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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

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…

Identifying the factors that influence academic performance is an essential part of educational research. Previous studies have documented the importance of personality traits, class attendance, and social network structure. Because most of…

Computers and Society · Computer Science 2018-04-10 Valentin Kassarnig , Enys Mones , Andreas Bjerre-Nielsen , Piotr Sapiezynski , David Dreyer Lassen , Sune Lehmann

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

The rise in popularity of physical activity trackers provides extensive opportunities for research on personal health, however, barriers such as compliance attrition can lead to substantial losses in data. As such, insights into student's…

Human-Computer Interaction · Computer Science 2018-04-13 Louis Faust , Priscilla Jiménez , David Hachen , Omar Lizardo , Aaron Striegel , Nitesh V. Chawla

Academic performance of any individual is dependent upon numerous aspects regarding the day to day life of the individual under consideration. Academic performance is measured in terms of the grade point average or GPA as it is called.…

Computers and Society · Computer Science 2018-06-11 Leena Khanna , Shailendra Narayan Singh , Mansaf Alam

Shorter sleep is known to be negatively associated with academic performance. However, this result has mostly been found in homogenous samples (e.g., students from one university) or when using relative measures of academic performance,…

Social and Information Networks · Computer Science 2020-05-19 Sofia Dokuka , Ivan Smirnov

The study explores the potential of AI technologies in personalized learning, suggesting the prediction of academic success through leadership personality traits and machine learning modelling. The primary data were obtained from 129…

Artificial Intelligence · Computer Science 2025-10-24 Nitsa J Herzog , Rejwan Bin Sulaiman , David J Herzog , Rose Fong

In higher education, data is collected that indicate the term(s) that a course is taken and when it is passed. Often, study plans propose a suggested course order to students. Study planners can adjust these based on detected deviations…

Computers and Society · Computer Science 2024-10-23 Christian Rennert , Mahsa Pourbafrani , Wil van der Aalst

Academic performance prediction aims to leverage student-related information to predict their future academic outcomes, which is beneficial to numerous educational applications, such as personalized teaching and academic early warning. In…

Machine Learning · Computer Science 2021-07-23 Chaoran Cui , Jian Zong , Yuling Ma , Xinhua Wang , Lei Guo , Meng Chen , Yilong Yin

Student's academic performance prediction empowers educational technologies including academic trajectory and degree planning, course recommender systems, early warning and advising systems. Given a student's past data (such as grades in…

Machine Learning · Computer Science 2020-01-06 Qian Hu , Huzefa Rangwala

A growing number of universities worldwide use various forms of online and blended learning as part of their academic curricula. Furthermore, the recent changes caused by the COVID-19 pandemic have led to a drastic increase in importance…

Machine Learning · Computer Science 2022-09-05 Galina Deeva , Johannes De Smedt , Cecilia Saint-Pierre , Richard Weber , Jochen De Weerdt

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…

Computers and Society · Computer Science 2019-04-17 Adithya Sheshadri , Niki Gitinabard , Collin F. Lynch , Tiffany Barnes , Sarah Heckman

Ordinal peer grading has been proposed as a simple and scalable solution for computing reliable information about student performance in massive open online courses. The idea is to outsource the grading task to the students themselves as…

Artificial Intelligence · Computer Science 2020-04-09 Ioannis Caragiannis , George A. Krimpas , Alexandros A. Voudouris

The use of the internet, and in particular web browsing, offers many potential advantages for educational institutions as students have access to a wide range of information previously not available. However, there are potential negative…

Social and Information Networks · Computer Science 2011-10-31 Scott Hazelhurst , Yestin Johnson , Ian Sanders

For more than 20 years, social network analysis of student collaboration networks has focused on a student's centrality to predict academic performance. And even though a growing amount of sociological literature has supported that academic…

Social and Information Networks · Computer Science 2018-10-12 David Burstein , Franklin Kenter , Feng Shi

Analyzing and mining students' behaviors and interactions from big data is an essential part of education data mining. Based on the data of campus smart cards, which include not only static demographic information but also dynamic…

Social and Information Networks · Computer Science 2020-06-03 Zongkai Yang , Zhu Su , Sannyuya Liu , Zhi Liu , Wenxiang Ke , Liang Zhao

To increase efficacy in traditional classroom courses as well as in Massive Open Online Courses (MOOCs), automated systems supporting the instructor are needed. One important problem is to automatically detect students that are going to do…

Machine Learning · Computer Science 2016-03-21 Yannick Meier , Jie Xu , Onur Atan , Mihaela van der Schaar

This study investigates the correlation of self-report accuracy with academic performance. The sample was composed of 289 undergraduate students (96 senior and 193 junior) enrolled in two engineering classes. Age ranged between 22 and 24…

Physics and Society · Physics 2021-05-28 A. Fronzetti Colladon , F. Grippa

Among the general population, students are especially sensitive to social media and smartphones because of their pervasiveness. Several studies have shown that there is a negative correlation between social media and academic performance…

Computers and Society · Computer Science 2020-06-29 Fausto Giunchiglia , Mattia Zeni , Elisa Gobbi , Enrico Bignotti , Ivano Bison
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