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YouTube (http://www.youtube.com) is an online, public-access video-sharing site that allows users to post short streaming-video submissions for open viewing. Along with Google, MySpace, Facebook, etc. it is one of the great success stories…

Physics Education · Physics 2008-08-27 A. P. Micolich

Unlike popular videos, which would have already achieved high viewership numbers by the time they are declared popular, YouTube trending videos represent content that targets viewers attention over a relatively short time, and has the…

Social and Information Networks · Computer Science 2014-09-30 Iman Barjasteh , Ying Liu , Hayder Radha

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…

Human-Computer Interaction · Computer Science 2023-07-26 Manish Sihag , Ze Shi Li , Amanda Dash , Nowshin Nawar Arony , Kezia Devathasan , Neil Ernst , Alexandra Albu , Daniela Damian

Online video streaming through mobile devices has become extremely popular nowadays. YouTube, for example, reported that the percentage of its traffic streaming to mobile devices has soared from 6% to more than 40% over the past two years.…

Networking and Internet Architecture · Computer Science 2014-11-11 Yung-Chih Chen , Don Towsley , Ramin Khalili

This paper critically audits the search endpoint of YouTube's Data API (v3), a common tool for academic research. Through systematic weekly searches over six months using eleven queries, we identify major limitations regarding completeness,…

Information Retrieval · Computer Science 2025-11-25 Bernhard Rieder , Adrian Padilla , Oscar Coromina

YouTube is an important source of news and entertainment worldwide, but the scale makes it challenging to study the ideas and topics being discussed on the platform. This paper presents new methods to discover and classify YouTube channels…

Machine Learning · Computer Science 2020-10-21 Sam Clark , Anna Zaitsev

This work presents a user-centric recommendation framework, designed as a pipeline with four distinct, connected, and customizable phases. These phases are intended to improve explainability and boost user engagement. We have collected the…

Information Retrieval · Computer Science 2025-05-19 Jaime Ramirez Castillo , M. Julia Flores , Ann E. Nicholson

Music streaming platforms are currently among the main sources of music consumption, and the embedded recommender systems significantly influence what the users consume. There is an increasing interest to ensure that those platforms and…

Human-Computer Interaction · Computer Science 2025-02-20 Andres Ferraro , Xavier Serra , Christine Bauer

With the continuous increase of internet usage in todays time, everyone is influenced by this source of the power of technology. Due to this, the rise of applications and games Is unstoppable. A major percentage of our population uses these…

Information Retrieval · Computer Science 2022-11-22 Vandit Gupta , Akshit Diwan , Chaitanya Chadha , Ashish Khanna , Deepak Gupta

As music has become more available especially on music streaming platforms, people have started to have distinct preferences to fit to their varying listening situations, also known as context. Hence, there has been a growing interest in…

Sound · Computer Science 2022-11-15 Karim M. Ibrahim , Elena V. Epure , Geoffroy Peeters , Gaël Richard

YouTube is central to contemporary mass media. However, the official YouTube API does not provide access to the full set of creators or creator metadata on the platform. This lack of basic visibility into the YouTube ecosystem hinders…

Social and Information Networks · Computer Science 2026-05-11 Chloe Eggleston , Abram Handler , Maria Leonor Pacheco

Live streaming plays a major role in today's digital platforms, supporting entertainment, education, social media, etc. However, research in this field is limited by the lack of large, publicly available datasets that capture real-time…

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

To promote engagement, recommendation algorithms on platforms like YouTube increasingly personalize users' feeds, limiting users' exposure to diverse content and depriving them of opportunities to reflect on their interests compared to…

Human-Computer Interaction · Computer Science 2022-01-28 Md Momen Bhuiyan , Carlos Augusto Bautista Isaza , Tanushree Mitra , Sang Won Lee

IT offers some benefits and collaborations in various sectors. This research focuses on exploring higher education subjects via social technology, YouTube. YouTube is the world largest video based contents application in the world. Current…

Computers and Society · Computer Science 2017-08-17 Leon Andretti Abdillah

Understanding the factors that impact the popularity dynamics of social media can drive the design of effective information services, besides providing valuable insights to content generators and online advertisers. Taking YouTube as case…

Social and Information Networks · Computer Science 2014-10-20 Flavio Figueiredo , Jussara M. Almeida , Marcos André Gonçalves , Fabrício Benevenuto

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…

Human-Computer Interaction · Computer Science 2021-07-22 Hendrik Heuer , Hendrik Hoch , Andreas Breiter , Yannis Theocharis

Video streaming, in various forms of video on demand (VOD), live, and 360 degree streaming, has grown dramatically during the past few years. In comparison to traditional cable broadcasters whose contents can only be watched on TVs, video…

Multimedia · Computer Science 2020-12-01 Xiangbo Li , Mahmoud Darwich , Magdy Bayoumi , Mohsen Amini Salehi

YouTube presents an unprecedented opportunity to explore how machine learning methods can improve healthcare information dissemination. We propose an interdisciplinary lens that synthesizes machine learning methods with healthcare…

Computer Vision and Pattern Recognition · Computer Science 2018-07-10 Xiao Liu , Bin Zhang , Anjana Susarla , Rema Padman

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