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Learning analytics (LA) is argued to be able to improve learning outcomes, learner support and teaching. However, despite an increasingly expanding amount of student (digital) data accessible from various online education and learning…

Computers and Society · Computer Science 2021-05-17 Olga Viberg , Ake Gronlund

Background: In the contemporary educational landscape, technology has the power to drive innovative pedagogical practices. Overcoming the resistance of teachers and students to adopting new methods and technologies is a challenge that needs…

Computers and Society · Computer Science 2023-11-28 Fabiano Villan , Renato P. dos Santos

E-learning environments are increasingly harnessing large language models (LLMs) like GPT-3.5 and GPT-4 for tailored educational support. This study introduces an approach that integrates dynamic knowledge graphs with LLMs to offer nuanced…

Artificial Intelligence · Computer Science 2024-12-06 Patrick Ocheja , Brendan Flanagan , Yiling Dai , Hiroaki Ogata

We present a demonstration of REACT, a new Real-time Educational AI-powered Classroom Tool that employs EDM techniques for supporting the decision-making process of educators. REACT is a data-driven tool with a user-friendly graphical…

Computers and Society · Computer Science 2021-08-18 Ajay Kulkarni , Olga Gkountouna

Social and behavioral scientists increasingly aim to study how humans interact, collaborate, and make decisions alongside artificial intelligence. However, the experimental infrastructure for such work remains underdeveloped: (1) few…

Human-Computer Interaction · Computer Science 2025-10-16 Crystal Qian , Vivian Tsai , Michael Behr , Nada Hussein , Léo Laugier , Nithum Thain , Lucas Dixon

An on-line drilling system, the tutor-web, has been developed and used for teaching mathematics and statistics. The system was used in a basic course in calculus including 182 students. The students were requested to answer quiz questions…

Applications · Statistics 2013-10-31 Anna Helga Jonsdottir , Gunnar Stefansson

The prevailing educational methods predominantly rely on traditional classroom instruction or online delivery, often limiting the teachers' ability to engage effectively with all the students simultaneously. A more intrinsic method of…

Machine Learning · Computer Science 2024-12-30 Swati Chowdhuri , Satadip Saha , Samadrita Karmakar , Ankur Chanda

Recent advances in AI, machine learning, and NLP have led to the development of a new generation of Large Language Models (LLMs) that are trained on massive amounts of data and often have trillions of parameters. Commercial applications…

Computation and Language · Computer Science 2024-04-05 Nishat Raihan , Dhiman Goswami , Sadiya Sayara Chowdhury Puspo , Christian Newman , Tharindu Ranasinghe , Marcos Zampieri

Many non-traditional students in cybersecurity programs often lack access to advice from peers, family members and professors, which can hinder their educational experiences. Additionally, these students may not fully benefit from various…

Computers and Society · Computer Science 2025-01-17 Tianyu Wang , Nianjun Zhou , Zhixiong Chen

Supporting student success requires collaboration among multiple stakeholders. Researchers have explored machine learning models for academic performance prediction; yet key challenges remain in ensuring these models are interpretable,…

Human-Computer Interaction · Computer Science 2025-05-12 Han Zhang , Yiyi Ren , Paula S. Nurius , Jennifer Mankoff , Anind K. Dey

The implementation of teaching interventions in learning needs has received considerable attention, as the provision of the same educational conditions to all students, is pedagogically ineffective. In contrast, more effectively considered…

Information Retrieval · Computer Science 2020-10-12 Vasiliki Demertzi , Konstantinos Demertzis

The computing education community endeavors to consistently move forward, improving the educational experience of our students. As new innovations in computing education practice are learned and shared, however, these papers may not exhibit…

Computers and Society · Computer Science 2021-10-13 Jeffrey C. Carver , Sarah Heckman , Mark Sherriff

Educational resource understanding is vital to online learning platforms, which have demonstrated growing applications recently. However, researchers and developers always struggle with using existing general natural language toolkits or…

Computation and Language · Computer Science 2024-06-05 Zhenya Huang , Yuting Ning , Longhu Qin , Shiwei Tong , Shangzi Xue , Tong Xiao , Xin Lin , Jiayu Liu , Qi Liu , Enhong Chen , Shijing Wang

Current AI-driven educational systems primarily rely on behavioural analytics, performance metrics, and content-level interactions to model learning. While these approaches provide useful indicators of learner activity, they are…

Human-Computer Interaction · Computer Science 2026-05-19 Annie Yuan

Learning technology was used as standalone software to install in a particular system, which needs to buy learning software of a particular subject. It was costly and difficult to search CD/DVD of the particular program in the market.…

Human-Computer Interaction · Computer Science 2019-09-27 Awais Khan Jumani , Anware Ali Sanjrani , Fida Hussain Khoso , Mashooque Ahmed Memon , Mumtaz Hussain Mahar , Vishal Kumar

We provide ongoing results from the development of a personalized learning system integrated into a serious game. Given limited instructor resources, the use of computerized systems to help tutor students offers a way to provide higher…

Computers and Society · Computer Science 2023-05-29 Ying Tang , Ryan Hare

The surge in the adoption of Intelligent Tutoring Systems (ITSs) in education, while being integral to curriculum-based learning, can inadvertently exacerbate performance gaps. To address this problem, student profiling becomes crucial for…

Artificial Intelligence · Computer Science 2025-08-27 Qian Xiao , Conn Breathnach , Ioana Ghergulescu , Conor O'Sullivan , Keith Johnston , Vincent Wade

AI-based Intelligent Tutoring Systems (ITS) have significant potential to transform teaching and learning. As efforts continue to design, develop, and integrate ITS into educational contexts, mixed results about their effectiveness have…

Information Retrieval · Computer Science 2025-07-28 Meriem Zerkouk , Miloud Mihoubi , Belkacem Chikhaoui

Artificial intelligence (AI) retrieval-augmented generation (RAG) tools now enable educators to transform course materials into diverse multimedia at scale. However, it remains unclear whether such AI-generated content functions as a…

Computers and Society · Computer Science 2026-05-19 David James Woo , Deliang Wang , Kai Guo

The recent advances in computer-assisted learning systems and the availability of open educational resources today promise a pathway to providing cost-efficient, high-quality education to large masses of learners. One of the most ambitious…

Artificial Intelligence · Computer Science 2019-11-22 Sahan Bulathwela , Maria Perez-Ortiz , Emine Yilmaz , John Shawe-Taylor