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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…

Machine Learning · Computer Science 2021-07-05 Raj Jagtap , Abhinav Kumar , Rahul Goel , Shakshi Sharma , Rajesh Sharma , Clint P. George

One of the key emerging roles of the YouTube platform is providing creators the ability to generate revenue from their content and interactions. Alongside tools provided directly by the platform, such as revenue-sharing from advertising,…

Computers and Society · Computer Science 2022-10-10 Yiqing Hua , Manoel Horta Ribeiro , Robert West , Thomas Ristenpart , Mor Naaman

Sentiment Analysis is currently a vital area of research. With the advancement in the use of the internet, the creation of social media, websites, blogs, opinions, ratings, etc. has increased rapidly. People express their feedback and…

Machine Learning · Computer Science 2022-05-24 Tanvi Mehta , Ganesh Deshmukh

Hate content in social media is ever-increasing. While Facebook, Twitter, Google have attempted to take several steps to tackle the hateful content, they have mostly been unsuccessful. Counterspeech is seen as an effective way of tackling…

Social and Information Networks · Computer Science 2019-04-08 Binny Mathew , Punyajoy Saha , Hardik Tharad , Subham Rajgaria , Prajwal Singhania , Suman Kalyan Maity , Pawan Goyal , Animesh Mukherje

Understanding how media rhetoric shapes audience engagement is crucial in the attention economy. This study examines how moral emotional framing by mainstream news channels on YouTube influences user behavior across Korea and the United…

Computers and Society · Computer Science 2026-02-02 Seongchan Park , Jaehong Kim , Hyeonseung Kim , Heejin Bin , Sue Moon , Wonjae Lee

Online content creators spend significant time and effort building their user base through a long, often arduous process that requires finding the right "niche" to cater to. So, what incentive is there for an established content creator…

Computers and Society · Computer Science 2026-02-27 Alejandro Cuevas , Manoel Horta Ribeiro , Nicolas Christin

On social media algorithms for content promotion, accounting for users preferences, might limit the exposure to unsolicited contents. In this work, we study how the same contents (videos) are consumed on different platforms -- i.e. Facebook…

Social and Information Networks · Computer Science 2016-09-28 Alessandro Bessi , Fabiana Zollo , Michela Del Vicario , Michelangelo Puliga , Antonio Scala , Guido Caldarelli , Brian Uzzi , Walter Quattrociocchi

With increasing attention to online anti-social behaviors such as personal attacks and bigotry, it is critical to have an accurate accounting of how widespread anti-social behaviors are. In this paper, we empirically measure the prevalence…

Human-Computer Interaction · Computer Science 2022-08-30 Joon Sung Park , Joseph Seering , Michael S. Bernstein

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…

Computers and Society · Computer Science 2022-12-01 Niccolò Di Marco , Matteo Cinelli , Walter Quattrociocchi

The discourse around conspiracy theories is currently thriving amidst the rampant misinformation in online environments. Research in this field has been focused on detecting conspiracy theories on social media, often relying on limited…

Social and Information Networks · Computer Science 2024-02-06 Margherita Gambini , Serena Tardelli , Maurizio Tesconi

This technical report discusses three metrics of user engagement with online media. They are Commenting frequency, Voting frequency, and Voting balance. These relative figures can be derived from established, basic statistics available for…

Human-Computer Interaction · Computer Science 2014-04-11 Lassi A Liikkanen

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…

Computers and Society · Computer Science 2016-04-19 Joachim Allgaier

Much of the research in online moderation focuses on punitive actions. However, emerging research has shown that positive reinforcement is effective at encouraging desirable behavior on online platforms. We extend this research by studying…

Human-Computer Interaction · Computer Science 2024-04-05 Frederick Choi , Charlotte Lambert , Vinay Koshy , Sowmya Pratipati , Tue Do , Eshwar Chandrasekharan

Comment sections below online news articles enjoy growing popularity among readers. However, the overwhelming number of comments makes it infeasible for the average news consumer to read all of them and hinders engaging discussions. Most…

Information Retrieval · Computer Science 2020-03-27 Julian Risch , Ralf Krestel

Due to its status as the most popular video sharing platform, YouTube plays an important role in the online strategy of extreme right groups, where it is often used to host associated content such as music and other propaganda. In this…

Social and Information Networks · Computer Science 2013-08-29 Derek O'Callaghan , Derek Greene , Maura Conway , Joe Carthy , Pádraig Cunningham

In the context of Twitter, social capitalists are specific users trying to increase their number of followers and interactions by any means. These users are not healthy for the Twitter network since they flaw notions of influence and…

Social and Information Networks · Computer Science 2014-10-22 Vincent Labatut , Nicolas Dugué , Anthony Perez

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…

Social and Information Networks · Computer Science 2023-06-02 Celina Treuillier , Sylvain Castagnos , Armelle Brun

In this work, we provide an in-depth analysis of collusive entities on YouTube fostered by various blackmarket services. Following this, we propose models to detect three types of collusive YouTube entities - videos seeking collusive likes,…

Social and Information Networks · Computer Science 2021-08-11 Hridoy Sankar Dutta , Mayank Jobanputra , Himani Negi , Tanmoy Chakraborty

Cyberbullying and cyberaggression are increasingly worrisome phenomena affecting people across all demographics. More than half of young social media users worldwide have been exposed to such prolonged and/or coordinated digital harassment.…

Social and Information Networks · Computer Science 2019-07-23 Despoina Chatzakou , Ilias Leontiadis , Jeremy Blackburn , Emiliano De Cristofaro , Gianluca Stringhini , Athena Vakali , Nicolas Kourtellis

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…

Social and Information Networks · Computer Science 2022-10-12 Homa Hosseinmardi , Amir Ghasemian , Aaron Clauset , Markus Mobius , David M. Rothschild , Duncan J. Watts