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We present an approach for selecting objectively informative and subjectively helpful annotations to social media posts. We draw on data from on an online environment where contributors annotate misinformation and simultaneously rate the…

社会与信息网络 · 计算机科学 2022-10-31 Stefan Wojcik , Sophie Hilgard , Nick Judd , Delia Mocanu , Stephen Ragain , M. B. Fallin Hunzaker , Keith Coleman , Jay Baxter

Polarization is a problem in modern society. Understanding how opinions evolve through social interactions is crucial for addressing conditions that lead to polarization, consensus, or opinion diversity. Classical opinion dynamics models…

物理与社会 · 物理学 2026-03-06 Brian Mintz , Daniel Simonson , Dominik Wodarz , Feng Fu , Natalia L. Komarova

The proliferation of misinformation on social media has concerning possible consequences, such as the degradation of democratic norms. While recent research on countering misinformation has largely focused on analyzing the effectiveness of…

计算机与社会 · 计算机科学 2025-09-01 Catherine King , Samantha C. Phillips , Kathleen M. Carley

Social media platforms significantly influence ideological divisions by enabling users to select information that aligns with their beliefs and avoid opposing viewpoints. Analyzing approximately 47 million Facebook posts, this study…

社会与信息网络 · 计算机科学 2024-07-08 Giulio Pecile , Niccolò Di Marco , Matteo Cinelli , Walter Quattrociocchi

Social media is increasingly being used as a news-platform. To reach their intended audience, newspapers need for their articles to be well ranked by Facebook's news-feed algorithm. The number of likes, shares and other reactions determine…

计算机与社会 · 计算机科学 2019-11-01 Marc Faddoul

We present a many-body theory that explains and reproduces recent observations of population polarization dynamics, is supported by controlled human experiments, and addresses the controversy surrounding the Internet's impact. It predicts…

物理与社会 · 物理学 2017-12-19 N. F. Johnson , P. Manrique , M. Zheng , Z. Cao , J. Botero , S. Huang , N. Aden , C. Song , J. Leady , N. Velasquez , E. M. Restrepo

Search systems in online social media sites are frequently used to find information about ongoing events and people. For topics with multiple competing perspectives, such as political events or political candidates, bias in the top ranked…

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

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…

Social network websites, such as Facebook, YouTube, Lastfm etc, have become a popular platform for users to connect with each other and share content or opinions. They provide rich information for us to study the influence of user's social…

信息检索 · 计算机科学 2012-06-22 Sanjay Purushotham , Yan Liu , C. -C. Jay Kuo

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

In today's digital age, social media platforms play a crucial role in shaping public opinion. This study explores how discussions led by influencers on Twitter, now known as 'X', affect public sentiment and contribute to online…

社会与信息网络 · 计算机科学 2024-09-18 Rezaur Rashid , Joshua Melton , Ouldouz Ghorbani , Siddharth Krishnan , Shannon Reid , Gabriel Terejanu

Peer recommendation is a crowdsourcing task that leverages the opinions of many to identify interesting content online, such as news, images, or videos. Peer recommendation applications often use social signals, e.g., the number of prior…

物理与社会 · 物理学 2016-01-28 Tad Hogg , Kristina Lerman

When we search online for content, we are constantly exposed to rankings. For example, web search results are presented as a ranking, and online bookstores often show us lists of best-selling books. While popularity-based ranking algorithms…

物理与社会 · 物理学 2019-03-28 Shilun Zhang , Matúš Medo , Linyuan Lü , Manuel Sebastian Mariani

Social media platforms systematically reward popularity over authenticity, incentivizing users to strategically tailor their expression for attention. In this paper, we introduce (i) popularity as a strategic expression mechanism, distinct…

综合经济学 · 经济学 2026-03-03 Zafer Kanik , Zaruhi Hakobyan

We introduce a simple, geometric model of opinion polarization. It is a model of political persuasion, as well as marketing and advertising, utilizing social values. It focuses on the interplay between different topics and persuasion…

社会与信息网络 · 计算机科学 2021-08-26 Jan Hązła , Yan Jin , Elchanan Mossel , Govind Ramnarayan

The rapid growth of social media as a news platform has raised significant concerns about the influence and societal impact of biased and unreliable news on these platforms. While much research has explored user engagement with news on…

社会与信息网络 · 计算机科学 2025-06-03 Alireza Mohammadinodooshan , Niklas Carlsson

In the political arena of social platforms, opposing factions of varying sizes show asymmetrical patterns, and elites and masses within these groups have divergent motivations and influence,challenging simplistic views of polarization. Yet,…

社会与信息网络 · 计算机科学 2026-01-14 Ali Salloum , Ted Hsuan Yun Chen , Mikko Kivelä

Social media has emerged as a significant source of information for people. As agents interact with each other through social media platforms, they create numerous complex social networks. Within these networks, information spread among…

物理与社会 · 物理学 2023-03-07 Jiarui Dong , Yi-Cheng Zhang , Yixiu Kong

Engaged costumers are a very import part of current social media marketing. Public figures and brands have to be very careful about what to post online. That is why the need for accurate strategies for anticipating the impact of a post…

社会与信息网络 · 计算机科学 2019-09-24 Érika S. Rosas-Quezada , Gabriela Ramírez-de-la-Rosa , Esaú Villatoro-Tello