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Descriptive Analytics is the summarization of the past data and generates some useful patterns from that data. This work focuses on analyzing and querying large academic dataset for generating Student Progression using visualization and…

软件工程 · 计算机科学 2018-05-10 Harkiran Kaur , Aanchal Phutela

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

The application of the Internet in the field of education is becoming more and more popular, and a large amount of educational data is generated in the process. How to effectively use these data has always been a key issue in the field of…

计算机与社会 · 计算机科学 2024-07-25 Chun Wang , Jiexiao Chen , Ziyang Xie , Jianke Zou

Despite the vast body of literature on Active Learning (AL), there is no comprehensive and open benchmark allowing for efficient and simple comparison of proposed samplers. Additionally, the variability in experimental settings across the…

机器学习 · 计算机科学 2023-04-12 W. Jonas , A. Abraham , L. Dreyfus-Schmidt

Traditional learning-based approaches to student modeling generalize poorly to underrepresented student groups due to biases in data availability. In this paper, we propose a methodology for predicting student performance from their online…

Online tools provide unique access to research students' study habits and problem-solving behavior. In MOOCs, this online data can be used to inform instructors and to provide automatic guidance to students. However, these techniques may…

计算机与社会 · 计算机科学 2019-04-17 Adithya Sheshadri , Niki Gitinabard , Collin F. Lynch , Tiffany Barnes , Sarah Heckman

As Artificial Intelligence (AI) tools become increasingly embedded in higher education, understanding how students interact with these systems is essential to supporting effective learning. This study examines how students' AI literacy and…

人机交互 · 计算机科学 2025-07-30 Meryem Yilmaz Soylu , Jeonghyun Lee , Jui-Tse Hung , Christopher Zhang Cui , David A. Joyner

Training machine learning (ML) models with large datasets can incur significant resource contention on shared clusters. This training typically involves many iterations that continually improve the quality of the model. Yet in exploratory…

分布式、并行与集群计算 · 计算机科学 2018-02-15 Haoyu Zhang , Logan Stafman , Andrew Or , Michael J. Freedman

We study statistical risk minimization problems under a privacy model in which the data is kept confidential even from the learner. In this local privacy framework, we establish sharp upper and lower bounds on the convergence rates of…

机器学习 · 统计学 2013-10-11 John C. Duchi , Michael I. Jordan , Martin J. Wainwright

Do studies show that physical and online students' social networks support education? Analyzing interactions between students in schools and universities can provide a wealth of information. Studies on students' social networks can help us…

社会与信息网络 · 计算机科学 2019-09-12 Akrati Saxena , Pratishtha Saxena , Harita Reddy , Ralucca Gera

The literature on fraud analytics and fraud detection has seen a substantial increase in output in the past decade. This has led to a wide range of research topics and overall little organization of the many aspects of fraud analytical…

密码学与安全 · 计算机科学 2024-07-29 Christopher Bockel-Rickermann , Tim Verdonck , Wouter Verbeke

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…

机器学习 · 计算机科学 2026-01-13 Anca Muresan , Mihaela Cardei , Ionut Cardei

Latent Dirichlet Allocation (LDA) is a popular topic modeling technique for discovery of hidden semantic architecture of text datasets, and plays a fundamental role in many machine learning applications. However, like many other machine…

机器学习 · 计算机科学 2019-07-02 Fangyuan Zhao , Xuebin Ren , Shusen Yang , Xinyu Yang

With the arising concerns of privacy within machine learning, federated learning (FL) was invented in 2017, in which the clients, such as mobile devices, train a model and send the update to the centralized server. Choosing clients randomly…

机器学习 · 计算机科学 2023-06-09 Carl Smestad , Jingyue Li

Primary and secondary education is a crucial stage to build a strong foundation before diving deep into specialised subjects in colleges and universities. To excel in the current education system, students are required to have a deep…

物理教育 · 物理学 2020-08-31 Junhua Liu , Lionell Loh , Ernest Ng , Yijia Chen , Kristin L. Wood , Kwan Hui Lim

Active Learning (AL) addresses the crucial challenge of enabling machines to efficiently gather labeled examples through strategic queries. Among the many AL strategies, Uncertainty Sampling (US) stands out as one of the most widely…

机器学习 · 计算机科学 2025-06-24 Po-Yi Lu , Yi-Jie Cheng , Chun-Liang Li , Hsuan-Tien Lin

One of the important measures of quality of education is the performance of students in the academic settings. Nowadays, abundant data is stored in educational institutions about students which can help to discover insight on how students…

计算机与社会 · 计算机科学 2019-09-18 Ephrem Admasu Yekun , Abrahaley Teklay

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

Students' satisfaction plays a vital role in success of an educational institute. Hence, many educational institutes continuously improve their service to produce a supportive learning environment to satisfy the student need. For this…

计算机与社会 · 计算机科学 2015-04-17 Farzana Afrin , Mohammad Saiedur Rahaman , Mohammad Saidur Rahman , Mashiour Rahman

The increasing integration of artificial intelligence (AI) in higher education has raised important questions regarding students' transparency in reporting AI-assisted work. This study investigates the psychological mechanisms underlying…

人工智能 · 计算机科学 2026-04-24 Yiran Du , Huimin He