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Social media has a misinformation problem, and counterspeech -- fighting bad speech with more speech -- has been an ineffective solution. Here, we argue that bridging-based ranking -- an algorithmic approach to promoting content favored by…

计算机与社会 · 计算机科学 2024-10-17 Kenny Peng , James Grimmelmann

In recent years online social networks have become increasingly prominent in political campaigns and, concurrently, several countries have experienced shock election outcomes. This paper proposes a model that links these two phenomena. In…

理论经济学 · 经济学 2020-11-03 Edoardo Gallo , Alastair Langtry

Social media users express their political preferences via interaction with other users, by spontaneous declarations or by participation in communities within the network. This makes a social network such as Twitter a valuable data source…

社会与信息网络 · 计算机科学 2024-06-13 Joseba Fernandez de Landa , Rodrigo Agerri

Recommendation systems are widely used in web services, such as social networks and e-commerce platforms, to serve personalized content to the users and, thus, enhance their experience. While personalization assists users in navigating…

社会与信息网络 · 计算机科学 2023-12-08 Nicolas Lanzetti , Florian Dörfler , Nicolò Pagan

The pervasive use of social media provides massive data about individuals' online social activities and their social relations. The building block of most existing recommendation systems is the similarity between users with social…

社会与信息网络 · 计算机科学 2018-03-19 Ghazaleh Beigi , Huan Liu

The massive amount of text data on the web has facilitated research on the quantitative analysis of public opinion, which could not be visualized earlier. In this paper, we propose a new opinion dynamics theory. This theory that is intended…

物理与社会 · 物理学 2019-01-01 Akira Ishii , Yasuko Kawahata

The news media shape public opinion, and often, the visual bias they contain is evident for human observers. This bias can be inferred from how different media sources portray different subjects or topics. In this paper, we model visual…

机器学习 · 计算机科学 2019-11-04 Christopher Thomas , Adriana Kovashka

Social media platforms can expose influential trends in many aspects of everyday life. However, the movements they represent can be contaminated by disinformation. Social bots are one of the significant sources of disinformation in social…

机器学习 · 计算机科学 2022-03-14 Maryam Heidari , James H Jr Jones , Ozlem Uzuner

This article investigates the impact of user homophily on the social process of information diffusion in online social media. Over several decades, social scientists have been interested in the idea that similarity breeds connection:…

计算机与社会 · 计算机科学 2010-06-10 Munmun De Choudhury , Hari Sundaram , Ajita John , Doree Duncan Seligmann , Aisling Kelliher

In a pre-registered algorithmic audit, we found that, relative to a reverse-chronological baseline, Twitter's engagement-based ranking algorithm amplifies emotionally charged, out-group hostile content that users say makes them feel worse…

社会与信息网络 · 计算机科学 2024-12-10 Smitha Milli , Micah Carroll , Yike Wang , Sashrika Pandey , Sebastian Zhao , Anca D. Dragan

While social media make it easy to connect with and access information from anyone, they also facilitate basic influence and unfriending mechanisms that may lead to segregated and polarized clusters known as "echo chambers." Here we study…

计算机与社会 · 计算机科学 2026-05-19 Kazutoshi Sasahara , Wen Chen , Hao Peng , Giovanni Luca Ciampaglia , Alessandro Flammini , Filippo Menczer

Corrections given by ordinary social media users, also referred to as Social Correction have emerged as a viable intervention against misinformation as per the recent literature. However, little is known about how often users give disputing…

社会与信息网络 · 计算机科学 2025-05-06 Sameera S. Vithanage , Keith Ransom , Antonette Mendoza , Shanika Karunasekera

The digital spread of misinformation is one of the leading threats to democracy, public health, and the global economy. Popular strategies for mitigating misinformation include crowdsourcing, machine learning, and media literacy programs…

社会与信息网络 · 计算机科学 2021-06-09 Douglas Guilbeault , Samuel Woolley , Joshua Becker

The concept of `fake news' has been referenced and thrown around in news reports so much in recent years that it has become a news topic in its own right. At its core, it poses a chilling question -- what do we do if our worldview is…

社会与信息网络 · 计算机科学 2019-04-10 Cristian Pop , Alexandru Popa

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

Opinion summarisation aims to summarise the salient information and opinions presented in documents such as product reviews, discussion forums, and social media texts into short summaries that enable users to effectively understand the…

计算与语言 · 计算机科学 2024-02-02 Nannan Huang , Haytham Fayek , Xiuzhen Zhang

Social media platforms have been exploited to disseminate misinformation in recent years. The widespread online misinformation has been shown to affect users' beliefs and is connected to social impact such as polarization. In this work, we…

计算机与社会 · 计算机科学 2021-11-02 Yichen Wang , Richard Han , Tamara Lehman , Qin Lv , Shivakant Mishra

Personalized news recommendation systems inadvertently create information cocoons--homogeneous information bubbles that reinforce user biases and amplify societal polarization. To address the lack of comprehensive assessment frameworks in…

信息检索 · 计算机科学 2025-09-16 Xin Wang , Xiaowen Huang , Jitao Sang

Facebook News Feed personalization algorithm has a significant impact, on a daily basis, on the lifestyle, mood and opinion of millions of Internet users. Nonetheless, the behavior of such algorithms usually lacks transparency, motivating…

社会与信息网络 · 计算机科学 2018-11-01 Eduardo Hargreaves , Claudio Agosti , Daniel Menasché , Giovanni Neglia , Alexandre Reiffers-Masson , Eitan Altman

Public opinion is a crucial factor in shaping political decision-making. Nowadays, social media has become an essential platform for individuals to engage in political discussions and express their political views, presenting researchers…

社会与信息网络 · 计算机科学 2023-04-25 Xingyu Peng , Zhenkun Zhou , Chong Zhang , Ke Xu
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