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Massive Open Online Courses (MOOCs) have become increasingly popular worldwide. However, learners primarily rely on watching videos, easily losing knowledge context and reducing learning effectiveness. We propose HyperMOOC, a novel approach…

人机交互 · 计算机科学 2026-02-02 Li Ye , Lei Wang , Lihong Cai , Ruiqi Yu , Yong Wang , Yigang Wang , Wei Chen , Zhiguang Zhou

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. In this paper, we investigate potential reasons as to why are…

社会与信息网络 · 计算机科学 2014-01-22 Tanmay Sinha

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…

人机交互 · 计算机科学 2014-09-18 Tanmay Sinha , Patrick Jermann , Nan Li , Pierre Dillenbourg

The field of learning analytics needs to adopt a more rigorous approach for predictive model evaluation that matches the complex practice of model-building. In this work, we present a procedure to statistically test hypotheses about model…

应用统计 · 统计学 2018-02-19 Josh Gardner , Christopher Brooks

The birth of massive open online courses (MOOCs) has had an undeniable effect on how teaching is being delivered. It seems that traditional in class teaching is becoming less popular with the young generation, the generation that wants to…

计算机与社会 · 计算机科学 2020-12-03 Sepinoud Azimi , Carmen-Gabriela Popa , Tatjana Cucić

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.…

计算机与社会 · 计算机科学 2016-06-21 Mohammad Khalil , Martin Ebner

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…

社会与信息网络 · 计算机科学 2014-03-17 Ashton Anderson , Daniel Huttenlocher , Jon Kleinberg , Jure Leskovec

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…

计算机与社会 · 计算机科学 2018-08-07 Zhemin Liu , Feng Xiong , Kaifa Zou , Hongzhi Wang

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…

信息检索 · 计算机科学 2022-12-14 Christian Otto , Markos Stamatakis , Anett Hoppe , Ralph Ewerth

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…

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…

机器学习 · 计算机科学 2023-10-20 Soheila Farokhi , Aswani Yaramala , Jiangtao Huang , Muhammad F. A. Khan , Xiaojun Qi , Hamid Karimi

Massive Open Online Courses (MOOCs) make high-quality instruction accessible. However, the lack of face-to-face interaction makes it difficult for instructors to obtain feedback on learners' performance and provide more effective…

人机交互 · 计算机科学 2026-04-24 Zhiguang Zhou , Ruiqi Yu , Yuming Ma , Hao Ni , Guojun Li , Li Ye , Xiaoying Wang , Yize Li , Yigang Wang , Yong Wang

Student engagement is a key construct for learning and teaching. While most of the literature explored the student engagement analysis on computer-based settings, this paper extends that focus to classroom instruction. To best examine…

计算机视觉与模式识别 · 计算机科学 2024-10-28 Ömer Sümer , Patricia Goldberg , Sidney D'Mello , Peter Gerjets , Ulrich Trautwein , Enkelejda Kasneci

Interactive online learning environments, represented by Massive AI-empowered Courses (MAIC), leverage LLM-driven multi-agent systems to transform passive MOOCs into dynamic, text-based platforms, enhancing interactivity through LLMs. This…

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…

计算机与社会 · 计算机科学 2018-02-27 Mohammad Khalil

Understanding why students stopout will help in understanding how students learn in MOOCs. In this report, part of a 3 unit compendium, we describe how we build accurate predictive models of MOOC student stopout. We document a scalable,…

计算机与社会 · 计算机科学 2014-08-15 Colin Taylor , Kalyan Veeramachaneni , Una-May O'Reilly

Student learning activity in MOOCs can be viewed from multiple perspectives. We present a new organization of MOOC learner activity data at a resolution that is in between the fine granularity of the clickstream and coarse organizations…

人机交互 · 计算机科学 2018-12-17 Yanbang Wang , Nancy Law , Erik Hemberg , Una-May O'Reilly

Digital learning environments generate a precise record of the actions learners take as they interact with learning materials and complete exercises towards comprehension. With this high quantity of sequential data comes the potential to…

计算机与社会 · 计算机科学 2016-08-18 Steven Tang , Joshua C. Peterson , Zachary A. Pardos

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…

人机交互 · 计算机科学 2018-09-25 Ralf Teusner , Kai-Adrian Rollmann , Jan Renz

Massive Open Online Courses (MOOCs) platforms are becoming increasingly popular in recent years. Online learners need to watch the whole course video on MOOC platforms to learn the underlying new knowledge, which is often tedious and…

人机交互 · 计算机科学 2024-02-23 Zhiguang Zhou , Li Ye , Lihong Cai , Lei Wang , Yigang Wang , Yongheng Wang , Wei Chen , Yong Wang