AIMC Topic: Academic Success

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Enhancing student success prediction in higher education with swarm optimized enhanced efficientNet attention mechanism.

PloS one Jun 30, 2025
Predicting student performance is crucial for providing personalized support and enhancing academic performance. Advanced machine-learning approaches are being used to understand student performance variables as educational data grows. A big dataset ...
Humans Machine Learning China Academic Performance Academic Success Students Convolutional Neural Networks Algorithms
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Research on learning achievement classification based on machine learning.

PloS one Jun 18, 2025
Academic achievement is an important index to measure the quality of education and students' learning outcomes. Reasonable and accurate prediction of academic achievement can help improve teachers' educational methods. And it also provides correspond...
Humans Machine Learning Learning Deep Learning Educational Measurement Academic Success Male Students Female
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Construction of Cognitive Model of Family Education Decision-Making Based on Neural Network.

Occupational therapy international Jul 5, 2022
Family's academic cognition influences the family's academic concept, rearing fashion, and academic participation. It is no longer solely associated to kid's bodily and intellectual development; however, additionally associated to household concord a...
Humans Educational Status Parents Neural Networks, Computer Academic Success Models, Educational Family Cognition Parenting Decision Making
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Assessment and Evaluation of Different Machine Learning Algorithms for Predicting Student Performance.

Computational intelligence and neuroscience May 9, 2022
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 volume of educational data, accurately predicting student perfor...
Bayes Theorem Linear Models Humans Academic Success Neural Networks, Computer Support Vector Machine Algorithms Decision Trees Students Machine Learning
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Using machine learning to examine the relationship between asthma and absenteeism.

Environmental monitoring and assessment Jun 28, 2019
In this study, we found that machine learning was able to effectively estimate student learning outcomes geo-spatially across all the campuses in a large, urban, independent school district. The machine learning showed that key factors in estimating ...
Absenteeism Texas Environmental Health Humans Academic Success Machine Learning Child Schools Male Female Students Asthma Adolescent
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Significant predictors of mathematical literacy for top-tiered countries/economies, Canada, and the United States on PISA 2012: Case for the sparse regression model.

The British journal of educational psychology Oct 29, 2018
BACKGROUND: National ranking from the triennial Programme of International Student Assessment (PISA) often serves as a barometer of national performance and human capital. Though excessive student- and school-level covariates (n > 700) may prove intr...
Academic Success Developed Countries Education Child Schools United States Students Humans Canada Mathematics Self Efficacy Machine Learning Adolescent
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Impact of pharmacology perception and learning strategies on academic achievement in undergraduate pharmacy students.

Scientific reports May 12, 2025
Pharmacology is a cornerstone of pharmacy education, bridging biomedical sciences with clinical application. Understanding students' perceptions of pharmacology's relevance can influence their learning strategies and academic performance. Despite its...
Education, Pharmacy Cross-Sectional Studies Students, Pharmacy Male Female Academic Success Young Adult Pharmacology Humans Adult Perception Surveys and Questionnaires Learning
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What factors enhance students' achievement? A machine learning and interpretable methods approach.

PloS one Jan 1, 2025
Prior research on student achievement has typically examined isolated factors or bivariate correlations, failing to capture the complex interplay between learning behaviors, pedagogical environments, and instructional design. This study addresses the...
Achievement Academic Success Humans Learning Machine Learning Algorithms Students
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