AIMC Topic: Education, Distance

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Modeling student satisfaction in online learning using random forest.

Scientific reports Jul 2, 2025
The rapid expansion of online education has intensified the need to investigate the multifactorial determinants of university students' satisfaction with digital learning platforms. While prior studies have often examined technical or pedagogical com...
Female Young Adult Adult Humans Machine Learning Learning Universities Personal Satisfaction Random Forest Education, Distance Male Students Adolescent
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Deep learning based knowledge tracing in intelligent tutoring systems.

Scientific reports Jul 1, 2025
The emergence of online education, e.g., intelligent tutoring system (ITS), complements or partially replaces conventional offline education, especially during the COVID-19 pandemic. Knowledge tracing (KT) plays a pivotal role in the intelligent tuto...
Neural Networks, Computer COVID-19 SARS-CoV-2 Deep Learning Knowledge Humans Education, Distance
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A machine learning-based analysis for the effectiveness of online teaching and learning in Pakistan during COVID-19 lockdown.

Work (Reading, Mass.) Jan 15, 2025
BackgroundThe COVID-19 pandemic has significantly disrupted daily life and education, prompting institutions to adopt online teaching.ObjectiveThis study delves into the effectiveness of these methods during the lockdown in Pakistan, employing machin...
Humans Machine Learning SARS-CoV-2 Adult Cross-Sectional Studies Pandemics COVID-19 Female Pakistan Education, Distance Male Middle Aged Surveys and Questionnaires
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Machine learning approach to student performance prediction of online learning.

PloS one Jan 14, 2025
Student performance is crucial for addressing learning process problems and is also an important factor in measuring learning outcomes. The ability to improve educational systems using data knowledge has driven the development of the field of educati...
Education, Distance Students Educational Measurement Logistic Models Humans Machine Learning Learning
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Hybrid SEM-ANN model for predicting undergraduates' e-learning continuance intention based on perceived educational and emotional support.

PloS one Dec 13, 2024
Based on the Expectation Confirmation Model (ECM), this study explores the impact of perceived educational and emotional support on university students' continuance intention to engage in e-learning. Researchers conducted a survey using structured qu...
Intention Male Education, Distance Female Humans Students Adolescent Young Adult Surveys and Questionnaires Neural Networks, Computer Universities Adult Learning Emotions
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Harnessing hybrid deep learning approach for personalized retrieval in e-learning.

PloS one Nov 13, 2024
The current worldwide pandemic has significantly increased the need for online learning platforms, hence presenting difficulty in choosing appropriate course materials from the vast online educational resources due to user knowledge frameworks variat...
Algorithms Education, Distance Deep Learning Humans ROC Curve
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Surface and deep learning: a blended learning approach in preclinical years of medical school.

BMC medical education Sep 19, 2024
BACKGROUND: Significant challenges are arising around how to best enable peer communities, broaden educational reach, and innovate in pedagogy. While digital education can address these challenges, digital elements alone do not guarantee effective le...
Education, Medical, Undergraduate Education, Distance Schools, Medical Deep Learning Surveys and Questionnaires Curriculum Female Students, Medical Male Humans Learning
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Regularized ensemble learning for prediction and risk factors assessment of students at risk in the post-COVID era.

Scientific reports Jul 13, 2024
The COVID-19 pandemic has had a significant impact on students' academic performance. The effects of the pandemic have varied among students, but some general trends have emerged. One of the primary challenges for students during the pandemic has bee...
Humans Machine Learning Risk Assessment Students Universities SARS-CoV-2 Education, Distance Risk Factors Pandemics Academic Performance Male COVID-19 Female
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Investigation of the adaptation of older adults to online learning and artificial intelligence.

Revista espanola de geriatria y gerontologia Feb 28, 2024
PURPOSE: The purpose of this study was to investigate the adaptation of older adults, to online learning and artificial intelligence.
Male Internet Adaptation, Psychological Education, Distance Humans Female Artificial Intelligence Aged Learning Aged, 80 and over
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NADOL: Neuromorphic Architecture for Spike-Driven Online Learning by Dendrites.

IEEE transactions on biomedical circuits and systems Jan 26, 2024
Biologically plausible learning with neuronal dendrites is a promising perspective to improve the spike-driven learning capability by introducing dendritic processing as an additional hyperparameter. Neuromorphic computing is an effective and essenti...
Computers Education, Distance Dendrites Neural Networks, Computer Artificial Intelligence
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