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Massive Open Online Courses (MOOCs) continue to see increasing enrolment, but only a small percent of enrolees completes the MOOCs. Whilst a lot of research has focused on predicting completion, there is little research analysing the…

Computers and Society · Computer Science 2020-08-12 Lei Shi , Alexandra I. Cristea , Armando M. Toda , Wilk Oliveira

Massive Open Online Courses (MOOCs) exhibit a remarkable heterogeneity of students. The advent of complex "big data" from MOOC platforms is a challenging yet rewarding opportunity to deeply understand how students are engaged in MOOCs. Past…

Human-Computer Interaction · Computer Science 2020-08-14 Lei Shi , Alexandra I. Cristea , Armando M. Toda , Wilk Oliveira

The substantial growth of online learning, in particular, Massively Open Online Courses (MOOCs), supports research into the development of better models for effective learning. Learner 'confusion' is among one of the identified aspects…

Computers and Society · Computer Science 2019-03-11 Thushari Atapattu , Katrina Falkner , Menasha Thilakaratne , Lavendini Sivaneasharajah , Rangana Jayashanka

Millions of people have enrolled and enrol (especially in the Covid-19 pandemic world) in MOOCs. However, the retention rate of learners is notoriously low. The majority of the research work on this issue focuses on predicting the dropout…

Human-Computer Interaction · Computer Science 2020-08-13 Ahmed Alamri , Zhongtian Sun , Alexandra I. Cristea , Gautham Senthilnathan , Lei Shi , Craig Stewart

Predictive models of student success in Massive Open Online Courses (MOOCs) are a critical component of effective content personalization and adaptive interventions. In this article we review the state of the art in predictive models of…

Computers and Society · Computer Science 2018-04-23 Josh Gardner , Christopher Brooks

MOOCs offer free and open access to a wide audience, but completion rates remain low, often due to a lack of personalized content. To address this issue, it is essential to predict learner performance in order to provide tailored feedback.…

Computers and Society · Computer Science 2025-07-30 Anass El Ayady , Maxime Devanne , Germain Forestier , Nour El Mawas

The Web has enabled one of the most visible recent developments in education---the deployment of massive open online courses. With their global reach and often staggering enrollments, MOOCs have the potential to become a major new mechanism…

Social and Information Networks · Computer Science 2014-03-17 Ashton Anderson , Daniel Huttenlocher , Jon Kleinberg , Jure Leskovec

This work is an attempt to discover hidden structural configurations in learning activity sequences of students in Massive Open Online Courses (MOOCs). Leveraging combined representations of video clickstream interactions and forum…

Computers and Society · Computer Science 2014-09-23 Tanmay Sinha , Nan Li , Patrick Jermann , Pierre Dillenbourg

Massive Open Online Courses (MOOCs) are attracting the attention of people all over the world. Regardless the platform, numbers of registrants for online courses are impressive but in the same time, completion rates are disappointing.…

Information Retrieval · Computer Science 2017-10-11 Tom Rolandus Hagedoorn , Gerasimos Spanakis

With an expansive and ubiquitously available gold mine of educational data, Massive Open Online courses (MOOCs) have become the an important foci of learning analytics research. The hope is that this new surge of development will bring the…

Human-Computer Interaction · Computer Science 2014-07-29 Tanmay Sinha

The recent pandemic has changed the way we see education. It is not surprising that children and college students are not the only ones using online education. Millions of adults have signed up for online classes and courses during last…

Computers and Society · Computer Science 2022-01-19 Manuel J. Gomez , Mario Calderón , Victor Sánchez , Félix J. García Clemente , José A. Ruipérez-Valiente

We profiled three aspects of MOOCs from the perspective of viewing behaviors, the most prominent and common ones of MOOC learning. They were learner classification, course attraction, teaching order and learning order. Based on viewing…

Physics Education · Physics 2018-04-16 Zheng Xie , Xiao Xiao , Jianping Li , Jinying Su

Massive Open Online Courseware (MOOCs) appeared in 2008 and grew considerably in the past decade, now reaching millions of students and professionals all over the world. MOOCs do not replace other educational forms. Instead, they complement…

Computers and Society · Computer Science 2022-04-08 Eduardo Guerra , Fabio Kon , Paulo Lemos

The increasing availability of learning activity data in Massive Open Online Courses (MOOCs) enables us to conduct a large-scale analysis of learners' learning behavior. In this paper, we analyze a dataset of 351 million learning activities…

Information Retrieval · Computer Science 2024-08-07 Xin Zhou , Aixin Sun , Jie Zhang , Donghui Lin

Real-time and open online course resources of MOOCs have attracted a large number of learners in recent years. However, many new questions were emerging about the high dropout rate of learners. For MOOCs platform, predicting the learning…

Computers and Society · Computer Science 2018-08-07 Zhemin Liu , Feng Xiong , Kaifa Zou , Hongzhi Wang

Massive Open Online Courses (MOOCs) are the road that led to a revolution and a new era of learning environments. Educational institutions have come under pressure to adopt new models that assure openness in their education distribution.…

Computers and Society · Computer Science 2016-06-21 Mohammad Khalil , Martin Ebner

Informal learning on the Web using search engines as well as more structured learning on MOOC platforms have become very popular in recent years. As a result of the vast amount of available learning resources, intelligent retrieval and…

Information Retrieval · Computer Science 2022-12-14 Christian Otto , Markos Stamatakis , Anett Hoppe , Ralph Ewerth

Educational technology has obtained great importance over the last fifteen years. At present, the umbrella of educational technology incorporates multitudes of engaging online environments and fields. Learning analytics and Massive Open…

Computers and Society · Computer Science 2018-02-27 Mohammad Khalil

This paper presents a novel approach to understand specific student behavior in MOOCs. Instructors currently perceive participants only as one homogeneous group. In order to improve learning outcomes, they encourage students to get active…

Human-Computer Interaction · Computer Science 2018-09-25 Ralf Teusner , Kai-Adrian Rollmann , Jan Renz

The aim of this paper is to categorize and describe different types of learners in massive open online courses (MOOCs) by means of a subgroup discovery approach based on MapReduce. The final objective is to discover IF-THEN rules that…

Computers and Society · Computer Science 2024-03-12 J. M. Luna , H. M. Fardoun , F. Padillo , C. Romero , S. Ventura
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