International Journal For Multidisciplinary Research

E-ISSN: 2582-2160     Impact Factor: 9.24

A Widely Indexed Open Access Peer Reviewed Multidisciplinary Bi-monthly Scholarly International Journal

Call for Paper Volume 7, Issue 4 (July-August 2025) Submit your research before last 3 days of August to publish your research paper in the issue of July-August.

A Framework For Adaptive E-Learning Module Recommendation Using Intuitionistic Fuzzy Sets And Euclidean Distance

Author(s) Dr. Senthilkumar A, Ms. Vinupriya P
Country India
Abstract Intuitionistic Fuzzy Set which extends classical fuzzy sets by incorporating both membership and non-membership degrees along with hesitation, provide a richer way to model uncertainty. This paper introduces an innovative framework for intelligent E-learning recommendation systems by integrating intuitionistic fuzzy sets (IFS), Euclidean distance metrics, and pattern recognition techniques. The proposed model effectively captures both learner’s confidence (membership) and hesitation (non-membership) levels, providing detailed representations of individual learning profiles. The minimal Euclidean distance identifies the most similar student profiles enabling precise personalized recommendations and data driven instructional decisions.
Keywords Intuitionistic fuzzy sets, Euclidean distance, E-learning, pattern recognition, personalized recommendation.
Field Mathematics
Published In Volume 7, Issue 4, July-August 2025
Published On 2025-07-25
DOI https://doi.org/10.36948/ijfmr.2025.v07i04.51948
Short DOI https://doi.org/g9vpx5

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