A Review of Learning Early Warning Research Based on Learner Portraits

B Tian, K He, H Hong - 2023 2nd International Conference on …, 2023 - ieeexplore.ieee.org
In the context of big data in education, how to use the massive data of colleges and
universities to better help students finish their studies on time and avoid the risk of not being …

A Multi-level Approach to Learning Early Warning based on Cognitive Diagnosis and Learning Behaviors Analysis

H Ma, W Zhao, Z Jiang, P Huang… - … Cooperative Work in …, 2023 - ieeexplore.ieee.org
Learning early warning is of great significance for coping with students' learning risks. The
existing research fails in modeling the fluctuation of students' learning states and providing …

A novel learning early-warning model based on random forest algorithm

X Cheng, Z Zhu, X Liu, X Yuan, J Guo, Q Guo… - … Tutoring Systems: 14th …, 2018 - Springer
The learning early-warning is an effective way to optimize the teaching effect and teach
students in accordance of their aptitude. At present, the learning early-warning faces low …

[引用][C] Student performance early warning based on data mining

C Mi - International Journal of Performability Engineering, 2019 - ijpe-online.com
Student performance in higher education is related to many complicated factors and always
has uncertainty, so early warning of it is a very difficult issue. In this study, a systematic …

Design of study early-warning system based on machine learning

H Mao, Z Fang, Z Liu, Z Han - Eighth International Conference …, 2023 - spiedigitallibrary.org
How to predict the students' learning trend, according to the current situation of students'
learning, is meaningful for the management of students' learning process. This paper …

Design and implementation of early warning system based on educational big data

Z Wang, C Zhu, Z Ying, Y Zhang… - … on Systems and …, 2018 - ieeexplore.ieee.org
With the continuous popularization of higher education, the academic problems of university
students are constantly emerging. Due to the lack of a systematic learning guidance system …

Research on early warning of abnormal learning behavior based on educational big data mining

J Huang, S Qian - … on Information Science and Education (ICISE …, 2023 - ieeexplore.ieee.org
With the accelerating process of digitization and informatization in the field of education, the
application of data mining technology in the field of education has received more and more …

Design Framework of Early Warning Mechanism of Student Achievement with Machine Learning

Y Wu - 2022 IEEE 4th Eurasia Conference on IOT …, 2022 - ieeexplore.ieee.org
With ever-changing educational circumstances, teaching management methods are
constantly innovated. Especially, the teaching management practice has produced a large …

An learning situation early warning method based on linear regression

D Yao, X Deng - 2020 International Conference on Big Data …, 2020 - ieeexplore.ieee.org
Since the popularization of information technology, the teaching mode of college courses
has been constantly innovated. The traditional offline course teaching mode is gradually …

Research on Construction of Student Academic Early Warning Model Based on Ensemble Learning

X Li, C Li - International Conference on Computer Science and …, 2023 - Springer
The educational data mining technology could support teaching management and it has
received more and more attention. This paper focuses on the prediction problem of student …