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A Reproducible Deep Learning Framework for Small-Scale Educational Data: Privacy-Preserving Augmentation and Adaptive Modeling with Interpretability

Hakimeh DustmohammadlooDepartment of Philosophy, Management, Multimedia University, Cyberjaya, MalaysiaSamira TajdarFaculty of Management and Economics, Science and Research Branch, Islamic Azad University, Tehran, IranRauf RakhmonovDepartment of Sports Activities, Bukhara State University, Bukhara, UzbekistanZokir MamadiyarovDilbar UrazbaevaDepartment of Psychology and Medicine, Mamun University, Khiva, UzbekistanLochin TursunovDepartment of Humanities and Information Technologies, Samarkand State Institute of Foreign Languages, Samarkand, Republic of UzbekistanAbror KhamraevDepartment of Internal Medicine and Endocrinology, Tashkent State Medical University, No.2, Tashkent, 100109, Uzbekistan

SN Computer Sciencejournal2026en

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Online Learning and Analytics Imbalanced Data Classification Techniques Advanced Technologies in Various Fields

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DOI: 10.1007/s42979-026-04918-5

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