Machine learning-driven development of a behaviour-based student classification system (SCS-B) for enhanced educational analytics.

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Title: Machine learning-driven development of a behaviour-based student classification system (SCS-B) for enhanced educational analytics.
Authors: Vinoth Kumar ES; Vel Tech Rangarajan Dr. Sagunthala R&D Institute of Science and Technology, Avadi, Chennai, India., Augustian Isaac R; Departmentof Artificial Intelligence and Machine Learning, Saveetha Engineering College, Thandalam, Chennai, Tamil Nadu, India. sangam.naadu@gmail.com., Sundaravadivel P; Departmentof Artificial Intelligence and Machine Learning, Saveetha Engineering College, Thandalam, Chennai, Tamil Nadu, India., Janaki Ramal P; Departmentof Artificial Intelligence and Machine Learning, Saveetha Engineering College, Thandalam, Chennai, Tamil Nadu, India.
Source: Scientific reports [Sci Rep] 2025 Oct 27; Vol. 15 (1), pp. 37428. Date of Electronic Publication: 2025 Oct 27.
Publication Type: Journal Article
Journal Info: Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101563288 Publication Model: Electronic Cited Medium: Internet ISSN: 2045-2322 (Electronic) Linking ISSN: 20452322 NLM ISO Abbreviation: Sci Rep Subsets: MEDLINE; PubMed not MEDLINE
Database: MEDLINE Ultimate
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ISSN:2045-2322
DOI:10.1038/s41598-025-21332-8