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Analyzing and predicting students' performance by means of machine learning: A review
JL Rastrollo-Guerrero, JA Gómez-Pulido… - Applied sciences, 2020 - mdpi.com
Predicting students' performance is one of the most important topics for learning contexts
such as schools and universities, since it helps to design effective mechanisms that improve …
such as schools and universities, since it helps to design effective mechanisms that improve …
[HTML][HTML] Application of machine learning in predicting performance for computer engineering students: A case study
The present work proposes the application of machine learning techniques to predict the
final grades (FGs) of students based on their historical performance of grades. The proposal …
final grades (FGs) of students based on their historical performance of grades. The proposal …
[PDF][PDF] A hybrid machine learning model for grade prediction in online engineering education
Imposed and exclusively online learning, caused by COVID-19, revealed research
challenges, eg curricula reformation and data collection. With this pool of data, this research …
challenges, eg curricula reformation and data collection. With this pool of data, this research …
[PDF][PDF] The impact of different learning approaches based on MS Teams and Moodle on students' performance in an on-line mechanical CAD module
During the Covid-19 pandemic, various on-line tools have been employed to support both
synchronous and asynchronous education in universities. Several efforts have been made …
synchronous and asynchronous education in universities. Several efforts have been made …
Language model-guided student performance prediction with multimodal auxiliary information
Abstract Student Performance Prediction (SPP) has received a lot of attention due to its
educational implications, such as personalized instruction. Among numerous attempts in …
educational implications, such as personalized instruction. Among numerous attempts in …
Learning from multiple dynamic graphs of student and course interactions for student grade predictions
Predicting students' course grades has important university-related applications, such as
providing predictive assistance to students who may fail to graduate. However, it is a quite …
providing predictive assistance to students who may fail to graduate. However, it is a quite …
Student grade prediction using machine learning in Iot era
The work proposed in this paper is the application of machine learning techniques in
recognizing patterns and predicting student success rate on the bases of their performance …
recognizing patterns and predicting student success rate on the bases of their performance …
[PDF][PDF] Comparative Study on Predicting Student Grades using Five Machine Learning Algorithms
HJJ Lee - 한국정보기술학회논문지, 2022 - ki-it.com
Accurate prediction of student academic performance is important because it provides early
identification of the at-risk students who may need extra help to prevent them from being …
identification of the at-risk students who may need extra help to prevent them from being …
Prescribing deep attentive score prediction attracts improved student engagement
Intelligent Tutoring Systems (ITSs) have been developed to provide students with
personalized learning experiences by adaptively generating learning paths optimized for …
personalized learning experiences by adaptively generating learning paths optimized for …
A hybrid machine learning approach for the prediction of grades in computer engineering students
The growing application of information and communication technologies (ICTs) in teaching
and learning processes has generated an overload of valuable information for all those …
and learning processes has generated an overload of valuable information for all those …