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Over the past decade, deep neural networks have demonstrated significant success using the training scheme that involves mini-batch stochastic gradient descent on extensive datasets. Expanding upon this accomplishment, there has been a…

Machine Learning · Computer Science 2024-11-11 Jaehyeon Son , Soochan Lee , Gunhee Kim

Learning Management Systems (LMS) and Educational Data Mining (EDM) are two important parts of online educational environment with the former being a centralised web-based information systems where the learning content is managed and…

Human-Computer Interaction · Computer Science 2020-01-28 Manikandan Ravikiran

Despite artificial intelligence (AI) having transformed major aspects of our society, less than a fraction of its potential has been explored, let alone deployed, for education. AI-powered learning can provide millions of learners with a…

The Information and Communication Technologies revolution brought a digital world with huge amounts of data available. Enterprises use mining technologies to search vast amounts of data for vital insight and knowledge. Mining tools such as…

Information Retrieval · Computer Science 2013-04-15 Abdul-Aziz Rashid Al-Azmi

The twenty-first century is a data-driven era where human activities and behavior, physical phenomena, scientific discoveries, technology advancements, and almost everything that happens in the world resulting in massive generation,…

Artificial Intelligence · Computer Science 2025-02-10 Simon Zhang

The continuous increase in the availability of data of any kind, coupled with the development of networks of high-speed communications, the popularization of cloud computing and the growth of data centers and the emergence of…

Artificial Intelligence · Computer Science 2016-09-20 Jose A. García Gutiérrez

In this work, we explore video lecture interaction in Massive Open Online Courses (MOOCs), which is central to student learning experience on these educational platforms. As a research contribution, we operationalize video lecture…

Human-Computer Interaction · Computer Science 2014-09-18 Tanmay Sinha , Patrick Jermann , Nan Li , Pierre Dillenbourg

Since the first instances of online education, where courses were uploaded to accessible and shared online platforms, this form of scaling the dissemination of human knowledge to reach a broader audience has sparked extensive discussion and…

Massive Open Online Courses (MOOCs) have the potential to democratize education by providing learners with access to rich sources of information. However, evidence supporting this democratization across countries is limited. We explored the…

Computers and Society · Computer Science 2016-08-19 Suhang Jiang , Katerina Schenke , Jacquelynne Sue Eccles , Di Xu , Mark Warschauer

The challenge of each organization is how they adapt to the shift of more complex technology such as mobile, big data, interconnected world, and the Internet of things. In order to achieve their objective, they must understand how to take…

General Economics · Economics 2021-03-11 Andry Alamsyah , Yahya Peranginangin , Gabriel Nurhadi

Educational Data Mining (EDM) has emerged as a vital field of research, which harnesses the power of computational techniques to analyze educational data. With the increasing complexity and diversity of educational data, Deep Learning…

Machine Learning · Computer Science 2024-06-12 Yuanguo Lin , Hong Chen , Wei Xia , Fan Lin , Zongyue Wang , Yong Liu

In recent years, Massive Open Online Courses (MOOCs) have gained significant traction as a rapidly growing phenomenon in online learning. Unlike traditional classrooms, MOOCs offer a unique opportunity to cater to a diverse audience from…

Machine Learning · Computer Science 2023-10-20 Soheila Farokhi , Aswani Yaramala , Jiangtao Huang , Muhammad F. A. Khan , Xiaojun Qi , Hamid Karimi

Big data repositories from online learning platforms such as Massive Open Online Courses (MOOCs) represent an unprecedented opportunity to advance research on education at scale and impact a global population of learners. To date, such…

Software Engineering · Computer Science 2018-08-23 Josh Gardner , Christopher Brooks , Juan Miguel L. Andres , Ryan Baker

My ten-week Massive Open Online Course "Statistical Mechanics: Algorithms and Computations", in early 2014, focused on subjects such as Monte Carlo sampling, molecular dynamics, transition phases in hard-sphere liquids, simulated annealing,…

Physics Education · Physics 2018-09-13 Werner Krauth

The Internet facilitates large-scale collaborative projects and the emergence of Web 2.0 platforms, where producers and consumers of content unify, has drastically changed the information market. On the one hand, the promise of the "wisdom…

Computation and Language · Computer Science 2023-01-05 Dong Nguyen , Barbara McGillivray , Taha Yasseri

Online tools provide unique access to research students' study habits and problem-solving behavior. In MOOCs, this online data can be used to inform instructors and to provide automatic guidance to students. However, these techniques may…

Computers and Society · Computer Science 2019-04-17 Adithya Sheshadri , Niki Gitinabard , Collin F. Lynch , Tiffany Barnes , Sarah Heckman

An exploratory study on social interactions of MOOC students in FutureLearn was conducted, to answer "how can we cluster students based on their social interactions?" Comments were categorized based on how students interacted with them,…

Human-Computer Interaction · Computer Science 2020-08-11 Lei Shi , Alexandra Cristea , Ahmad Alamri , Armando M. Toda , Wilk Oliveira

WOD-2012 aims at facilitating new trends and ideas from a broad range of topics concerned within the widely-spread Open Data movement, from the viewpoint of computer science research. While being most commonly known from the recent Linked…

Digital Libraries · Computer Science 2012-05-22 Guillaume Raschia , Martin Theobald , Ioana Manolescu

Over the past decade, higher education has undergone successive shifts driven by three major developments: Massive Open Online Courses (MOOCs), Smart Teaching technologies, and AI-enhanced learning. Each paradigm emerged to address specific…

Computers and Society · Computer Science 2026-03-09 Bo Yuan , Jiazi Hu

Ranking and recommendation of multimedia content such as videos is usually realized with respect to the relevance to a user query. However, for lecture videos and MOOCs (Massive Open Online Courses) it is not only required to retrieve…

Multimedia · Computer Science 2020-05-29 Jianwei Shi , Christian Otto , Anett Hoppe , Peter Holtz , Ralph Ewerth