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The focus of this research was to use Educational Data Mining (EDM) techniques to conduct a quantitative analysis of students interaction with an e-learning system through instructor-led non-graded and graded courses. This exercise is…

计算机与社会 · 计算机科学 2014-12-30 I. P. Ratnapala , R. G. Ragel , S. Deegalla

With the proliferation of large language model (LLM) applications since 2022, their use in education has sparked both excitement and concern. Recent studies consistently highlight students' (mis)use of LLMs can hinder learning outcomes.…

人机交互 · 计算机科学 2025-07-01 Ruiwei Xiao , Xinying Hou , Runlong Ye , Majeed Kazemitabaar , Nicholas Diana , Michael Liut , John Stamper

In the context of higher education's evolving dynamics post-COVID-19, this paper assesses the impact of new pedagogical incentives implemented in a first-year undergraduate computing module at University College London. We employ a mixed…

计算机与社会 · 计算机科学 2024-03-25 Laura J. Johnston , Takoua Jendoubi

This study examines whether including more contextual information in data analysis could improve our ability to identify the relation between students' online learning behavior and overall performance in an introductory physics course. We…

物理教育 · 物理学 2020-07-01 Zhongzhou Chen , Mengyu Xu , Geoffrey Garrido , Matthew W. Guthrie

The study introduces a new analysis scheme to analyze trace data and visualize students' self-regulated learning strategies in a mastery-based online learning modules platform. The pedagogical design of the platform resulted in fewer event…

物理教育 · 物理学 2021-12-06 Tom Zhang , Michelle Taub , Zhongzhou Chen

Mobile applications and other integration of information and communication technology (ICT) have become well-known in education to monitor teaching and learning activities. The analysis of student learning through evaluation is a growing…

人机交互 · 计算机科学 2022-02-08 Ronel B. Dayanghirang , Alexander A. Hernandez

This paper presents data analysis from a course on Software Engineering in an effort to identify metrics and techniques that would allow instructor to act proactively and identify patterns of low engagement and inefficient peer…

计算机与社会 · 计算机科学 2013-06-11 Daniel Dietsch , Andreas Podelski , Jaechang Nam , Pantelis M. Papadopoulos , Martin Schäf

After a machine learning (ML)-based system is deployed, monitoring its performance is important to ensure the safety and effectiveness of the algorithm over time. When an ML algorithm interacts with its environment, the algorithm can affect…

Understanding student behavior in the classroom is essential to improve both pedagogical quality and student engagement. Existing methods for predicting student engagement typically require substantial annotated data to model the diversity…

计算机视觉与模式识别 · 计算机科学 2026-05-01 Ahmed Abdelkawy , Ahmed Elsayed , Asem Ali , Aly Farag , Thomas Tretter , Michael McIntyre

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…

计算机与社会 · 计算机科学 2020-12-03 Sepinoud Azimi , Carmen-Gabriela Popa , Tatjana Cucić

Learning management systems (LMS) like Moodle are increasingly used to support university teaching. As Moodle courses become more complex, incorporating diverse interactive elements, it is important to understand how students navigate…

计算机与社会 · 计算机科学 2025-12-16 Tobias Hildebrandt , Lars Mehnen

Analysis of log data generated by online educational systems is an essential task to better the educational systems and increase our understanding of how students learn. In this study we investigate previously unseen data from Clio Online,…

计算机与社会 · 计算机科学 2019-08-26 Stephan Lorenzen , Niklas Hjuler , Stephen Alstrup

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

Reading assessments are essential for enhancing students' comprehension, yet many EdTech applications focus mainly on outcome-based metrics, providing limited insights into student behavior and cognition. This study investigates the use of…

Measuring instructors' adoption of learning management system (LMS) tools is a critical first step in evaluating the efficacy of online teaching and learning at scale. Existing models for LMS adoption are often qualitative,…

人机交互 · 计算机科学 2024-07-19 Taha Hassan , Bob Edmison , Daron Williams , Larry Cox , Matthew Louvet , Bart Knijnenburg , D. Scott McCrickard

With increasing popularity in online learning, a surge of E-learning platforms have emerged to facilitate education opportunities for k-12 (from kindergarten to 12th grade) students and with this, a wealth of information on their learning…

人机交互 · 计算机科学 2019-09-24 Meng Xia , Huan Wei , Min Xu , Leo Yu Ho Lo , Yong Wang , Rong Zhang , Huamin Qu

In order to track and comprehend the academic achievement of students, both private and public educational institutions devote a significant amount of resources and labour. One of the difficult issues that institutes deal with on a regular…

计算机与社会 · 计算机科学 2022-11-14 Bibhuprasad Mahakud , Bibhuti Parida , Ipsit Panda , Souvik Maity , Arpita Sahoo , Reeta Sharma

The concept of E-learning in Universities has grown rapidly over the years to include not just only a learning management system but also tools initially not designed for learning such as Facebook and advanced learning tools, for example…

计算机与社会 · 计算机科学 2021-02-23 Ajayi Ekuase-Anwansedo , Akai Smith

Current methods for analyzing student engagement in e-learning platforms, including automated systems, often struggle with challenges such as handling fuzzy sentiment in text comments and relying on limited metadata. Traditional approaches,…

计算与语言 · 计算机科学 2024-12-20 Ali Hamdi , Ahmed Abdelmoneim Mazrou , Mohamed Shaltout

The widespread availability of large language models (LLMs), such as ChatGPT, has significantly impacted education, raising both opportunities and challenges. Students can frequently interact with LLM-powered, interactive learning tools,…

人工智能 · 计算机科学 2026-03-06 Hunter McNichols , Fareya Ikram , Andrew Lan