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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

Collaborative tagging has recently attracted the attention of both industry and academia due to the popularity of content-sharing systems such as CiteULike, del.icio.us, and Flickr. These systems give users the opportunity to add data items…

Digital Libraries · Computer Science 2007-06-24 Elizeu Santos-Neto , Matei Ripeanu , Adriana Iamnitchi

Micro-videos have recently gained immense popularity, sparking critical research in micro-video recommendation with significant implications for the entertainment, advertising, and e-commerce industries. However, the lack of large-scale…

Information Retrieval · Computer Science 2023-09-28 Yongxin Ni , Yu Cheng , Xiangyan Liu , Junchen Fu , Youhua Li , Xiangnan He , Yongfeng Zhang , Fajie Yuan

YouTube is central to contemporary mass media. However, the official YouTube API does not provide access to the full set of creators or creator metadata on the platform. This lack of basic visibility into the YouTube ecosystem hinders…

Social and Information Networks · Computer Science 2026-05-11 Chloe Eggleston , Abram Handler , Maria Leonor Pacheco

Machine learning systems are increasingly deployed in high-stakes domains, yet they remain vulnerable to bias systematic disparities that disproportionately impact specific demographic groups. Traditional bias detection methods often depend…

Machine Learning · Computer Science 2025-06-16 Chirudeep Tupakula , Rittika Shamsuddin

Video games and the playing thereof have been a fixture of American culture since their introduction in the arcades of the 1980s. However, it was not until the recent proliferation of broadband connections robust and fast enough to handle…

Social and Information Networks · Computer Science 2017-07-20 Isaac Jones , Huan Liu

YouTube, a world-famous video sharing website, maintains a list of the top trending videos on the platform. Due to its huge amount of users, it enables researchers to understand people's preference by analyzing the trending videos. Trending…

Social and Information Networks · Computer Science 2020-02-04 Songyang Zhang , Tolga Aktas , Jiebo Luo

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

Social media platforms can quickly disseminate STEM content to diverse audiences, but their operation can be mysterious. We used open-source machine learning methods such as clustering, regression, and sentiment analysis to analyze over…

Social and Information Networks · Computer Science 2024-05-01 Oluwamayokun Oshinowo , Priscila Delgado , Meredith Fay , C. Alessandra Luna , Anjana Dissanayaka , Rebecca Jeltuhin , David R. Myers

Live video-streaming platforms such as Twitch enable top content creators to reap significant profits and influence. To that effect, various behavioral norms are recommended to new entrants and those seeking to increase their popularity and…

Social and Information Networks · Computer Science 2018-12-11 Robert Netzorg , Lauren Arnett , Augustin Chaintreau , Eugene Wu

What makes content go viral? Which videos become popular and why others don't? Such questions have elicited significant attention from both researchers and industry, particularly in the context of online media. A range of models have been…

Social and Information Networks · Computer Science 2018-03-02 Quyu Kong , Marian-Andrei Rizoiu , Siqi Wu , Lexing Xie

We describe Quizz, a gamified crowdsourcing system that simultaneously assesses the knowledge of users and acquires new knowledge from them. Quizz operates by asking users to complete short quizzes on specific topics; as a user answers the…

Artificial Intelligence · Computer Science 2015-06-04 Panagiotis G. Ipeirotis , Evgeniy Gabrilovich

A powerful means to help users discover new content in the overwhelming amount of information available today is sharing in online communities such as social networks or crowdsourced platforms. This means comes short in the case of what we…

Human-Computer Interaction · Computer Science 2016-02-26 Giuseppe Scavo , Zied Ben Houidi , Stefano Traverso , Renata Teixeira , Marco Mellia

The phenomenal success of certain crowdsourced online platforms, such as Wikipedia, is accredited to their ability to tap the crowd's potential to collaboratively build knowledge. While it is well known that the crowd's collective wisdom…

Computers and Society · Computer Science 2015-08-28 Anamika Chhabra , S. R. S. Iyengar , Poonam Saini , Rajesh Shreedhar Bhat , Vijay Kumar

Knowing where people look is a useful tool in many various image and video applications. However, traditional gaze tracking hardware is expensive and requires local study participants, so acquiring gaze location data from a large number of…

Social and Information Networks · Computer Science 2012-04-17 Dmitry Rudoy , Dan B. Goldman , Eli Shechtman , Lihi Zelnik-Manor

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

We investigated the feasibility of crowdsourcing full-fledged tutorial videos from ordinary people on the Web on how to solve math problems related to logarithms. This kind of approach (a form of learnersourcing) to efficiently collecting…

Human-Computer Interaction · Computer Science 2017-04-25 Jacob Whitehill , Margo Seltzer

Crowdsourcing is defined as the outsourcing of tasks to a crowd of contributors. The crowd is very diverse on these platforms and includes malicious contributors attracted by the remuneration of tasks and not conscientiously performing…

Artificial Intelligence · Computer Science 2020-02-28 Constance Thierry , Jean-Christophe Dubois , Yolande Le Gall , Arnaud Martin

Motivation: Bioinformatics is faced with a variety of problems that require human involvement. Tasks like genome annotation, image analysis, knowledge-base construction and protein structure determination all benefit from human input. In…

Quantitative Methods · Quantitative Biology 2013-07-01 Benjamin M. Good , Andrew I. Su

Pollution of online social spaces caused by rampaging d/misinformation is a growing societal concern. However, recent decisions to reduce access to social media APIs are causing a shortage of publicly available, recent, social media data,…

Social and Information Networks · Computer Science 2024-11-25 Andrea Failla , Giulio Rossetti