Systematic literature review on machine learning and student performance prediction: Critical gaps and possible remedies
Improving the quality, developing and implementing systems that can provide advantages to
students, and predicting students' success during the term, at the end of the term, or in the …
students, and predicting students' success during the term, at the end of the term, or in the …
Predicting student's performance using machine learning methods: A systematic literature review
Student's performance is a success factor in higher education institutions. The excellent
record of academic achievements raises the institution's ranking as one of the criteria for a …
record of academic achievements raises the institution's ranking as one of the criteria for a …
Contributions of machine learning models towards student academic performance prediction: a systematic review
Machine learning is emerging nowadays as an important tool for decision support in many
areas of research. In the field of education, both educational organizations and students are …
areas of research. In the field of education, both educational organizations and students are …
Assessment and evaluation of different machine learning algorithms for predicting student performance
YA Alsariera, Y Baashar, G Alkawsi… - Computational …, 2022 - Wiley Online Library
Student performance is crucial to the success of tertiary institutions. Especially, academic
achievement is one of the metrics used in rating top‐quality universities. Despite the large …
achievement is one of the metrics used in rating top‐quality universities. Despite the large …
A comparative study on student performance prediction using machine learning
Y Chen, L Zhai - Education and Information Technologies, 2023 - Springer
Accompanied with the development of storage and processing capacity of modern
technology, educational data increases sharply. It is difficult for educational researchers to …
technology, educational data increases sharply. It is difficult for educational researchers to …
A systematic literature review of student'performance prediction using machine learning techniques
Educational Data Mining plays a critical role in advancing the learning environment by
contributing state-of-the-art methods, techniques, and applications. The recent development …
contributing state-of-the-art methods, techniques, and applications. The recent development …
Student performance prediction and classification using machine learning algorithms
For a productive and a good life, education is a necessity and it improves individuals' life
with value and excellence. Also, education is considered a vital need for motivating self …
with value and excellence. Also, education is considered a vital need for motivating self …
Potential future directions in optimization of students' performance prediction system
Previous studies widely report the optimization of performance predictions to highlight at‐
risk students and advance the achievement of excellent students. They also have …
risk students and advance the achievement of excellent students. They also have …
Predicting student academic performance using machine learning
The introduction of the Internet of Things (IoT), Artificial Intelligence (AI), Machine Learning
(ML), Deep Learning (DL), and Big Data have paved the way for research focused on …
(ML), Deep Learning (DL), and Big Data have paved the way for research focused on …
An automatic prediction of students' performance to support the university education system: a deep learning approach
Predicting student performance is a critical aspect of educational systems. Although
forecasting a student's future performance is essential in many applications, it is a …
forecasting a student's future performance is essential in many applications, it is a …