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A Survey of Knowledge Tracing: Models, Variants, and Applications
April 12, 2024, 4:43 a.m. | Shuanghong Shen, Qi Liu, Zhenya Huang, Yonghe Zheng, Minghao Yin, Minjuan Wang, Enhong Chen
cs.LG updates on arXiv.org arxiv.org
Abstract: Modern online education has the capacity to provide intelligent educational services by automatically analyzing substantial amounts of student behavioral data. Knowledge Tracing (KT) is one of the fundamental tasks for student behavioral data analysis, aiming to monitor students' evolving knowledge state during their problem-solving process. In recent years, a substantial number of studies have concentrated on this rapidly growing field, significantly contributing to its advancements. In this survey, we will conduct a thorough investigation of …
abstract analysis applications arxiv behavioral data capacity cs.cy cs.lg data data analysis education educational intelligent knowledge modern online education problem-solving process services state students survey tasks tracing type variants
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