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An increasing reliance on recommender systems has led to concerns about the creation of filter bubbles on social media, especially on short video platforms like TikTok. However, their formation is still not entirely understood due to the…

Information Retrieval · Computer Science 2025-04-15 Nicholas Sukiennik , Haoyu Wang , Zailin Zeng , Chen Gao , Yong Li

Predicting contextualised engagement in videos is a long-standing problem that has been popularly attempted by exploiting the number of views or the associated likes using different computational methods. The recent decade has seen a boom…

Artificial Intelligence · Computer Science 2022-01-19 Sujit Roy , Gnaneswara Rao Gorle , Vishal Gaur , Haider Raza , Shoaib Jameel

In the past decade, we have witnessed an enormous growth in the demand for online video services. Recent studies estimate that nowadays, more than 1% of the global greenhouse gas emissions can be attributed to the production and use of…

Image and Video Processing · Electrical Eng. & Systems 2022-10-12 Christian Herglotz , Werner Robitza , Matthias Kränzler , André Kaup , Alexander Raake

The pervasive use of social media provides massive data about individuals' online social activities and their social relations. The building block of most existing recommendation systems is the similarity between users with social…

Social and Information Networks · Computer Science 2018-03-19 Ghazaleh Beigi , Huan Liu

Digital technology is fundamentally transforming human mobility. Route choices in particular are greatly affected by the availability of traffic data, increased connectivity of data sources and cheap access to computational resources.…

Physics and Society · Physics 2021-06-01 David-Maximilian Storch , Malte Schröder , Marc Timme

Cyberbullying is a disturbing online misbehaviour with troubling consequences. It appears in different forms, and in most of the social networks, it is in textual format. Automatic detection of such incidents requires intelligent systems.…

Computation and Language · Computer Science 2018-12-20 Maral Dadvar , Kai Eckert

Understanding users' interactions with highly subjective content---like artistic images---is challenging due to the complex semantics that guide our preferences. On the one hand one has to overcome `standard' recommender systems challenges,…

Information Retrieval · Computer Science 2016-07-18 Ruining He , Chen Fang , Zhaowen Wang , Julian McAuley

Alas, coordinated hate attacks, or raids, are becoming increasingly common online. In a nutshell, these are perpetrated by a group of aggressors who organize and coordinate operations on a platform (e.g., 4chan) to target victims on another…

Social and Information Networks · Computer Science 2024-06-25 Mohammad Hammas Saeed , Kostantinos Papadamou , Jeremy Blackburn , Emiliano De Cristofaro , Gianluca Stringhini

''TikTok, Do Your Thing'' is a viral trend where users attempt to identify strangers they see in public via information crowd-sourcing. The trend started as early as 2021 and users typically engage with it for romantic purposes (similar to…

Human-Computer Interaction · Computer Science 2025-10-21 Meira Gilbert , Miranda Wei , Lindah Kotut

The Internet Movie Database (IMDb) is one of the most-visited websites in the world and the premier source for information on films. Like Wikipedia, much of IMDb's information is user contributed. IMDb also allows users to voice their…

We study the problem of predicting student knowledge acquisition in online courses from clickstream behavior. Motivated by the proliferation of eLearning lecture delivery, we specifically focus on student in-video activity in lectures…

Machine Learning · Computer Science 2021-11-17 Yun-Wei Chu , Elizabeth Tenorio , Laura Cruz , Kerrie Douglas , Andrew S. Lan , Christopher G. Brinton

Crowdsourcing has revolutionized the process of knowledge building on the web. Wikipedia and StackOverflow are witness to this uprising development. However, the dynamics behind the process of crowdsourcing in the domain of knowledge…

Human-Computer Interaction · Computer Science 2016-05-12 Anamika Chhabra , S. R. S. Iyengar , Jaspal Singh Saini

Portraying emotion and trustworthiness is known to increase the appeal of video content. However, the causal relationship between these signals and online user engagement is not well understood. This limited understanding is partly due to a…

Multimedia · Computer Science 2021-05-05 Lukas Stappen , Alice Baird , Michelle Lienhart , Annalena Bätz , Björn Schuller

Interactions between users and videos are the major data source of performing video recommendation. Despite lots of existing recommendation methods, user behaviors on videos, which imply the complex relations between users and videos, are…

Computer Vision and Pattern Recognition · Computer Science 2021-06-30 Wei Zhuo , Kunchi Liu , Taofeng Xue , Beihong Jin , Beibei Li , Xinzhou Dong , He Chen , Wenhai Pan , Xuejian Zhang , Shuo Zhou

Established in 2005, YouTube has become the most successful Internet site providing a new generation of short video sharing service. Today, YouTube alone comprises approximately 20% of all HTTP traffic, or nearly 10% of all traffic on the…

Networking and Internet Architecture · Computer Science 2007-07-26 Xu Cheng , Cameron Dale , Jiangchuan Liu

Despite recommender systems play a key role in network content platforms, mining the user's interests is still a significant challenge. Existing works predict the user interest by utilizing user behaviors, i.e., clicks, views, etc., but…

Information Retrieval · Computer Science 2023-08-15 Xuanji Xiao , Huaqiang Dai , Qian Dong , Shuzi Niu , Yuzhen Liu , Pei Liu

Crowd-sourcing has become a popular means of acquiring labeled data for a wide variety of tasks where humans are more accurate than computers, e.g., labeling images, matching objects, or analyzing sentiment. However, relying solely on the…

Machine Learning · Computer Science 2014-12-23 Barzan Mozafari , Purnamrita Sarkar , Michael J. Franklin , Michael I. Jordan , Samuel Madden

People regularly share items using online social media. However, people's decisions around sharing---who shares what to whom and why---are not well understood. We present a user study involving 87 pairs of Facebook users to understand how…

Human-Computer Interaction · Computer Science 2014-12-04 Amit Sharma , Dan Cosley

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

Recommendation systems underpin the serving of nearly all online content in the modern age. From Youtube and Netflix recommendations, to Facebook feeds and Google searches, these systems are designed to filter content to the predicted…

Information Retrieval · Computer Science 2020-11-10 Emil Noordeh , Roman Levin , Ruochen Jiang , Harris Shadmany
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