T-SKIRT: Online Estimation of Student Proficiency in an Adaptive Learning System
February 14, 2017 Β· Declared Dead Β· π arXiv.org
"No code URL or promise found in abstract"
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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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