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We model social media as collections of users producing and consuming content. Users value consuming content, but doing so uses up their scarce attention, and hence they prefer content produced by more able users. Users also value receiving…

General Economics · Economics 2021-04-05 Apostolos Filippas , John Horton

The Internet has become an essential part of children's and adolescents' daily life. Social media platforms are used as educational and entertainment resources on daily bases by young users, leading enormous efforts to ensure their safety…

Social and Information Networks · Computer Science 2020-09-18 Sultan Alshamrani , Ahmed Abusnaina , David Mohaisen

In information-rich environments, the competition for users' attention leads to a flood of content from which people often find hard to sort out the most relevant and useful pieces. Using Twitter as a case study, we applied an attention…

Computers and Society · Computer Science 2014-11-17 Sandra Servia-Rodríguez , Bernardo A. Huberman , Sitaram Asur

Our global population contributes visual content on platforms like Instagram, attempting to express themselves and engage their audiences, at an unprecedented and increasing rate. In this paper, we revisit the popularity prediction on…

Computer Vision and Pattern Recognition · Computer Science 2021-02-23 Christoffer Riis , Damian Konrad Kowalczyk , Lars Kai Hansen

The ever-increasing amount of information flowing through Social Media forces the members of these networks to compete for attention and influence by relying on other people to spread their message. A large study of information propagation…

Computers and Society · Computer Science 2010-08-09 Daniel M. Romero , Wojciech Galuba , Sitaram Asur , Bernardo A. Huberman

We increasingly depend on a variety of data-driven algorithmic systems to assist us in many aspects of life. Search engines and recommender systems amongst others are used as sources of information and to help us in making all sort of…

Databases · Computer Science 2021-09-01 Evaggelia Pitoura , Kostas Stefanidis , Georgia Koutrika

Recommender systems underpin many of the personalized services in the online information & social media ecosystem. However, the assumptions in the research on content recommendations in domains like search, video, and music are often…

Social and Information Networks · Computer Science 2024-09-23 Nathan Bartley , Kristina Lerman

Since internet technologies have advanced, one of the primary factors in company development is customer happiness. Online platforms have become prominent places for sharing reviews. Twitter is one of these platforms where customers…

Machine Learning · Computer Science 2024-08-31 Md Mahmudul Hasan , Shaikh Anowarul Fattah

Search engines are some of the most popular and profitable intelligent technologies in existence. Recent research, however, has suggested that search engines may be surprisingly dependent on user-created content like Wikipedia articles to…

Computers and Society · Computer Science 2019-06-21 Nicholas Vincent , Isaac Johnson , Patrick Sheehan , Brent Hecht

In January 2019, YouTube announced it would exclude potentially harmful content from video recommendations but allow such videos to remain on the platform. While this step intends to reduce YouTube's role in propagating such content,…

Social and Information Networks · Computer Science 2021-04-26 Cody Buntain , Richard Bonneau , Jonathan Nagler , Joshua A. Tucker

Understanding and modeling the popularity of User Generated Content (UGC) short videos on social media platforms presents a critical challenge with broad implications for content creators and recommendation systems. This study delves deep…

Computer Vision and Pattern Recognition · Computer Science 2024-10-02 Dasong Li , Wenjie Li , Baili Lu , Hongsheng Li , Sizhuo Ma , Gurunandan Krishnan , Jian Wang

Content creators increasingly utilize generative artificial intelligence (Gen-AI) on platforms such as YouTube, TikTok, Instagram, and various blogging sites to produce imaginative images, AI-generated videos, and articles using Large…

Human-Computer Interaction · Computer Science 2024-03-12 Yao Lyu , He Zhang , Shuo Niu , Jie Cai

A ranking is an ordered sequence of items, in which an item with higher ranking score is more preferred than the items with lower ranking scores. In many information systems, rankings are widely used to represent the preferences over a set…

Artificial Intelligence · Computer Science 2017-09-22 Zhiwei Lin , Yi Li , Xiaolian Guo

Fashion is a multi-billion dollar industry with social and economic implications worldwide. To gain popularity, brands want to be represented by the top popular models. As new faces are selected using stringent (and often criticized)…

Computers and Society · Computer Science 2017-03-07 Jaehyuk Park , Giovanni Luca Ciampaglia , Emilio Ferrara

Platforms are increasingly relying on algorithms to curate the content within users' social media feeds. However, the growing prominence of proprietary, algorithmically curated feeds has concealed what factors influence the presentation of…

Human-Computer Interaction · Computer Science 2025-08-11 Jackie Chan , Fred Choi , Koustuv Saha , Eshwar Chandrasekharan

Social media platforms enable the rapid dissemination and consumption of information. However, users instantly consume such content regardless of the reliability of the shared data. Consequently, the latter crowdsourcing model is exposed to…

Computation and Language · Computer Science 2024-09-06 Francisco de Arriba-Pérez , Silvia García-Méndez , Fátima Leal , Benedita Malheiro , Juan Carlos Burguillo

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

Consumption of YouTube news videos significantly shapes public opinion and political narratives. While prior works have studied the longitudinal dissemination dynamics of YouTube News videos across extended periods, limited attention has…

Social and Information Networks · Computer Science 2025-07-30 Anahit Sargsyan , Hridoy Sankar Dutta , Juergen Pfeffer

Since recommender systems have been created and developed to automate the recommendation process, users can easily consume their desired video content on online platforms. In this line, several content recommendation algorithms are…

Human-Computer Interaction · Computer Science 2022-06-07 Soyoung Oh , Eunil Park

In this paper we propose a method that can enhance the social popularity of a post (i.e., the number of views or likes) by recommending appropriate hash tags considering both content popularity and user popularity. A previous approach…

Social and Information Networks · Computer Science 2019-10-22 Xueting Wang , Yiwei Zhang , Toshihiko Yamasaki