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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

Crowdsourced video systems like YouTube and Twitch.tv have been a major internet phenomenon and are nowadays entertaining over a billion users. In addition to video sharing and viewing, over the years they have developed new features to…

社会与信息网络 · 计算机科学 2019-01-29 Adele Lu Jia , Xiaoxue Shen , Siqi Shen , Jun Xu

Video communication has been rapidly increasing over the past decade, with YouTube providing a medium where users can post, discover, share, and react to videos. There has also been an increase in the number of videos citing research…

数字图书馆 · 计算机科学 2022-09-07 Abdul Rahman Shaikh , Hamed Alhoori , Maoyuan Sun

Millions of people use platforms such as YouTube, Facebook, Twitter, and other mass media. Due to the accessibility of these platforms, they are often used to establish a narrative, conduct propaganda, and disseminate misinformation. This…

机器学习 · 计算机科学 2021-07-05 Raj Jagtap , Abhinav Kumar , Rahul Goel , Shakshi Sharma , Rajesh Sharma , Clint P. George

Social networking and micro-blogging services, such as Twitter, play an important role in sharing digital information. Despite the popularity and usefulness of social media, there have been many instances where corrupted users found ways to…

社会与信息网络 · 计算机科学 2021-07-23 Tanveer Khan , Antonis Michalas

The increasing importance of videos as a medium for engagement, communication, and content creation makes them critical for organizations to consider for user feedback. However, sifting through vast amounts of video content on social media…

Veracity of data posted on the microblog platforms has in recent years been a subject of intensive study by professionals specializing in various fields of informatics as well as sociology, particularly in the light of increasing importance…

社会与信息网络 · 计算机科学 2021-01-20 Majed Alrubaian , Muhammad Al-Qurishi , Sherif Omar , Mohamed A. Mostafa

YouTube has today become the primary news source for many users, which raises concerns about the role its recommendation algorithm can play in the spread of misinformation and political polarization. Prior work in this area has mainly…

计算机与社会 · 计算机科学 2026-03-27 Salim Chouaki , Savaiz Nazir , Sandra Siby

Conspiracy theories are widely propagated on social media. Among various social media services, YouTube is one of the most influential sources of news and entertainment. This paper seeks to develop a dataset, YOUNICON, to enable researchers…

计算机与社会 · 计算机科学 2023-04-12 Shaoyi Liaw , Fan Huang , Fabricio Benevenuto , Haewoon Kwak , Jisun An

The spread of inaccurate and misleading information may alter behaviours and complicate crisis management, especially during an emergency like the COVID-19 pandemic. This paper aims to investigate information diffusion during the COVID-19…

计算机与社会 · 计算机科学 2022-12-01 Niccolò Di Marco , Matteo Cinelli , Walter Quattrociocchi

Social video platforms shape how people access information, while recommendation systems can narrow exposure and increase the risk of toxic interaction. Previous research has often examined text or users in isolation, overlooking the…

社会与信息网络 · 计算机科学 2026-04-09 Qiao Wang , Liang Liu , Mitsuo Yoshida

We combine user-centric Twitter data with video-centric YouTube data to analyze who watches and shares what on YouTube. Combination of two data sets, with 87k Twitter users, 5.6mln YouTube videos and 15mln video sharing events, allows rich…

社会与信息网络 · 计算机科学 2016-02-23 Adiya Abisheva , Venkata Rama Kiran Garimella , David Garcia , Ingmar Weber

With YouTube's growing importance as a news platform, its recommendation system came under increased scrutiny. Recognizing YouTube's recommendation system as a broadcaster of media, we explore the applicability of laws that require…

人机交互 · 计算机科学 2021-07-22 Hendrik Heuer , Hendrik Hoch , Andreas Breiter , Yannis Theocharis

The negative effects of misinformation filter bubbles in adaptive systems have been known to researchers for some time. Several studies investigated, most prominently on YouTube, how fast a user can get into a misinformation filter bubble…

Online video-sharing sites such as YouTube are very popular and also used by a lot of people to obtain knowledge and information, also on science, health and technology. Technically they could be valuable tools for the public communication…

计算机与社会 · 计算机科学 2016-04-19 Joachim Allgaier

This paper contributes to the ongoing discussions on the scholarly access to social media data, discussing a case where this access is barred despite its value for understanding and countering online disinformation and despite the absence…

社会与信息网络 · 计算机科学 2022-10-04 Maria Castaldo , Paolo Frasca , Tommaso Venturini , Floriana Gargiulo

This paper proposes a novel framework to evaluate fluid simulation methods based on crowd-sourced user studies in order to robustly gather large numbers of opinions. The key idea for a robust and reliable evaluation is to use a reference…

图形学 · 计算机科学 2020-11-23 Kiwon Um , Xiangyu Hu , Nils Thuerey

The growing influence of video content as a medium for communication and misinformation underscores the urgent need for effective tools to analyze claims in multilingual and multi-topic settings. Existing efforts in misinformation detection…

计算与语言 · 计算机科学 2025-10-13 Patrick Giedemann , Pius von Däniken , Jan Deriu , Alvaro Rodrigo , Anselmo Peñas , Mark Cieliebak

User beliefs about algorithmic systems are constantly co-produced through user interaction and the complex socio-technical systems that generate recommendations. Identifying these beliefs is crucial because they influence how users interact…

人机交互 · 计算机科学 2020-08-10 Oscar Alvarado , Hendrik Heuer , Vero Vanden Abeele , Andreas Breiter , Katrien Verbert

In the Social Web scenario, large amounts of User-Generated Content (UGC) are diffused through social media often without almost any form of traditional trusted intermediaries. Therefore, the risk of running into misinformation is not…

计算机与社会 · 计算机科学 2020-01-28 Gabriella Pasi , Marco Viviani
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