Knowledge tracing: A survey

G Abdelrahman, Q Wang, B Nunes - ACM Computing Surveys, 2023 - dl.acm.org
Humans' ability to transfer knowledge through teaching is one of the essential aspects for
human intelligence. A human teacher can track the knowledge of students to customize the …

[HTML][HTML] AI-assisted knowledge assessment techniques for adaptive learning environments

S Minn - Computers and Education: Artificial Intelligence, 2022 - Elsevier
The growth of online learning, enabled by the availability on the Internet of different forms of
didactic materials such as MOOCs and Intelligent Tutoring Systems (ITS), in turn, increases …

Bi-CLKT: Bi-graph contrastive learning based knowledge tracing

X Song, J Li, Q Lei, W Zhao, Y Chen, A Mian - Knowledge-Based Systems, 2022 - Elsevier
Abstract The goal of Knowledge Tracing (KT) is to estimate how well students have
mastered a concept based on their historical learning of related exercises. The benefit of …

Enhancing the prediction of student performance based on the machine learning XGBoost algorithm

A Asselman, M Khaldi, S Aammou - Interactive Learning …, 2023 - Taylor & Francis
ABSTRACT Performance Factors Analysis (PFA) is considered one of the most important
Knowledge Tracing (KT) approaches used for constructing adaptive educational …

Context-aware attentive knowledge tracing

A Ghosh, N Heffernan, AS Lan - Proceedings of the 26th ACM SIGKDD …, 2020 - dl.acm.org
Knowledge tracing (KT) refers to the problem of predicting future learner performance given
their past performance in educational applications. Recent developments in KT using …

Dynamic key-value memory networks for knowledge tracing

J Zhang, X Shi, I King, DY Yeung - Proceedings of the 26th international …, 2017 - dl.acm.org
Knowledge Tracing (KT) is a task of tracing evolving knowledge state of students with
respect to one or more concepts as they engage in a sequence of learning activities. One …

GIKT: a graph-based interaction model for knowledge tracing

Y Yang, J Shen, Y Qu, Y Liu, K Wang, Y Zhu… - Machine learning and …, 2021 - Springer
With the rapid development in online education, knowledge tracing (KT) has become a
fundamental problem which traces students' knowledge status and predicts their …

Towards an appropriate query, key, and value computation for knowledge tracing

Y Choi, Y Lee, J Cho, J Baek, B Kim, Y Cha… - Proceedings of the …, 2020 - dl.acm.org
In this paper, we propose a novel Transformer-based model for knowledge tracing, SAINT: S
eparated Self-A ttent I ve N eural K nowledge T racing. SAINT has an encoder-decoder …

Addressing two problems in deep knowledge tracing via prediction-consistent regularization

CK Yeung, DY Yeung - Proceedings of the fifth annual ACM conference …, 2018 - dl.acm.org
Knowledge tracing is one of the key research areas for empowering personalized education.
It is a task to model students' mastery level of a knowledge component (KC) based on their …

Enhancing deep knowledge tracing with auxiliary tasks

Z Liu, Q Liu, J Chen, S Huang, B Gao, W Luo… - Proceedings of the ACM …, 2023 - dl.acm.org
Knowledge tracing (KT) is the problem of predicting students' future performance based on
their historical interactions with intelligent tutoring systems. Recent studies have applied …