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As generative AI becomes increasingly integrated into higher education, understanding how students engage with these technologies is essential for responsible adoption. This study evaluates the Educational AI Hub, an AI-powered learning…

Computers and Society · Computer Science 2025-10-29 Ramteja Sajja , Yusuf Sermet , Brian Fodale , Ibrahim Demir

Providing students with flexible and timely academic support is a challenge at most colleges and universities, leaving many students without help outside scheduled hours. Large language models (LLMs) are promising for bridging this gap, but…

Computers and Society · Computer Science 2025-09-12 Chang Liu , Loc Hoang , Andrew Stolman , Rene F. Kizilcec , Bo Wu

This paper presents our approach for the engagement intensity regression task of EmotiW 2019. The task is to predict the engagement intensity value of a student when he or she is watching an online MOOCs video in various conditions. Based…

Computer Vision and Pattern Recognition · Computer Science 2019-07-09 Kai Wang , Jianfei Yang , Da Guo , Kaipeng Zhang , Xiaojiang Peng , Yu Qiao

Robot Learning from Demonstration (RLfD) is a technique for robots to derive policies from instructors' examples. Although the reciprocal effects of student engagement on teacher behavior are widely recognized in the educational community,…

Human-Computer Interaction · Computer Science 2020-05-05 Mingfei Sun , Zhenhui Peng , Meng Xia , Xiaojuan Ma

Inferring human mental state (e.g., emotion, depression, engagement) with sensing technology is one of the most valuable challenges in the affective computing area, which has a profound impact in all industries interacting with humans. The…

Human-Computer Interaction · Computer Science 2021-12-01 Nan Gao , Mohammad Saiedur Rahaman , Wei Shao , Flora D. Salim

Early identification of student success is crucial for enabling timely interventions, reducing dropout rates, and promoting on time graduation. In educational settings, AI powered systems have become essential for predicting student…

Machine Learning · Computer Science 2026-01-13 Anca Muresan , Mihaela Cardei , Ionut Cardei

Students' engagements reflect their level of involvement in an ongoing learning process which can be estimated through their interactions with a computer-based learning or assessment system. A pre-requirement for stimulating student…

Computers and Society · Computer Science 2024-03-12 R. Maqsood , P. Ceravolo , C. Romero , S. Ventura

The explosion of Open Educational Resources (OERs) in the recent years creates the demand for scalable, automatic approaches to process and evaluate OERs, with the end goal of identifying and recommending the most suitable educational…

Computers and Society · Computer Science 2020-06-11 Sahan Bulathwela , María Pérez-Ortiz , Aldo Lipani , Emine Yilmaz , John Shawe-Taylor

Active learning aims to efficiently build a labeled training set by strategically selecting samples to query labels from annotators. In this sequential process, each sample acquisition influences subsequent selections, causing dependencies…

Machine Learning · Computer Science 2025-10-07 Beyza Kalkanli , Tales Imbiriba , Stratis Ioannidis , Deniz Erdogmus , Jennifer Dy

The birth of massive open online courses (MOOCs) has had an undeniable effect on how teaching is being delivered. It seems that traditional in class teaching is becoming less popular with the young generation, the generation that wants to…

Computers and Society · Computer Science 2020-12-03 Sepinoud Azimi , Carmen-Gabriela Popa , Tatjana Cucić

The widespread adoption of online courses opens opportunities for the analysis of learner behaviour and for the optimisation of web-based material adapted to observed usage. Here we introduce a mathematical framework for the analysis of…

Social and Information Networks · Computer Science 2019-07-17 Robert L. Peach , Sophia N. Yaliraki , David Lefevre , Mauricio Barahona

Educational videos are widely used across various instructional models in higher education to support flexible and self-paced learning. However, student engagement with these videos varies significantly depending on how they are designed.…

Applications · Statistics 2025-12-19 Mohamed Tolba , Olivia Kendall , Daniel Tudball Smith , Alexander Gregg , Tony Vo , Scott Wordley

To perform contingent teaching and be responsive to students' needs during class, lecturers must be able to quickly assess the state of their audience. While effective teachers are able to gauge easily the affective state of the students,…

Computer Vision and Pattern Recognition · Computer Science 2021-05-31 Richard Klein , Turgay Celik

Albeit existing evidence about the impact of AI-based adaptive learning platforms, their scaled adoption in schools is slow at best. In addition, AI tools adopted in schools may not always be the considered and studied products of the…

Computers and Society · Computer Science 2023-04-06 Mutlu Cukurova , Xin Miao , Richard Brooker

Programming is a crucial skill in today's world and being taught worldwide at different levels. However, in the literature there is little research investigating a formal approach to embedding public engagement into programming module…

Computers and Society · Computer Science 2024-12-23 Jianhua Yang , Mir Seyedebrahimi , Margaret Low , Holly Heshmati

A growing number of universities worldwide use various forms of online and blended learning as part of their academic curricula. Furthermore, the recent changes caused by the COVID-19 pandemic have led to a drastic increase in importance…

Machine Learning · Computer Science 2022-09-05 Galina Deeva , Johannes De Smedt , Cecilia Saint-Pierre , Richard Weber , Jochen De Weerdt

Student's mental health problems have been explored previously in higher education literature in various contexts including empirical work involving quantitative and qualitative methods. Nevertheless, comparatively few research could be…

Applications · Statistics 2022-03-01 Prathamesh Muzumdar , Ganga Prasad Basyal , Piyush Vyas

Prior work has developed a range of automated measures ("detectors") of student self-regulation and engagement from student log data. These measures have been successfully used to make discoveries about student learning. Here, we extend…

Computers and Society · Computer Science 2025-05-20 Ashish Gurung , Jionghao Lin , Zhongtian Huang , Conrad Borchers , Ryan S. Baker , Vincent Aleven , Kenneth R. Koedinger

A teaching experiment was carried out in a university-level thermodynamics course using adaptive and interactive e-learning material, created in the new Moodle question type Stateful extending the original e-learning platform STACK. The…

Physics Education · Physics 2024-03-08 Matti Harjula , Ville Havu , Inkeri Kontro , Kimmo Kulmala , Jarmo Malinen , Petri Salo

Massive Open Online Courses (MOOCs) continue to see increasing enrolment, but only a small percent of enrolees completes the MOOCs. Whilst a lot of research has focused on predicting completion, there is little research analysing the…

Computers and Society · Computer Science 2020-08-12 Lei Shi , Alexandra I. Cristea , Armando M. Toda , Wilk Oliveira