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相关论文: A Comparative Analysis of Student Performance Pred…

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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…

机器学习 · 计算机科学 2020-01-06 Qian Hu , Huzefa Rangwala

Student performance prediction is critical to online education. It can benefit many downstream tasks on online learning platforms, such as estimating dropout rates, facilitating strategic intervention, and enabling adaptive online learning.…

机器学习 · 计算机科学 2020-08-18 Haotian Li , Huan Wei , Yong Wang , Yangqiu Song , Huamin Qu

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

Predicting student performance is a fundamental task in Intelligent Tutoring Systems (ITSs), by which we can learn about students' knowledge level and provide personalized teaching strategies for them. Researchers have made plenty of…

人工智能 · 计算机科学 2021-06-02 Mengfan Liu , Pengyang Shao , Kun Zhang

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

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…

机器学习 · 计算机科学 2022-09-05 Galina Deeva , Johannes De Smedt , Cecilia Saint-Pierre , Richard Weber , Jochen De Weerdt

Modeling and predicting the performance of students in collaborative learning paradigms is an important task. Most of the research presented in literature regarding collaborative learning focuses on the discussion forums and social learning…

计算机与社会 · 计算机科学 2023-08-07 Tianhao Peng , Yu Liang , Wenjun Wu , Jian Ren , Zhao Pengrui , Yanjun Pu

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

To enhance student learning, we demonstrate an experimental study to analyze student learning outcomes in online and in-class sections of a core data communications course of the Undergraduate IT program in the Information Sciences and…

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

Students' interactions with online tools can provide us with insights into their study and work habits. Prior research has shown that these habits, even as simple as the number of actions or the time spent on online platforms can…

计算机与社会 · 计算机科学 2019-05-06 Niki Gitinabard , Sarah Heckman , Tiffany Barnes , Collin F. Lynch

Student engagement is a critical factor influencing academic success and learning outcomes. Accurately predicting student engagement is essential for optimizing teaching strategies and providing personalized interventions. However, most…

多媒体 · 计算机科学 2025-12-24 Ziyang Fan , Li Tao , Yi Wang , Jingwei Qu , Ying Wang , Fei Jiang

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

The increasing popularity of e-learning has created demand for improving online education through techniques such as predictive analytics and content recommendations. In this paper, we study learner outcome predictions, i.e., predictions of…

机器学习 · 计算机科学 2020-01-24 Yuwei Tu , Weiyu Chen , Christopher G. Brinton

Blended courses that mix in-person instruction with online platforms are increasingly popular in secondary education. These tools record a rich amount of data on students' study habits and social interactions. Prior research has shown that…

计算机与社会 · 计算机科学 2019-06-25 Niki Gitinabard , Yiqiao Xu , Sarah Heckman , Tiffany Barnes , Collin F. Lynch

Coherence is an important aspect of text quality, and various approaches have been applied to coherence modeling. However, existing methods solely focus on a single document's coherence patterns, ignoring the underlying correlation between…

计算与语言 · 计算机科学 2023-06-13 Wei Liu , Xiyan Fu , Michael Strube

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

Massive open online courses are becoming a modish way for education, which provides a large-scale and open-access learning opportunity for students to grasp the knowledge. To attract students' interest, the recommendation system is applied…

机器学习 · 计算机科学 2020-06-25 Shen Wang , Jibing Gong , Jinlong Wang , Wenzheng Feng , Hao Peng , Jie Tang , Philip S. Yu

Analyzing and evaluating students' progress in any learning environment is stressful and time consuming if done using traditional analysis methods. This is further exasperated by the increasing number of students due to the shift of focus…

计算机与社会 · 计算机科学 2024-02-06 Abdallah Moubayed , MohammadNoor Injadat , Nouh Alhindawi , Ghassan Samara , Sara Abuasal , Raed Alazaidah

The large-scale online management systems (e.g. Moodle), online web forums (e.g. Piazza), and online homework systems (e.g. WebAssign) have been widely used in the blended courses recently. Instructors can use these systems to deliver class…

社会与信息网络 · 计算机科学 2017-10-02 Niki Gitinabard , Linting Xue , Collin F. Lynch , Sarah Heckman , Tiffany Barnes

The surge in the adoption of Intelligent Tutoring Systems (ITSs) in education, while being integral to curriculum-based learning, can inadvertently exacerbate performance gaps. To address this problem, student profiling becomes crucial for…

人工智能 · 计算机科学 2025-08-27 Qian Xiao , Conn Breathnach , Ioana Ghergulescu , Conor O'Sullivan , Keith Johnston , Vincent Wade
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