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A survey of knowledge tracing: Models, variants, and applications
Modern online education has the capacity to provide intelligent educational services by
automatically analyzing substantial amounts of student behavioral data. Knowledge tracing …
automatically analyzing substantial amounts of student behavioral data. Knowledge tracing …
Deep Learning for Educational Data Science
With the ever-growing presence of deep artificial neural networks in every facet of modern
life, a growing body of researchers in educational data science—a field consisting of various …
life, a growing body of researchers in educational data science—a field consisting of various …
Towards more accurate and interpretable model: Fusing multiple knowledge relations into deep knowledge tracing
Z Duan, X Dong, H Gu, X Wu, Z Li, D Zhou - Expert Systems with …, 2024 - Elsevier
With the rapid growth of online education, Knowledge tracing (KT) has become a well
established problem, which evaluates the knowledge states of students and predicts their …
established problem, which evaluates the knowledge states of students and predicts their …
Improving the performance and explainability of knowledge tracing via Markov blanket
Abstract Knowledge tracing predicts student knowledge acquisition states during learning.
Traditional knowledge tracing methods suffer from poor prediction performance; however …
Traditional knowledge tracing methods suffer from poor prediction performance; however …