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Biibosunova Saltanat

1 paper indexed

crossrefDigital Technologies Research and Applications2026-05-11

Machine Learning–Based Behavioral Analysis and Natural Language Mining for Computer Learning Development

Da Huang, Yiming Ma, Biibosunova Saltanat

Programming education continues to face significant challenges, with failure and dropout rates exceeding 30% in many introductory courses. Existing learning analytics approaches largely rely on static behavioral indicators derived from the Felder–Silverman Learning Style Model (F…

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