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In this paper, we study the problem of MOOC quality evaluation which is essential for improving the course materials, promoting students' learning efficiency, and benefiting user services. While achieving promising performances, current…

Computers and Society · Computer Science 2023-01-05 Lu Jiang , Yibin Wang , Jianan Wang , Pengyang Wang , Minghao Yin

Interpretability of the underlying AI representations is a key raison d'\^{e}tre for Open Learner Modelling (OLM) -- a branch of Intelligent Tutoring Systems (ITS) research. OLMs provide tools for 'opening' up the AI models of learners'…

Artificial Intelligence · Computer Science 2018-07-03 Cristina Conati , Kaska Porayska-Pomsta , Manolis Mavrikis

In recent years, online learning has attracted increasing attention due to its adaptive capability to process streaming and non-stationary data. To facilitate algorithm development and practical deployment in this area, we introduce…

Machine Learning · Computer Science 2025-07-29 Zeyi Liu , Songqiao Hu , Pengyu Han , Jiaming Liu , Xiao He

The high level of attrition and low rate of certification in Massive Open Online Courses (MOOCs) has prompted a great deal of research. Prior researchers have focused on predicting dropout based upon behavioral features such as student…

Computers and Society · Computer Science 2018-09-05 Niki Gitinabard , Farzaneh Khoshnevisan , Collin F. Lynch , Elle Yuan Wang

The use of machine learning techniques has expanded in education research, driven by the rich data from digital learning environments and institutional data warehouses. However, replication of machine learned models in the domain of the…

Computers and Society · Computer Science 2018-08-23 Josh Gardner , Yuming Yang , Ryan Baker , Christopher Brooks

As part of a larger research project into massively open online courses (MOOCs), we have investigated student background, as well as student participation in a physics MOOC with a laboratory component. Students completed a demographic…

Open datasets play a crucial role in three research domains that intersect data science and education: learning analytics, educational data mining, and artificial intelligence in education. Researchers in these domains apply computational…

Computers and Society · Computer Science 2026-04-14 Valdemar Švábenský , Brendan Flanagan , Erwin Daniel López Zapata , Atsushi Shimada

This chapter examines how data analytics can be leveraged to enhance immersive teacher simulations, situating this inquiry within the broader learning sciences discourse on embodied cognition, data-informed feedback, and teacher…

Human-Computer Interaction · Computer Science 2026-01-15 Sumin Hong , Jewoong Moon , Taeyeon Eom , Juno Hwang , Jibeom Seo

The role of large language models (LLMs) in education is an increasing area of interest today, considering the new opportunities they offer for teaching, learning, and assessment. This cutting-edge tutorial provides an overview of the…

Computation and Language · Computer Science 2024-09-19 Bashar Alhafni , Sowmya Vajjala , Stefano Bannò , Kaushal Kumar Maurya , Ekaterina Kochmar

Knowledge dissemination in educational settings is profoundly influenced by the curse of knowledge, a cognitive bias that causes experts to underestimate the challenges faced by learners due to their own in-depth understanding of the…

Human-Computer Interaction · Computer Science 2025-03-13 Qianyu Liu , Xinran Li , Xiaocong Du , Quan Li

The proliferation of massive open online courses (MOOCs) demands an effective way of course recommendation for jobs posted in recruitment websites, especially for the people who take MOOCs to find new jobs. Despite the advances of…

Databases · Computer Science 2020-12-29 Bowen Hao , Jing Zhang , Cuiping Li , Hong Chen , Hongzhi Yin

Massive Open Online Courses (MOOCs) are emerging as a popular alternative to traditional education, offering learners the flexibility to access a wide range of courses from various disciplines, anytime and anywhere. Despite this…

Computers and Society · Computer Science 2025-03-04 Alireza Gharahighehi , Achilleas Ghinis , Michela Venturini , Frederik Cornillie , Celine Vens

While Massive Open Online Course (MOOCs) platforms provide knowledge in a new and unique way, the very high number of dropouts is a significant drawback. Several features are considered to contribute towards learner attrition or lack of…

Human-Computer Interaction · Computer Science 2020-08-14 Ahmed Alamri , Mohammad Alshehri , Alexandra I. Cristea , Filipe D. Pereira , Elaine Oliveira , Lei Shi , Craig Stewart

Meta-learning is a promising strategy for learning to efficiently learn within new tasks, using data gathered from a distribution of tasks. However, the meta-learning literature thus far has focused on the task segmented setting, where at…

Machine Learning · Computer Science 2020-10-22 James Harrison , Apoorva Sharma , Chelsea Finn , Marco Pavone

Massive Open Online Courses (MOOCs) have been used by students as a low-cost and low-touch educational credential in a variety of fields. Understanding the grading mechanisms behind these course assignments is important for evaluating MOOC…

Computers and Society · Computer Science 2021-04-27 Siruo Wang , Leah R. Jager , Kai Kammers , Aboozar Hadavand , Jeffrey T. Leek

The advent of Large Language Models (LLMs) has brought in a new era of possibilities in the realm of education. This survey paper summarizes the various technologies of LLMs in educational settings from multifaceted perspectives,…

Computation and Language · Computer Science 2024-04-03 Shen Wang , Tianlong Xu , Hang Li , Chaoli Zhang , Joleen Liang , Jiliang Tang , Philip S. Yu , Qingsong Wen

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…

Multimedia · Computer Science 2020-05-29 Jianwei Shi , Christian Otto , Anett Hoppe , Peter Holtz , Ralph Ewerth

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…

Human-Computer Interaction · Computer Science 2018-12-17 Yanbang Wang , Nancy Law , Erik Hemberg , Una-May O'Reilly

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…

Human-Computer Interaction · Computer Science 2026-04-24 Zhiguang Zhou , Ruiqi Yu , Yuming Ma , Hao Ni , Guojun Li , Li Ye , Xiaoying Wang , Yize Li , Yigang Wang , Yong Wang

The shortage of people trained in STEM fields is becoming acute, and universities and colleges are straining to satisfy this demand. In the case of computer science, for instance, the number of US students taking introductory courses has…

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