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Theories developed by Tinto and Nora identify academic performance, learning gains, and involvement in learning communities as significant facets of student engagement that, in turn, support student persistence. Collaborative learning…

Physics Education · Physics 2021-02-09 Eric A. Williams , Justyna P. Zwolak , Remy Dou , Eric Brewe

With the outbreak of the COVID-19 pandemic in 2020, most colleges and universities move to restrict campus activities, reduce indoor gatherings and move instruction online. These changes required that students adapt and alter their daily…

Human-Computer Interaction · Computer Science 2021-07-12 Congyu Wu , Hagen Fritz , Cameron Craddock , Kerry Kinney , Darla Castelli , David M. Schnyer

This study explores the use of electroencephalography (EEG)-based brain wave monitoring to enable dynamic difficulty adjustment (DDA) in a virtual reality (VR) gaming environment. Using the Task Engagement Index (TEI) derived from frontal…

Human-Computer Interaction · Computer Science 2025-04-22 Nir Cafri

Identifying stress levels can provide valuable data for mental health analytics as well as labels for annotation systems. Although much research has been conducted into stress detection models using heart rate variability at a higher cost…

Machine Learning · Computer Science 2022-03-21 Van-Tu Ninh , Sinéad Smyth , Minh-Triet Tran , Cathal Gurrin

As the number of smart devices that surround us increases, so do the opportunities to create smart socially-aware systems. In this context, mobile devices can be used to collect data about students and to better understand how their…

Human-Computer Interaction · Computer Science 2024-10-28 J. Fernandes , J. Sá Silva , A. Rodrigues , S. Sinche , F. Boavida

Learning analytics has begun to use physiological signals because these have been linked with learners' cognitive and affective states. These signals, when interpreted through machine learning techniques, offer a nuanced understanding of…

Human-Computer Interaction · Computer Science 2024-06-21 Minghao Cai , Carrie Demmans Epp

We investigate the dynamics of student behaviors (posture, gesture, vocal register, visual focus) and the substance of their reasoning during collaborative work on inquiry-based physics tutorials. Scherr has characterized student activity…

Physics Education · Physics 2008-03-05 Luke D. Conlin , Ayush Gupta , Rachel E. Scherr , David Hammer

This study analyzes patterns of physical, mental, lifestyle, and personality factors in college students in different periods over the course of a semester and models their relationships with students' academic performance. The data…

Affective computing has garnered the attention and interest of researchers in recent years, as there is a need for AI systems to better understand and react to human emotions. However, analyzing human emotions, such as mood or stress, is…

The flipped classroom model has been widely acknowledged as a practical pedagogical approach to enhancing student engagement and learning. However, it faces challenges such as improving student interaction with learning content and peers,…

Physics Education · Physics 2024-09-20 Mehrasa Alizadeh

Detecting abnormal behaviors of students in time and providing personalized intervention and guidance at the early stage is important in educational management. Academic performance prediction is an important building block to enabling this…

Computers and Society · Computer Science 2019-03-19 Huaxiu Yao , Defu Lian , Yi Cao , Yifan Wu , Tao Zhou

As trends in education evolve, personalized learning has transformed individuals' engagement with knowledge and skill development. In the digital age, state-of-the-art technologies have been increasingly integrated into classrooms to…

Computers and Society · Computer Science 2025-01-15 Ying Weng , Yiming Zhang

Identifying the factors that determine academic performance is an essential part of educational research. Existing research indicates that class attendance is a useful predictor of subsequent course achievements. The majority of the…

Social and Information Networks · Computer Science 2018-04-10 Valentin Kassarnig , Andreas Bjerre-Nielsen , Enys Mones , Sune Lehmann , David Dreyer Lassen

We propose a multimodal approach for detection of students' behavioral engagement states (i.e., On-Task vs. Off-Task), based on three unobtrusive modalities: Appearance, Context-Performance, and Mouse. Final behavioral engagement states are…

Human-Computer Interaction · Computer Science 2019-01-18 Nese Alyuz , Eda Okur , Utku Genc , Sinem Aslan , Cagri Tanriover , Asli Arslan Esme

This paper presents a novel Electrodermal Activity (EDA) signal acquisition system, designed to address the challenges of stress monitoring in contemporary society, where stress affects one in four individuals. Our system focuses on…

Systems and Control · Electrical Eng. & Systems 2024-09-11 Ruoyu Zhang , Ruijie Fang , Elahe Hosseini , Chongzhou Fang , Ning Miao , Houman Homayoun

This study explores the relationship between body composition metrics, self-compassion, and social support among college students. Using seasonal body composition data from the InBody770 system and psychometric measures from the Lived…

Increasing student retention (successfully finishing a particular course) and persistence (continuing through a sequence of courses or the major area of study) is currently a major challenge for universities. While students' academic and…

Physics Education · Physics 2018-02-06 Justyna P. Zwolak , Remy Dou , Eric A. Williams , Eric Brewe

As mobile health (mHealth) studies become increasingly productive due to the advancements in wearable and mobile sensor technology, our ability to monitor and model human behavior will be constrained by participant receptivity. The reliance…

Human-Computer Interaction · Computer Science 2023-11-27 Zachary D King , Han Yu , Thomas Vaessen , Iniz Myin-Germeys , Akane Sano

We investigated physics students' learning experience and behaviour in a second-year laboratory by analyzing transcribed audio recordings of laboratory sessions. One student group was given both a problem and procedure and asked to analyze…

Physics Education · Physics 2021-08-25 Bei Cai , Lindsay A. Mainhood , Ryan Groome , Corinne Laverty , Alastair McLean

Active Learning (AL) is a well-known teaching method in engineering because it allows to foster learning and critical thinking of the students by employing debate, hands-on activities, and experimentation. However, most educational results…

Computers and Society · Computer Science 2024-06-04 Jonathan Álvarez Ariza
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