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Poor sleep habits may cause serious problems of mind and body, and it is a commonly observed issue for college students due to study workload as well as peer and social influence. Understanding its impact and identifying students with poor…

人工智能 · 计算机科学 2022-02-21 Teng Guo , Linhong Li , Dongyu Zhang , Feng Xia

With the rise of online eTextbooks and Massive Open Online Courses (MOOCs), a huge amount of data has been collected related to students' learning. With the careful analysis of this data, educators can gain useful insights into the…

计算机与社会 · 计算机科学 2022-03-09 Ahmed Abd Elrahman , Taysir Hassan A Soliman , Ahmed I. Taloba , Mohammed F. Farghally

This study explores the effectiveness of AI tools in enhancing student learning, specifically in improving study habits, time management, and feedback mechanisms. The research focuses on how AI tools can support personalized learning,…

人工智能 · 计算机科学 2024-12-04 Ben Ward , Deepshikha Bhati , Fnu Neha , Angela Guercio

Various studies have shown that students tend to get higher marks when assessed through coursework based assessment methods which include either modules that are fully assessed through coursework or a mixture of coursework and examinations…

计算机与社会 · 计算机科学 2020-09-01 Mohammed Alsuwaiket , Anas H. Blasi , Ra'Fat Al-Msie'deen

Improving students academic performance is not an easy task for the academic community of higher learning. The academic performance of engineering and science students during their first year at university is a turning point in their…

机器学习 · 计算机科学 2012-11-28 Md. Hedayetul Islam Shovon , Mahfuza Haque

With the development of MOOCs massive open online courses, increasingly more subjects can be studied online. Researchers currently show growing interest in the field of MOOCs, including dropout prediction, cheating detection and achievement…

信息检索 · 计算机科学 2019-08-06 Shaojie Qu , Kan Li , Zheyi Fan , Sisi Wu , Xinyi Liu , Zhiguo Huang

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

Although compelling assessments have been examined in recent years, more studies are required to yield a better understanding of the several methods where assessment techniques significantly affect student learning process. Most of the…

物理教育 · 物理学 2017-12-15 Khondkar Islam , Pouyan Ahmadi , Salman Yousaf

Equity of educational outcome and fairness of AI with respect to race have been topics of increasing importance in education. In this work, we address both with empirical evaluations of grade prediction in higher education, an important…

计算机与社会 · 计算机科学 2021-05-17 Weijie Jiang , Zachary A. Pardos

Predicting the performance of students early and as accurately as possible is one of the biggest challenges of educational institutions. Analyzing the performance of students early can help in finding the strengths and weakness of students…

计算机与社会 · 计算机科学 2021-12-03 Aaditya Bhusal

While academic metrics such as transcripts and GPA are commonly used to evaluate students' knowledge acquisition, there is a lack of comprehensive metrics to measure their preparedness for the challenges of post-graduation life. This…

Predicting students' academic performance is one of the key tasks of educational data mining (EDM). Traditionally, the high forecasting quality of such models was deemed critical. More recently, the issues of fairness and discrimination…

机器学习 · 计算机科学 2023-01-31 Tai Le Quy , Thi Huyen Nguyen , Gunnar Friege , Eirini Ntoutsi

A comprehensive understanding of collocation can help understand performance outcomes. For university cohorts, this needs data that describes large groups over a long period. Harnessing user devices to infer this, while tempting, is…

Predictive models for identifying at-risk students early can help teaching staff direct resources to better support them, but there is a growing concern about the fairness of algorithmic systems in education. Predictive models may…

计算机与社会 · 计算机科学 2020-07-02 Hansol Lee , René F. Kizilcec

In this paper we conduct an analysis of Moodle activity data focused on identifying early predictors of good student performance. The analysis shows that three relevant hypotheses are largely supported by the data. These hypotheses are:…

计算机与社会 · 计算机科学 2016-01-13 Ewa Młynarska , Derek Greene , Pádraig Cunningham

We consider the problem of assessing the changing performance levels of individual students as they go through online courses. This student performance (SP) modeling problem is a critical step for building adaptive online teaching systems.…

机器学习 · 计算机科学 2022-02-09 Robin Schmucker , Jingbo Wang , Shijia Hu , Tom M. Mitchell

Excellent students are not only those who master more effective and efficient learning techniques to acquire and apply information. Even in the absence of correct learning, they are able to self-motivate, evaluate, and adjust their…

计算机与社会 · 计算机科学 2024-04-18 Zhiqiang Zhao , Ping Ren , Qian Yang

During the transition from high school to on-campus college life, a student leaves home and starts facing enormous life changes, including meeting new people, more responsibilities, being away from family, and academic challenges. These…

人机交互 · 计算机科学 2020-11-13 Yugyeong Kim , Sudip Vhaduri , Christian Poellabauer

Understanding how student peers influence learning outcomes is crucial for effective education management in complex social systems. The complexities of peer selection and evolving peer relationships, however, pose challenges for…

物理与社会 · 物理学 2024-06-26 Yi Cao , Tao Zhou , Jian Gao

The purpose of this research is to study the possibility of identifying students, statistically, by analyzing their behavior in different consecutive activities. In this project, there are three different sorts of activities: animated…

社会与信息网络 · 计算机科学 2019-04-05 Abdulelah Abuabat , Peter Brusilovsky