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Related papers: A Data-Driven Approach for Finding Requirements Re…

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With the rapid development of mobile Internet and big data, a huge amount of data is generated in the network, but the data that users are really interested in a very small portion. To extract the information that users are interested in…

Information Retrieval · Computer Science 2022-05-09 Bo Liu

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

With one billion monthly viewers, and millions of users discussing and sharing opinions, comments below YouTube videos are rich sources of data for opinion mining and sentiment analysis. We introduce the YouTube AV 50K dataset, a…

Computation and Language · Computer Science 2019-04-25 Tao Li , Lei Lin , Minsoo Choi , Kaiming Fu , Siyuan Gong , Jian Wang

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

YouTube, a widely popular online platform, has transformed the dynamics of con-tent consumption and interaction for users worldwide. With its extensive range of content crea-tors and viewers, YouTube serves as a hub for video sharing,…

Social and Information Networks · Computer Science 2023-11-13 Shadi Shajari , Mustafa Alassad , Nitin Agarwal

Personalized recommendation algorithms, like those on YouTube, significantly shape online content consumption. These systems aim to maximize engagement by learning users' preferences and aligning content accordingly but may unintentionally…

Social and Information Networks · Computer Science 2025-01-28 Hussam Habib , Rishab Nithyanand

YouTube Shorts and other short-form video platforms now influence how billions engage with content, yet their recommendation systems remain largely opaque. Small shifts in promoted content can significantly impact user exposure, especially…

Social and Information Networks · Computer Science 2025-09-03 Mert Can Cakmak , Nitin Agarwal

Predicting which specific parts of a video users will replay is important for several applications, including targeted advertisement placement on video platforms and assisting video creators. In this work, we explore whether it is possible…

Computer Vision and Pattern Recognition · Computer Science 2023-09-13 Alessandro Duico , Ombretta Strafforello , Jan van Gemert

In recent years, social media users have spent significant amounts of time on short-form video platforms. As a result, established platforms in other domains, such as e-commerce, have begun introducing short-form video content to engage…

Machine Learning · Computer Science 2025-09-05 Andrii Dzhoha , Katya Mirylenka , Egor Malykh , Marco-Andrea Buchmann , Francesca Catino

This study explores the interplay between YouTube engagement metrics and the academic impact of cited publications within video descriptions, amid declining trust in traditional journalism and increased reliance on social media for…

Computers and Society · Computer Science 2024-05-22 Olga Zagovora , Talisa Schwal , Katrin Weller

TikTok has emerged as a major source of information and social interaction for youth, raising urgent questions about how substance use discourse manifests and circulates on the platform. This paper presents the first comprehensive analysis…

Computation and Language · Computer Science 2026-01-21 Layla Bouzoubaa , Muqi Guo , Joseph Trybala , Afsaneh Razi , Rezvaneh Rezapour

Data-driven requirements engineering leverages the abundance of openly accessible and crowdsourced information on the web. By incorporating user feedback provided about a software product, such as reviews in mobile app stores, these…

Software Engineering · Computer Science 2023-07-27 Shadikur Rahman , Faiz Ahmed , Maleknaz Nayebi

Short-video recommendation presents unique challenges, such as modeling rapid user interest shifts from implicit feedback, but progress is constrained by a lack of large-scale open datasets that reflect real-world platform dynamics. To…

Information Retrieval · Computer Science 2026-02-11 Aleksandr Poslavsky , Alexander D'yakonov , Yuriy Dorn , Andrey Zimovnov

Inappropriate and profane content on social media is exponentially increasing and big corporations are becoming more aware of the type of content on which they are advertising and how it may affect their brand reputation. But with a huge…

Machine Learning · Computer Science 2019-11-20 Vishal Anand , Ravi Shukla , Ashwani Gupta , Abhishek Kumar

Recommender systems on social media increasingly mediate how users encounter mental health content, yet it remains unclear whether they distinguish help-seeking from distress expression. We conduct a controlled 7-day audit of TikTok's "For…

Social and Information Networks · Computer Science 2026-04-17 Pooriya Jamie , Amir Ghasemian , Homa Hosseinmardi

Recommender system is one of the most critical technologies for large internet companies such as Amazon and TikTok. Although millions of users use recommender systems globally everyday, and indeed, much data analysis work has been done to…

Information Retrieval · Computer Science 2025-05-29 Hao Wang

In this work, we present an approach for mining user preferences and recommendation based on reviews. There have been various studies worked on recommendation problem. However, most of the studies beyond one aspect user generated- content…

Information Retrieval · Computer Science 2017-02-10 Xuan-Son Vu , Seong-Bae Park

Digital technologies and social algorithms are revolutionizing the media landscape, altering how we select and consume health information. Extending the selectivity paradigm with research on social media engagement, the convergence…

Computers and Society · Computer Science 2024-06-25 Xinyan Zhao , Chau-Wai Wong

YouTube videos often include captivating descriptions and intriguing thumbnails designed to increase the number of views, and thereby increase the revenue for the person who posted the video. This creates an incentive for people to post…

Machine Learning · Computer Science 2021-07-28 Ruchira Gothankar , Fabio Di Troia , Mark Stamp

Social media platforms such as Facebook and Twitter are used for social activism purposes, and TikTok is no different. We conducted 9 qualitative semi-structured interviews with social activists who recently posted their videos on TikTok to…

Human-Computer Interaction · Computer Science 2021-06-17 Daniel Le Compte , Daniel Klug
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