposure of news feed recommendation algorithms or our own inclination…

社会与信息网络 · 计算机科学 2023-04-24 Prithwish Jana , Romit Roy Choudhury , Niloy Ganguly

Understanding and predicting the popularity of online items is an important open problem in social media analysis. Considerable progress has been made recently in data-driven predictions, and in linking popularity to external promotions.…

社会与信息网络 · 计算机科学 2018-04-12 Swapnil Mishra , Marian-Andrei Rizoiu , Lexing Xie

Do online platforms facilitate the consumption of potentially harmful content? Using paired behavioral and survey data provided by participants recruited from a representative sample in 2020 (n=1,181), we show that exposure to alternative…

社会与信息网络 · 计算机科学 2023-04-04 Annie Y. Chen , Brendan Nyhan , Jason Reifler , Ronald E. Robertson , Christo Wilson

A concern among content moderation researchers is that hard moderation measures, such as banning content producers, will push users to more extreme information environments. Research in this area is still new, but predominately focuses on…

计算机与社会 · 计算机科学 2023-03-15 Matthew C. Childs , Benjamin D. Horne