T-SKIRT: Online Estimation of Student Proficiency in an Adaptive Learning System

February 14, 2017 Β· Declared Dead Β· πŸ› arXiv.org

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Authors Chaitanya Ekanadham, Yan Karklin arXiv ID 1702.04282 Category cs.AI: Artificial Intelligence Citations 31 Venue arXiv.org Last Checked 4 months ago
Abstract
We develop T-SKIRT: a temporal, structured-knowledge, IRT-based method for predicting student responses online. By explicitly accounting for student learning and employing a structured, multidimensional representation of student proficiencies, the model outperforms standard IRT-based methods on an online response prediction task when applied to real responses collected from students interacting with diverse pools of educational content.
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