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 …

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 …

A survey on deep learning based knowledge tracing

X Song, J Li, T Cai, S Yang, T Yang, C Liu - Knowledge-Based Systems, 2022 - Elsevier
Abstract “Knowledge tracing (KT)” is an emerging and popular research topic in the field of
online education that seeks to assess students' mastery of a concept based on their …

A survey of knowledge tracing

Q Liu, S Shen, Z Huang, E Chen, Y Zheng - arxiv preprint arxiv …, 2021 - arxiv.org
High-quality education is one of the keys to achieving a more sustainable world. In contrast
to traditional face-to-face classroom education, online education enables us to record and …

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 …

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 …

Neural cognitive diagnosis for intelligent education systems

F Wang, Q Liu, E Chen, Z Huang, Y Chen, Y Yin… - Proceedings of the AAAI …, 2020 - aaai.org
Cognitive diagnosis is a fundamental issue in intelligent education, which aims to discover
the proficiency level of students on specific knowledge concepts. Existing approaches …

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 …

Deep learning goes to school: Toward a relational understanding of AI in education

C Perrotta, N Selwyn - Learning, Media and Technology, 2020 - Taylor & Francis
In Applied AI, or 'machine learning', methods such as neural networks are used to train
computers to perform tasks without human intervention. In this article, we question the …