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February 14, 201718 citationsOpen Access

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

CEChaitanya EkanadhamYKYan Karklin

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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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Cite This Study

Ekanadham et al. (2017) studied this question.

synapsesocial.com/papers/6a128b1592637892a9a6c721https://doi.org/10.48550/arxiv.1702.04282
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