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The past few years has seen the rapid growth of data min- ing approaches for the analysis of data obtained from Mas- sive Open Online Courses (MOOCs). The objectives of this study are to develop approaches to predict the scores a stu- dent…

计算机与社会 · 计算机科学 2016-05-10 Zhiyun Ren , Huzefa Rangwala , Aditya Johri

In order to obtain reliable accuracy estimates for automatic MOOC dropout predictors, it is important to train and test them in a manner consistent with how they will be used in practice. Yet most prior research on MOOC dropout prediction…

人工智能 · 计算机科学 2017-02-22 Jacob Whitehill , Kiran Mohan , Daniel Seaton , Yigal Rosen , Dustin Tingley

In-person instruction for professional development or other types of workplace training provides a social environment and immediate feedback mechanisms that typically ensure all participants are successful. Online, self-paced instruction…

计算机与社会 · 计算机科学 2020-09-01 Beth Porter , Burcin Bozkaya

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…

计算机与社会 · 计算机科学 2014-09-23 Tanmay Sinha , Nan Li , Patrick Jermann , Pierre Dillenbourg

Educational resources, such as web apps and self-directed tutorials, have become popular tools for teaching and active learning. Ideally, students - the intended users of these resources - should be involved in the resource development…

其他统计学 · 统计学 2023-04-04 Gian Carlo Diluvi , Sonja Isberg , Bruce Dunham , Nancy Heckman , Melissa Lee

Jupyter notebooks are increasingly being adopted by teachers to deliver interactive practical sessions to their students. Notebooks come with many attractive features, such as the ability to combine textual explanations, multimedia content,…

计算机与社会 · 计算机科学 2023-09-29 Christophe Casseau , Jean-Rémy Falleri , Thomas Degueule , Xavier Blanc

Case study-based learning has been successfully integrated into various courses, including software engineering education. In the context of software design courses, the use of case studies often entails sharing of real successful or failed…

软件工程 · 计算机科学 2023-01-13 Chun Yong Chong , Eunsuk Kang , Mary Shaw

Massive open online courses (MOOCs), which offer open access and widespread interactive participation through the internet, are quickly becoming the preferred method for online and remote learning. Several MOOC platforms offer the service…

信息检索 · 计算机科学 2023-05-10 Jibing Gong , Yao Wan , Ye Liu , Xuewen Li , Yi Zhao , Cheng Wang , Yuting Lin , Xiaohan Fang , Wenzheng Feng , Jingyi Zhang , Jie Tang

Tertiary education is one of the most important industries in Australia and a crucial source of income for its universities. Therefore, any new form of tertiary education that may have impact on Australian universities should be closely…

计算机与社会 · 计算机科学 2016-06-06 Georg Peters , Doreen Sacker , Jan Seruga

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

Broadening access to both computational and educational resources is critical to diffusing machine-learning (ML) innovation. However, today, most ML resources and experts are siloed in a few countries and organizations. In this paper, we…

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…

计算机与社会 · 计算机科学 2024-03-12 J. M. Luna , H. M. Fardoun , F. Padillo , C. Romero , S. Ventura

DevOps is a set of practices that deals with coordination between development and operation teams and ensures rapid and reliable new software releases that are essential in industry. DevOps education assumes the vital task of preparing new…

MOOC participants often feel isolated and disconnected from their peers. Navigating meaningful peer interactions, generating a sense of belonging, and achieving social presence are all major challenges for MOOC platforms. MOOC users often…

人机交互 · 计算机科学 2021-07-16 Dilrukshi Gamage , Mark E Whiting

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

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…

计算机与社会 · 计算机科学 2015-04-28 Muthu Kumar Chandrasekaran , Min-Yen Kan , Bernard C. Y. Tan , Kiruthika Ragupathi

Online learning is convenient for many learners; it gives them the possibility of learning without being restricted by attending a particular classroom at a specific time. While this exciting opportunity can let its users manage their life…

计算机与社会 · 计算机科学 2020-06-01 Zahra Derakhshandeh , Babak Esmaeili

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

Teaching programming using Massive Open Online Courses (MOOCs) is gaining popularity due to their scalability and efficiency of knowledge distribution. However, participating in these courses usually means fully committing to the supplied…

软件工程 · 计算机科学 2018-09-05 Christoph Matthies , Arian Treffer , Matthias Uflacker

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…

多媒体 · 计算机科学 2020-05-29 Jianwei Shi , Christian Otto , Anett Hoppe , Peter Holtz , Ralph Ewerth