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We study user behavior in the courses offered by a major Massive Online Open Course (MOOC) provider during the summer of 2013. Since social learning is a key element of scalable education in MOOCs and is done via online discussion forums,…

Social and Information Networks · Computer Science 2013-12-23 Christopher G. Brinton , Mung Chiang , Shaili Jain , Henry Lam , Zhenming Liu , Felix Ming Fai Wong

In recent years, Massive Open Online Courses (MOOCs) have witnessed immense growth in popularity. Now, due to the recent Covid19 pandemic situation, it is important to push the limits of online education. Discussion forums are primary means…

Information Retrieval · Computer Science 2021-01-19 Shalini Pandey , Andrew Lan , George Karypis , Jaideep Srivastava

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…

Machine Learning · Computer Science 2023-07-18 Valdemar Švábenský , Ryan S. Baker , Andrés Zambrano , Yishan Zou , Stefan Slater

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

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…

Social and Information Networks · Computer Science 2024-10-15 Zijin Luo , Xu Wang , Yiquan Wang , Haotian Zhang , Zhuangzhuang Li

Massive open online courses (MOOC) describe platforms where users with completely different backgrounds subscribe to various courses on offer. MOOC forums and discussion boards offer learners a medium to communicate with each other and…

Information Retrieval · Computer Science 2017-07-04 Sankalp Prabhakar , Gerasimos Spanakis , Osmar Zaiane

The overwhelming amount and rate of information update in online social media is making it increasingly difficult for users to allocate their attention to their topics of interest, thus there is a strong need for prioritizing news feeds.…

Social and Information Networks · Computer Science 2015-11-16 Mehrdad Farajtabar , Safoora Yousefi , Long Q. Tran , Le Song , Hongyuan Zha

With large student enrollment, MOOC instructors face the unique challenge in deciding when to intervene in forum discussions with their limited bandwidth. We study this problem of instructor intervention. Using a large sample of forum data…

Computers and Society · Computer Science 2015-04-28 Muthu Kumar Chandrasekaran , Min-Yen Kan , Bernard C. Y. Tan , Kiruthika Ragupathi

Due to time constraints, course instructors often need to selectively participate in student discussion threads, due to their limited bandwidth and lopsided student--instructor ratio on online forums. We propose the first deep learning…

Computation and Language · Computer Science 2019-05-28 Muthu Kumar Chandrasekaran , Min-Yen Kan

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…

Social and Information Networks · Computer Science 2014-01-22 Tanmay Sinha

Massive Open Online Courses are educational programs that are open and accessible to a large number of people through the internet. To facilitate learning, MOOC discussion forums exist where students and instructors communicate questions,…

Information Retrieval · Computer Science 2019-04-17 Alexander William Wong , Ken Wong , Abram Hindle

Social media users post content on various topics. A defining feature of social media is that other users can provide feedback -- called community feedback -- to their content in the form of comments, replies, and retweets. We hypothesize…

Social and Information Networks · Computer Science 2021-03-09 David Ifeoluwa Adelani , Ryota Kobayashi , Ingmar Weber , Przemyslaw A. Grabowicz

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…

Computers and Society · Computer Science 2014-04-17 Nabeel Gillani , Rebecca Eynon , Michael Osborne , Isis Hjorth , Stephen Roberts

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

This paper explores the suitability of using automatically discovered topics from MOOC discussion forums for modelling students' academic abilities. The Rasch model from psychometrics is a popular generative probabilistic model that relates…

Machine Learning · Computer Science 2017-03-21 Jiazhen He , Benjamin I. P. Rubinstein , James Bailey , Rui Zhang , Sandra Milligan

Learning from the crowd has become increasingly popular in the Web and social media. There is a wide variety of crowdlearning sites in which, on the one hand, users learn from the knowledge that other users contribute to the site, and, on…

Social and Information Networks · Computer Science 2016-12-16 Utkarsh Upadhyay , Isabel Valera , Manuel Gomez-Rodriguez

Understanding how educators interact and form peer networks in online professional development contexts has become increasingly important as MOOCs for educators (MOOC-Eds) proliferate. This study examines peer discussion network formation…

Applications · Statistics 2026-01-06 Shuhan Ai

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…

Physics and Society · Physics 2023-01-05 Nabeel Gillani , Taha Yasseri , Rebecca Eynon , Isis Hjorth

Online discussion forum creates an asynchronous conversation environment for online users to exchange ideas and share opinions through a unique thread-reply communication mode. Accurately modeling information dynamics under such a mode is…

Social and Information Networks · Computer Science 2020-03-16 Chen Ling , Guangmo Tong , Mozi Chen

Blended courses have become the norm in post-secondary education. Universities use large-scale learning management systems to manage class content. Instructors deliver readings, lectures, and office hours online; students use intelligent…

Computers and Society · Computer Science 2017-10-12 Niki Gitinabard , Collin F. Lynch , Sarah Heckman , Tiffany Barnes
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