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 …

Ekt: Exercise-aware knowledge tracing for student performance prediction

Q Liu, Z Huang, Y Yin, E Chen, H Xiong… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
For offering proactive services (eg, personalized exercise recommendation) to the students
in computer supported intelligent education, one of the fundamental tasks is predicting …

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 …

RKT: relation-aware self-attention for knowledge tracing

S Pandey, J Srivastava - Proceedings of the 29th ACM international …, 2020 - dl.acm.org
The world has transitioned into a new phase of online learning in response to the recent
Covid19 pandemic. Now more than ever, it has become paramount to push the limits of …

Deep knowledge tracing

C Piech, J Bassen, J Huang… - Advances in neural …, 2015 - proceedings.neurips.cc
Abstract Knowledge tracing, where a machine models the knowledge of a student as they
interact with coursework, is an established and significantly unsolved problem in computer …

Educational data mining and learning analytics

RS Baker, T Martin, LM Rossi - The Wiley handbook of …, 2016 - Wiley Online Library
In recent years, there has been increasing interest in using the methods of educational data
mining (EDM) and learning analytics (LA) to study and measure learner cognition. In this …

[HTML][HTML] Explainable artificial intelligence in education

H Khosravi, SB Shum, G Chen, C Conati… - … and Education: Artificial …, 2022 - Elsevier
There are emerging concerns about the Fairness, Accountability, Transparency, and Ethics
(FATE) of educational interventions supported by the use of Artificial Intelligence (AI) …

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 …