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This article presents a systematic analysis of the patterns of behavior of individuals as well as groups observed in community-driven platforms for discussion like Reddit, where users usually exchange information and viewpoints on their…

Social and Information Networks · Computer Science 2020-01-01 Sachin Thukral , Arnab Chatterjee , Hardik Meisheri , Tushar Kataria , Aman Agarwal , Ishan Verma , Lipika Dey

YouTube, with millions of content creators, has become the preferred destination for watching videos online. Through the Partner program, YouTube allows content creators to monetize their popular videos. Of significant importance for…

Social and Information Networks · Computer Science 2016-11-03 Wiliam Hoiles , Anup Aprem , Vikram Krishnamurthy

In Twitter, and other microblogging services, the generation of new content by the crowd is often biased towards immediacy: what is happening now. Prompted by the propagation of commentary and information through multiple mediums, users on…

Information Retrieval · Computer Science 2016-02-10 Flávio Martins , João Magalhães , Jamie Callan

How is popularity gained online? Is being successful strictly related to rapidly becoming viral in an online platform or is it possible to acquire popularity in a steady and disciplined fashion? What are other temporal characteristics that…

Machine Learning · Computer Science 2019-04-11 Mert Ozer , Anna Sapienza , Andrés Abeliuk , Goran Muric , Emilio Ferrara

Social media can be viewed as a social system where the currency is attention. People post content and interact with others to attract attention and gain new followers. In this paper, we examine the distribution of attention across a large…

Social and Information Networks · Computer Science 2016-01-28 Linhong Zhu , Kristina Lerman

On social media platforms and Twitter in particular, specific classes of users such as influencers have been given satisfactory operational definitions in terms of network and content metrics. Others, for instance online activists, are not…

Information Retrieval · Computer Science 2019-03-19 Flavio Primo , Paolo Missier , Alexander Romanovsky , Mickael Figueredo , Nelio Cacho

We here focus on the problem of predicting the popularity trend of user generated content (UGC) as early as possible. Taking YouTube videos as case study, we propose a novel two-step learning approach that: (1) extracts popularity trends…

Social and Information Networks · Computer Science 2016-02-16 Flavio Figueiredo , Jussara M. Almeida , Marcos André Gonçalves , Fabrício Benevenuto

Use of socially generated "big data" to access information about collective states of the minds in human societies has become a new paradigm in the emerging field of computational social science. A natural application of this would be the…

Physics and Society · Physics 2023-01-05 Márton Mestyán , Taha Yasseri , János Kertész

In addition to more personalized content feeds, some leading social media platforms give a prominent role to content that is more widely popular. On Twitter, "trending topics" identify popular topics of conversation on the platform, thereby…

Social and Information Networks · Computer Science 2023-04-12 Joseph Schlessinger , Kiran Garimella , Maurice Jakesch , Dean Eckles

Social learning is a fundamental mechanism shaping decision-making across numerous social networks, including social trading platforms. In those platforms, investors combine traditional investing with copying the behavior of others.…

Physics and Society · Physics 2025-07-04 Bijin Joseph , Christoph Riedl , Alex Pentland , Esteban Moro

Video streaming platforms such as Youtube, Twitch, and DLive allow users to live-stream video content for viewers who can optionally express their appreciation through monetary donations. DLive is one of the smaller and lesser-known…

Social and Information Networks · Computer Science 2021-05-14 Megan Squire

This paper presents a novel algorithm for peer-to-peer (P2P) live streaming that addresses the limitations of single-layer systems through a multi-layered approach. The proposed solution adapts to diverse user capabilities and bandwidth…

Networking and Internet Architecture · Computer Science 2024-12-02 Rashmi Kushwaha , Rahul Bhattacharyya , Yatindra Nath Singh

Thanks to platforms such as Twitter and Facebook, people can know facts and events that otherwise would have been silenced. However, social media significantly contribute also to fast spreading biased and false news while targeting specific…

Social and Information Networks · Computer Science 2025-11-05 Alessandro Balestrucci , Rocco De Nicola , Marinella Petrocchi , Catia Trubiani

Live streaming platforms offer a distinctive way for users and content creators to interact with each other through real-time communication. While research on user behavior in online platforms has explored how users discover their favorite…

Human-Computer Interaction · Computer Science 2025-09-12 Akira Matsui , Kazuki Fujikawa , Ryo Sasaki , Ryo Adachi

Live streaming platforms host interconnected communities of content creators whose audiences overlap and interact in ways that are poorly understood at fine temporal resolution. We present a descriptive longitudinal study of audience…

Social and Information Networks · Computer Science 2026-03-26 Maxwell Shepherd

The Internet has significantly affected the increase of social media users. Nowadays, informative content is presented along with entertainment on the web. Highlighting environmental issues on social networks is crucial, given their…

Human-Computer Interaction · Computer Science 2025-03-25 Malika Ziyada , Pakizar Shamoi

Modern society depends on the flow of information over online social networks, and users of popular platforms generate significant behavioral data about themselves and their social ties. However, it remains unclear what fundamental limits…

Physics and Society · Physics 2019-02-12 James P. Bagrow , Xipei Liu , Lewis Mitchell

Recommendation systems are pervasive in the digital economy. An important assumption in many deployed systems is that user consumption reflects user preferences in a static sense: users consume the content they like with no other…

Computers and Society · Computer Science 2023-02-14 Andreas Haupt , Dylan Hadfield-Menell , Chara Podimata

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 service, because they are either spammers or real users flawing…

Social and Information Networks · Computer Science 2015-06-16 Nicolas Dugué , Vincent Labatut , Anthony Perez

On social media sharing platforms, some posts are inherently destined for popularity. Therefore, understanding the reasons behind this phenomenon and predicting popularity before post publication holds significant practical value. The…

Social and Information Networks · Computer Science 2024-10-15 Zhizhen Zhang , Ruihong Qiu , Xiaohui Xie