Hybrid models for knowledge tracing: A systematic literature review

A Zanellati, D Di Mitri, M Gabbrielli… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Knowledge tracing is a well-known problem in AI for education, consisting of monitoring how
the knowledge state of students changes during the learning process and accurately …

A literature review of knowledge tracing for student modeling: research trends, models, datasets, and challenges

EH Am, I Hidayah, SS Kusumawardani - Journal of Information …, 2021 - jitecs.ub.ac.id
Modeling students' knowledge is a fundamental part of online learning platforms.
Knowledge tracing is an application of student modeling which renowned for its ability to …

SPAKT: A self-supervised pre-training method for knowledge tracing

Y Ma, P Han, H Qiao, C Cui, Y Yin, D Yu - IEEE Access, 2022 - ieeexplore.ieee.org
Knowledge tracing (KT) is the core task of computer-aided education systems, and it aims at
predicting whether a student can answer the next exercise (ie, question) correctly based on …

An entrepreneurial education game for effectively Tracing the knowledge structure of college students-based on adaptive algorithms

M Fang, Y Liu, C Hu, J Huang, L Wu - Entertainment Computing, 2024 - Elsevier
The application of games in the field of education has brought new developments and
updated educational needs to games. To maintain and improve students' learning …

A dynamic knowledge diagnosis approach integrating cognitive features

T Huang, H Yang, Z Li, H **
Z Yang, J Hu, S Zhong, L Yang, G Min - Education and Information …, 2024 - Springer
Intelligent technology plays a pivotal role in revolutionizing learning assessments,
overcoming the constraints of traditional assessment methods and driving educational …

A probabilistic generative model for tracking multi-knowledge concept mastery probability

H Liu, T Zhang, F Li, M Yu, G Yu - Frontiers of Computer Science, 2024 - Springer
Abstract Knowledge tracing aims to track students' knowledge status over time to predict
students' future performance accurately. In a real environment, teachers expect knowledge …

Parallel Prediction Method of Knowledge Proficiency Based on Bloom's Cognitive Theory

T Zhang, H Mao, H Liu, Y Liu, M Yu, W Wu, G Yu, B Wei… - Mathematics, 2023 - mdpi.com
Knowledge proficiency refers to the extent to which students master knowledge and reflects
their cognitive status. To accurately assess knowledge proficiency, various pedagogical …

DKVMN-KAPS: Dynamic Key-Value Memory Networks Knowledge Tracing with Students' Knowledge-Absorption Ability and Problem-Solving Ability

W Zhang, Z Gong, P Luo, Z Li - IEEE Access, 2024 - ieeexplore.ieee.org
Knowledge tracing aims to predict students' future question-answering performance based
on their historical question-answering records, but the current mainstream knowledge …