Bayesian knowledge tracing, logistic models, and beyond: an overview of learner modeling techniques

User Model. User-Adapt. Interact., Volume 27, Issue 3-5, 2017, Pages 313-350.

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Keywords:
Learner modelingSkill modelingOverviewEvaluationMethodologyMore(1+)

Abstract:

Learner modeling is a basis of personalized, adaptive learning. The research literature provides a wide range of modeling approaches, but it does not provide guidance for choosing a model suitable for a particular situation. We provide a systematic and up-to-date overview of current approaches to tracing learners’ knowledge and skill acro...More

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