INTELLIGENT ADAPTIVE SYSTEMS FOR PERSONALIZED EDUCATION: A NEURO-FUZZY APPROACH

Neuro-fuzzy models, integrating the adaptive learning capabilities of neural networks with the interpretability of fuzzy logic systems, have emerged as powerful tools in educational data mining. This research explores the application of neuro-fuzzy models in education, focusing on their role in predicting student performance, classifying academic outcomes, and enhancing personalized learning experiences. By analyzing various case studies and methodologies, this study highlights the effectiveness of neuro-fuzzy systems in handling the inherent uncertainties and complexities of educational data.

Publication Details

Journal
cyberleninka.ru
Published
2025-01-01
DOI
https://doi.org/10.24412/1932-2321-2025-783-468-474
Primary Topic
Online Learning and Analytics
Type
article
Field-Weighted Citation Impact
0.00
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article

INTELLIGENT ADAPTIVE SYSTEMS FOR PERSONALIZED EDUCATION: A NEURO-FUZZY APPROACH

cyberleninka.ru
Online Learning and Analytics
article

INTELLIGENT ADAPTIVE SYSTEMS FOR PERSONALIZED EDUCATION: A NEURO-FUZZY APPROACH

article en

Abstract

Neuro-fuzzy models, integrating the adaptive learning capabilities of neural networks with the interpretability of fuzzy logic systems, have emerged as powerful tools in educational data mining. This research explores the application of neuro-fuzzy models in education, focusing on their role in predicting student performance, classifying academic outcomes, and enhancing personalized learning experiences. By analyzing various case studies and methodologies, this study highlights the effectiveness of neuro-fuzzy systems in handling the inherent uncertainties and complexities of educational data.

cyberleninka.ru
Quality Education
Openalex Percentile: Top 57%
Online Learning and Analytics
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INTELLIGENT ADAPTIVE SYSTEMS FOR PERSONALIZED EDUCATION: A NEURO-FUZZY APPROACH · cyberleninka.ru (2025) | TGRS Research Map | TGRS