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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…

The study explores whether the use of Twitter in Massive Open Online Courses (MOOCs) promotes the interaction among learners. The social network analysis shows that instructors still play a very central role in the social media…

计算机与社会 · 计算机科学 2016-08-22 Suhang Jiang , Dimitrios Kotzias

Massive Open Online Courses (MOOCs) bring together a global crowd of thousands of learners for several weeks or months. In theory, the openness and scale of MOOCs can promote iterative dialogue that facilitates group cognition and knowledge…

物理与社会 · 物理学 2023-01-05 Nabeel Gillani , Taha Yasseri , Rebecca Eynon , Isis Hjorth

Increasing student retention (successfully finishing a particular course) and persistence (continuing through a sequence of courses or the major area of study) is currently a major challenge for universities. While students' academic and…

物理教育 · 物理学 2018-02-06 Justyna P. Zwolak , Remy Dou , Eric A. Williams , Eric Brewe

Massive Open Online Courses (MOOCs) offer unprecedented opportunities to learn at scale. Within a few years, the phenomenon of crowd-based learning has gained enormous popularity with millions of learners across the globe participating in…

计算机与社会 · 计算机科学 2023-01-05 Rebecca Eynon , Isis Hjorth , Taha Yasseri , Nabeel Gillani

Studies on massive open online courses (MOOCs) users discuss the existence of typical profiles and their impact on the learning process of the students. However defining the typical behaviors as well as classifying the users accordingly is…

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…

人机交互 · 计算机科学 2020-08-13 Ahmed Alamri , Zhongtian Sun , Alexandra I. Cristea , Gautham Senthilnathan , Lei Shi , Craig Stewart

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

This study examines whether including more contextual information in data analysis could improve our ability to identify the relation between students' online learning behavior and overall performance in an introductory physics course. We…

物理教育 · 物理学 2020-07-01 Zhongzhou Chen , Mengyu Xu , Geoffrey Garrido , Matthew W. Guthrie

The study in interaction patterns between students in on-campus and MOOC-style online courses has been broadly studied for the last 11 years. Yet there remains a gap in the literature comparing the habits of students completing the same…

计算机与社会 · 计算机科学 2024-05-09 Thomas Trask

Online learning is a rapidly growing industry. However, a major doubt about online learning is whether students are as engaged as they are in face-to-face classes. An engagement recognition system can notify the instructors about the…

计算机视觉与模式识别 · 计算机科学 2024-06-05 Chi-hsuan Wu , Shih-yang Liu , Xijie Huang , Xingbo Wang , Rong Zhang , Luca Minciullo , Wong Kai Yiu , Kenny Kwan , Kwang-Ting Cheng

The University of the Philippines Open University has been at the forefront of providing Massive Open Online Courses to address knowledge and skill gaps, aiming to make education accessible and contributing to societal goals. Recognising…

计算机与社会 · 计算机科学 2024-09-06 Cecille Moldez , Mari Anjeli Crisanto , Ma Gian Rose Cerdeña , Diego S. Maranan , Roberto Figueroa

Students who take an online course, such as a MOOC, use the course's discussion forum to ask questions or reach out to instructors when encountering an issue. However, reading and responding to students' questions is difficult to scale…

机器学习 · 计算机科学 2023-07-18 Valdemar Švábenský , Ryan S. Baker , Andrés Zambrano , Yishan Zou , Stefan Slater

Mobile notifications have become a major communication channel for social networking services to keep users informed and engaged. As more mobile applications push notifications to users, they constantly face decisions on what to send, when…

机器学习 · 统计学 2022-07-08 Yiping Yuan , Jing Zhang , Shaunak Chatterjee , Shipeng Yu , Romer Rosales

Massive Open Online Courses (MOOCs) bring together thousands of people from different geographies and demographic backgrounds -- but to date, little is known about how they learn or communicate. We introduce a new content-analysed MOOC…

计算机与社会 · 计算机科学 2014-04-17 Nabeel Gillani , Rebecca Eynon , Michael Osborne , Isis Hjorth , Stephen Roberts

In order to enhance students' initiative and participation in MOOC learning, this study constructed a multi-level network model based on Social Network Analysis (SNA). The model makes use of data pertaining to nearly 40,000 users and tens…

社会与信息网络 · 计算机科学 2024-10-15 Zijin Luo , Xu Wang , Yiquan Wang , Haotian Zhang , Zhuangzhuang Li

In this paper, we introduce a new dataset for student engagement detection and localization. Digital revolution has transformed the traditional teaching procedure and a result analysis of the student engagement in an e-learning environment…

计算机视觉与模式识别 · 计算机科学 2018-06-28 Amanjot Kaur , Aamir Mustafa , Love Mehta , Abhinav Dhall

Online learning and MOOCs have become increasingly popular in recent years, and the trend will continue, given the technology boom. There is a dire need to observe learners' behavior in these online courses, similar to what instructors do…

机器学习 · 计算机科学 2023-12-29 Aditya Panwar , Ashwin T S , Ramkumar Rajendran , Kavi Arya

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,…

人机交互 · 计算机科学 2020-08-11 Lei Shi , Alexandra Cristea , Ahmad Alamri , Armando M. Toda , Wilk Oliveira

We developed a simulator to quantify the effect of exercise ordering on both student engagement and retention. Our approach combines the construction of neural network representations for users and exercises using a dynamic matrix…

计算机与社会 · 计算机科学 2023-01-02 N. Imstepf , S. Senn , A. Fortin , B. Russell , C. Horn