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

200 papers

In light of the enduring success of music streaming services, it is noteworthy that an increasing number of users are positively gravitating toward YouTube as their preferred platform for listening to music. YouTube differs from typical…

Human-Computer Interaction · Computer Science 2023-07-28 Ahyeon Choi , Eunsik Shin , Haesun Joung , Joongseek Lee , Kyogu Lee

The ideological asymmetries have been recently observed in contested online spaces, where conservative voices seem to be relatively more pronounced even though liberals are known to have the population advantage on digital platforms. Most…

Social and Information Networks · Computer Science 2022-04-12 JooYoung Lee , Siqi Wu , Ali Mert Ertugrul , Yu-Ru Lin , Lexing Xie

In video recommendation, an ongoing effort is to satisfy users' personalized information needs by leveraging their logged watch time. However, watch time prediction suffers from duration bias, hindering its ability to reflect users'…

Information Retrieval · Computer Science 2024-06-14 Haiyuan Zhao , Guohao Cai , Jieming Zhu , Zhenhua Dong , Jun Xu , Ji-Rong Wen

Watch-time prediction remains to be a key factor in reinforcing user engagement via video recommendations. It has become increasingly important given the ever-growing popularity of online videos. However, prediction of watch time not only…

Information Retrieval · Computer Science 2022-06-14 Ruohan Zhan , Changhua Pei , Qiang Su , Jianfeng Wen , Xueliang Wang , Guanyu Mu , Dong Zheng , Peng Jiang

Video dissemination through sites such as YouTube can have widespread impacts on opinions, thoughts, and cultures. Not all videos will reach the same popularity and have the same impact. Popularity differences arise not only because of…

Social and Information Networks · Computer Science 2013-11-27 Youmna Borghol , Sebastien Ardon , Niklas Carlsson , Derek Eager , Anirban Mahanti

YouTube is the second most visited website in the world and receives comments from millions of commenters daily. The comments section acts as a space for discussions among commenters, but it could also be a breeding ground for problematic…

Social and Information Networks · Computer Science 2023-04-18 Shadi Shajari , Nitin Agarwal , Mustafa Alassad

Accurately analyzing and modeling online browsing behavior play a key role in understanding users and technology interactions. In this work, we design and conduct a user study to collect browsing data from 31 participants continuously for…

Computers and Society · Computer Science 2021-08-17 Yuliia Lut , Michael Wang , Elissa M. Redmiles , Rachel Cummings

Among the vast information available on the web, social media streams capture what people currently pay attention to and how they feel about certain topics. Awareness of such trending topics plays a crucial role in multimedia systems such…

Social and Information Networks · Computer Science 2014-06-17 Tim Althoff , Damian Borth , Jörn Hees , Andreas Dengel

YouTube plays an ever more important role as a political medium. Yet, the implications are to-date not well understood and difficult to analyse, since access to YouTube's statistics is limited. To address this gap, we surveyed 124 people…

Computers and Society · Computer Science 2020-12-15 Yury Kolotaev , Konrad Kollnig

With the growth of user-generated content, we observe the constant rise of the number of companies, such as search engines, content aggregators, etc., that operate with tremendous amounts of web content not being the services hosting it.…

Information Retrieval · Computer Science 2016-11-29 Alexey Drutsa , Gleb Gusev , Pavel Serdyukov

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…

Students are increasingly using online materials to learn new subjects or to supplement their learning process in educational institutions. Issues regarding gender bias have been raised in the context of formal education and some measures…

Information Retrieval · Computer Science 2022-06-22 Gizem Gezici , Yucel Saygin

Micro-videos platforms such as TikTok are extremely popular nowadays. One important feature is that users no longer select interested videos from a set, instead they either watch the recommended video or skip to the next one. As a result,…

Information Retrieval · Computer Science 2023-09-01 Yuhan Quan , Jingtao Ding , Chen Gao , Nian Li , Lingling Yi , Depeng Jin , Yong Li

In the nascent days of e-content delivery, having a superior product was enough to give companies an edge against the competition. With today's fiercely competitive market, one needs to be multiple steps ahead, especially when it comes to…

Machine Learning · Computer Science 2014-05-21 Everaldo Aguiar , Saurabh Nagrecha , Nitesh V. Chawla

Many people now watch health videos, such as diet, exercise, mental health, COVID-19, and chronic disease videos, on social media. Most existing studies focused on video creators, leaving the motivations and practices of viewers…

Human-Computer Interaction · Computer Science 2024-04-03 Jiaying Liu , Yan Zhang

The significance of estimating video watch time has been highlighted by the rising importance of (short) video recommendation, which has become a core product of mainstream social media platforms. Modeling video watch time, however, has…

Information Retrieval · Computer Science 2025-02-25 Shentao Yang , Haichuan Yang , Linna Du , Adithya Ganesh , Bo Peng , Boying Liu , Serena Li , Ji Liu

This paper uses vine copula to analyze the multivariate statistical dependence in a massive YouTube dataset consisting of 6 million videos over 25 thousand channels. Specifically we study the statistical dependency of 7 YouTube meta-level…

Social and Information Networks · Computer Science 2018-01-01 Vikram Krishnamurthy , Yan Duan

Getting deeper insights into the online browsing behavior of Web users has been a major research topic since the advent of the WWW. It provides useful information to optimize website design, Web browser design, search engines offerings, and…

Human-Computer Interaction · Computer Science 2014-02-24 Christian von der Weth , Manfred Hauswirth

Micro-videos are six-second videos popular on social media networks with several unique properties. Firstly, because of the authoring process, they contain significantly more diversity and narrative structure than existing collections of…

Computer Vision and Pattern Recognition · Computer Science 2016-04-04 Phuc Xuan Nguyen , Gregory Rogez , Charless Fowlkes , Deva Ramanan

Video sharing and entertainment websites have rapidly grown in popularity and now constitute some of the most visited websites on the Internet. Despite the active user engagement on these online video-sharing platforms, most of recent…

Human-Computer Interaction · Computer Science 2017-06-13 Rishabh Mehrotra , Prasanta Bhattacharya