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Engagement, which links to attentional, emotional, and cognitive dimensions, plays an important role in learning. In online and video-based learning environments, learners often need to regulate their own interactions with instructional…

人机交互 · 计算机科学 2026-05-05 Zikang Leng , Edan Eyal , Yingtian Shi , Jiaman He , Yaqi Liu , Thomas Plötz

Seating location in the classroom can affect student engagement, attention and academic performance by providing better visibility, improved movement, and participation in discussions. Existing studies typically explore how traditional…

人机交互 · 计算机科学 2022-07-26 Nan Gao , Mohammad Saiedur Rahaman , Wei Shao , Kaixin Ji , Flora D. Salim

The study of student engagement has attracted growing interests to address problems such as low academic performance, disaffection, and high dropout rates. Existing approaches to measuring student engagement typically rely on survey-based…

人机交互 · 计算机科学 2020-07-24 Nan Gao , Wei Shao , Mohammad Saiedur Rahaman , Flora D. Salim

With the increase of distance learning, in general, and e-learning, in particular, having a system capable of determining the engagement of students is of primordial importance, and one of the biggest challenges, both for teachers,…

Through in-class observations of teaching assistants (TAs) and students in the lab sections of a large introductory physics course, we study which TA behaviors can be used to predict student engagement and, in turn, how this engagement…

物理教育 · 物理学 2015-06-16 Jared B. Stang , Ido Roll

In modern online learning, understanding and predicting student behavior is crucial for enhancing engagement and optimizing educational outcomes. This systematic review explores the integration of biosensors and Multimodal Learning…

人机交互 · 计算机科学 2025-09-10 Alvaro Becerra , Ruth Cobos , Charles Lang

The growing adoption of interactive learning tools in higher education offers new opportunities to enhance student performance and well-being. This study compares the effects of traditional and interactive learning methods on academic…

人机交互 · 计算机科学 2026-04-20 Siva Raja Sindiramutty

The field of e-learning has emerged as a topic of interest in academia due to the increased ease of accessing the Internet using using smart-phones and wireless devices. One of the challenges facing e-learning platforms is how to keep…

计算机与社会 · 计算机科学 2021-01-07 Abdallah Moubayed , MohammadNoor Injadat , Abdallah Shami , Hanan Lutfiyya

We performed simultaneous recordings of electroencephalography (EEG) from multiple students in a classroom, and measured the inter-subject correlation (ISC) of activity evoked by a common video stimulus. The neural reliability, as…

神经元与认知 · 定量生物学 2016-12-30 Andreas Trier Poulsen , Simon Kamronn , Jacek Dmochowski , Lucas C. Parra , Lars Kai Hansen

In this study, we investigate the combination of indicators, including performance, behavioral engagement, and emotional engagement, to identify students experiencing difficulties. We analyzed data from two primary sources: digital traces…

Electrodermal Activity (EDA) is a non-invasive physiological signal widely available in wearable devices and reflects sympathetic nervous system (SNS) activation. Prior multi-modal studies have demonstrated robust performance in…

机器学习 · 计算机科学 2026-04-24 Rena Mira Krishna , Ramya Sankar , Shadi Ghiasi

Physiological signals can potentially be applied as objective measures to understand the behavior and engagement of users interacting with information access systems. However, the signals are highly sensitive, and many controls are required…

信息检索 · 计算机科学 2023-04-27 Kaixin Ji , Damiano Spina , Danula Hettiachchi , Flora Dilys Salim , Falk Scholer

We present a method to study engagement level uniformity in a class of students. We validate our method by comparing two semesters taught using different methods in a physics and mathematics course. The first semester used conventional…

物理教育 · 物理学 2016-11-11 George C. Cardoso

AI technologies that sense student attention and emotions to enable more personalised teaching interventions are increasingly promoted, but raise pressing questions about student learning, well-being, and ethics. In particular, students'…

人机交互 · 计算机科学 2026-02-12 Bingyi Han , Ying Ma , Simon Coghlan , Dana McKay , George Buchanan , Wally Smith

In this paper, we introduce a new dataset for student engagement detection and localization. Digital revolution has transformed the traditional teaching procedure and a result analysis of the student engagement in an e-learning environment…

计算机视觉与模式识别 · 计算机科学 2018-06-28 Amanjot Kaur , Aamir Mustafa , Love Mehta , Abhinav Dhall

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…

物理教育 · 物理学 2024-03-08 Matti Harjula , Ville Havu , Inkeri Kontro , Kimmo Kulmala , Jarmo Malinen , Petri Salo

Electrodermal activity (EDA) is considered a standard marker of sympathetic activity. However, traditional EDA measurement requires electrodes in steady contact with the skin. Can sympathetic arousal be measured using only an optical…

计算机视觉与模式识别 · 计算机科学 2023-11-14 Bjoern Braun , Daniel McDuff , Tadas Baltrusaitis , Christian Holz

Investigating children's embodied learning in mixed-reality environments, where they collaboratively simulate scientific processes, requires analyzing complex multimodal data to interpret their learning and coordination behaviors. Learning…

Inferring emotions from physiological signals has gained much traction in the last years. Physiological responses to emotions, however, are commonly interfered and overlapped by physical activities, posing a challenge towards emotion…

人机交互 · 计算机科学 2018-11-13 Judith S. Heinisch , Christoph Anderson , Klaus David

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…

人机交互 · 计算机科学 2021-12-01 Nan Gao , Mohammad Saiedur Rahaman , Wei Shao , Flora D. Salim
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