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Related papers: A Data-driven Study of View Duration on YouTube

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What makes content go viral? Which videos become popular and why others don't? Such questions have elicited significant attention from both researchers and industry, particularly in the context of online media. A range of models have been…

Social and Information Networks · Computer Science 2018-03-02 Quyu Kong , Marian-Andrei Rizoiu , Siqi Wu , Lexing Xie

Climate change debates have gained increasing visibility on social media, with YouTube emerging as one of the most influential platforms for political communication. Reaching billions of users worldwide, it functions both as a news outlet…

Social and Information Networks · Computer Science 2025-12-10 Sanika Damle , Radhika Krishnan

While substantial effort has been devoted to understand fraudulent activity in traditional online advertising (search and banner), more recent forms such as video ads have received little attention. The understanding and identification of…

Computers and Society · Computer Science 2016-02-08 Miriam Marciel , Ruben Cuevas , Albert Banchs , Roberto Gonzalez , Stefano Traverso , Mohamed Ahmed , Arturo Azcorra

As crowd-sourced curation of news and information become the norm, it is important to understand not only how individuals consume information through social news Web sites, but also how they contribute to their ranking systems. In the…

Social and Information Networks · Computer Science 2017-03-16 Maria Glenski , Corey Pennycuff , Tim Weninger

On social media platforms, like Twitter, users are often interested in gaining more influence and popularity by growing their set of followers, aka their audience. Several studies have described the properties of users on Twitter based on…

Social and Information Networks · Computer Science 2016-03-15 Przemyslaw A. Grabowicz , Mahmoudreza Babaei , Juhi Kulshrestha , Ingmar W. Weber

The rapid evolution of the gaming industry, driven by technological advancements and a burgeoning community, necessitates a deeper understanding of user sentiments, especially as expressed on popular social media platforms like YouTube.…

Computation and Language · Computer Science 2025-11-11 Adi Danish Bin Muhammad Amin , Mohaiminul Islam Bhuiyan , Nur Shazwani Kamarudin , Zulfahmi Toh , Nur Syafiqah Nafis

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…

Computers and Society · Computer Science 2026-03-27 Salim Chouaki , Savaiz Nazir , Sandra Siby

The consumption of music has its specificities in comparison with other media, especially in relation to listening durations and replays. Music recommendation can take these properties into account in order to predict the behaviours of the…

Information Retrieval · Computer Science 2017-11-15 Pierre Hanna

Video-sharing social media like YouTube provide access to diverse cultural products from all over the world, making it possible to test theories that the Web facilitates global cultural convergence. Drawing on a daily listing of YouTube's…

Social and Information Networks · Computer Science 2017-05-26 Minsu Park , Jaram Park , Young Min Baek , Michael Macy

Understanding what drives popularity is critical in today's digital service economy, where content creators compete for consumer attention. Prior studies have primarily emphasized the role of content features, yet creators often misjudge…

Computation and Language · Computer Science 2025-10-14 Jingyi Wu , Junying Liang

Understanding how people interact with the web is key for a variety of applications, e.g., from the design of effective web pages to the definition of successful online marketing campaigns. Browsing behavior has been traditionally…

Computers and Society · Computer Science 2021-05-05 Luca Vassio , Idilio Drago , Marco Mellia , Zied Ben Houidi , Mohamed Lamine Lamali

An important metric of users' satisfaction and engagement within on-line streaming services is the user session length, i.e. the amount of time they spend on a service continuously without interruption. Being able to predict this value…

Machine Learning · Statistics 2018-06-26 Antoine Dedieu , Rahul Mazumder , Zhen Zhu , Hossein Vahabi

In video recommendation, a critical component that determines the system's recommendation accuracy is the watch-time prediction module, since how long a user watches a video directly reflects personalized preferences. One of the key…

Information Retrieval · Computer Science 2025-04-11 Shanshan Wu , Shuchang Liu , Shuai Zhang , Xiaoyu Yang , Xiang Li , Lantao Hu , Han Li

This paper deals with the issue of the perceptual quality evaluation of user-generated videos shared online, which is an important step toward designing video-sharing services that maximize users' satisfaction in terms of quality. We first…

Multimedia · Computer Science 2018-09-17 Soobeom Jang , Jong-Seok Lee

On general video-sharing platforms like YouTube, comments are displayed independently of video playback. As viewers often read comments while watching a video, they may encounter ones referring to moments unrelated to the current scene,…

Multimedia · Computer Science 2026-03-30 Minsun Kim , Dawon Lee , Junyong Noh

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

Emotional expressions form a key part of user behavior on today's digital platforms. While multimodal emotion recognition techniques are gaining research attention, there is a lack of deeper understanding on how visual and non-visual…

Multimedia · Computer Science 2021-07-01 Prasanta Bhattacharya , Raj Kumar Gupta , Yinping Yang

Social media has become an essential part of the daily routines of children and adolescents. Moreover, enormous efforts have been made to ensure the psychological and emotional well-being of young users as well as their safety when…

Computers and Society · Computer Science 2021-03-17 Sultan Alshamrani , Ahmed Abusnaina , Mohammed Abuhamad , Daehun Nyang , David Mohaisen

Do online platforms facilitate the consumption of potentially harmful content? Using paired behavioral and survey data provided by participants recruited from a representative sample in 2020 (n=1,181), we show that exposure to alternative…

Social and Information Networks · Computer Science 2023-04-04 Annie Y. Chen , Brendan Nyhan , Jason Reifler , Ronald E. Robertson , Christo Wilson

We examine the properties of all HTTP requests generated by a thousand undergraduates over a span of two months. Preserving user identity in the data set allows us to discover novel properties of Web traffic that directly affect models of…

Human-Computer Interaction · Computer Science 2010-03-30 Mark Meiss , John Duncan , Bruno Gonçalves , José J. Ramasco , Filippo Menczer