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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…

计算机与社会 · 计算机科学 2024-05-22 Olga Zagovora , Talisa Schwal , Katrin Weller

This study presents a data-driven analysis of COVID-19 discourse on YouTube, examining the sentiment, toxicity, and thematic patterns of video content published between January 2023 and October 2024. The analysis involved applying advanced…

社会与信息网络 · 计算机科学 2024-12-24 Vanessa Su , Nirmalya Thakur

We study the problem of sharing the revenues raised from subscriptions to music streaming platforms among content providers. We provide direct, axiomatic and game-theoretical foundations for two focal (and somewhat polar) methods widely…

理论经济学 · 经济学 2025-10-30 Gustavo Bergantiños , Juan D. Moreno-Ternero

The media frequently describes the 2017 Charlottesville 'Unite the Right' rally as a turning point for the alt-right and white supremacist movements. Social movement theory suggests that the media attention and public discourse concerning…

计算与语言 · 计算机科学 2020-04-07 Isabelle van der Vegt , Maximilian Mozes , Paul Gill , Bennett Kleinberg

The last decade has witnessed the proliferation of micro-videos on various user-generated content platforms. According to our statistics, around 85.7\% of micro-videos lack annotation. In this paper, we focus on annotating micro-videos with…

多媒体 · 计算机科学 2023-03-16 Xiao Wang , Tian Gan , Yinwei Wei , Jianlong Wu , Dai Meng , Liqiang Nie

The rise of online media has incentivized users to adopt various unethical and artificial ways of gaining social growth to boost their credibility within a short time period. In this paper, we introduce ABOME, a novel multi-platform data…

社会与信息网络 · 计算机科学 2021-03-30 Hridoy Sankar Dutta , Udit Arora , Tanmoy Chakraborty

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…

人机交互 · 计算机科学 2014-04-11 Lassi A Liikkanen

The vast majority of YouTube videos never become popular, languishing in obscurity with few views, no likes, and no comments. We use information theoretical measures based on entropy to examine how time series distributions of common…

社会与信息网络 · 计算机科学 2014-12-04 Jonathan Scott Morgan , Iman Barjasteh , Cliff Lampe , Hayder Radha

Funding the production of quality online content is a pressing problem for content producers. The most common funding method, online advertising, is rife with well-known performance and privacy harms, and an intractable subject-agent…

计算机与社会 · 计算机科学 2020-05-08 Panagiotis Papadopoulos , Peter Snyder , Dimitrios Athanasakis , Benjamin Livshits

In this paper, we present a novel problem, namely video timeline modeling. Our objective is to create a video-associated timeline from a set of videos related to a specific topic, thereby facilitating the content and structure understanding…

计算机视觉与模式识别 · 计算机科学 2023-10-31 Meng Liu , Mingda Zhang , Jialu Liu , Hanjun Dai , Ming-Hsuan Yang , Shuiwang Ji , Zheyun Feng , Boqing Gong

Content-creator collaborations are a widespread strategy for enhancing digital viewership and revenue. While existing research has explored the efficacy of collaborations, few have looked at inequities in collaborations, particularly from…

计算机与社会 · 计算机科学 2024-11-11 Mingyue Zha , Ho-Chun Herbert Chang

Short-form video platforms such as YouTube Shorts increasingly shape how information is consumed, yet the effects of engagement-driven algorithms on content exposure remain poorly understood. This study investigates how different viewing…

社会与信息网络 · 计算机科学 2025-07-08 Selimhan Dagtas , Mert Can Cakmak , Nitin Agarwal

Content creators compete for user attention. Their reach crucially depends on algorithmic choices made by developers on online platforms. To maximize exposure, many creators adapt strategically, as evidenced by examples like the sprawling…

计算机科学与博弈论 · 计算机科学 2023-07-07 Jiri Hron , Karl Krauth , Michael I. Jordan , Niki Kilbertus , Sarah Dean

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…

综合经济学 · 经济学 2021-04-05 Apostolos Filippas , John Horton

The availability of high definition video content on the web has brought about a significant change in the characteristics of Internet video, but not many studies on characterizing video have been done after this change. Video…

多媒体 · 计算机科学 2014-08-26 Saba Ahsan , Varun Singh , Jörg Ott

Video-sharing social media platforms, such as TikTok, YouTube, and Instagram, implement content moderation policies aimed at reducing exposure to harmful videos among minor users. As video has become the dominant and most immersive form of…

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…

信息检索 · 计算机科学 2022-06-22 Gizem Gezici , Yucel Saygin

We conduct a preliminary analysis of comments on political YouTube content containing misinformation in comparison to comments on trustworthy or apolitical videos, labelling the bias and factual ratings of our channels according to Media…

计算机与社会 · 计算机科学 2019-09-17 Aarash Heydari , Janny Zhang , Shaan Appel , Xinyi Wu , Gireeja Ranade

Joint caching and recommendation has been recently proposed as a new paradigm for increasing the efficiency of mobile edge caching. Early findings demonstrate significant gains for the network performance. However, previous works evaluated…

网络与互联网体系结构 · 计算机科学 2020-10-08 Savvas Kastanakis , Pavlos Sermpezis , Vasileios Kotronis , Daniel Menasché , Thrasyvoulos Spyropoulos

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…

多媒体 · 计算机科学 2021-05-05 Lukas Stappen , Alice Baird , Michelle Lienhart , Annalena Bätz , Björn Schuller