Going deeper with deep knowledge tracing.

X Xiong, S Zhao, EG Van Inwegen, JE Beck - International Educational Data …, 2016 - ERIC
… of deep learning, we examine DKT alongside two well-studied models for knowledge
We take steps to reproduce the experiments of Deep Knowledge Tracing by implementing a …

Deep knowledge tracing and dynamic student classification for knowledge tracing

S Minn, Y Yu, MC Desmarais, F Zhu… - 2018 IEEE International …, 2018 - ieeexplore.ieee.org
… of knowledge tracing, which aims to model the student’s state of mastery of conceptual or
procedural knowledge … model for knowledge tracing, Deep Knowledge Tracing with Dynamic …

Incorporating rich features into deep knowledge tracing

L Zhang, X Xiong, S Zhao, A Botelho… - Proceedings of the …, 2017 - dl.acm.org
Knowledge Tracing (BKT), Performance Factors Analysis (PFA), and more recently with
developments in deep learning, Deep Knowledge Tracing (… the knowledge components of the …

Prerequisite-driven deep knowledge tracing

P Chen, Y Lu, VW Zheng, Y Pian - 2018 IEEE international …, 2018 - ieeexplore.ieee.org
… Compared with these two methods, we consider knowledge tracing in a deep learning setting,
and we systematically explore prerequisites. Another closely related research is constraint …

How deep is knowledge tracing?

M Khajah, RV Lindsey, MC Mozer - arXiv preprint arXiv:1604.02416, 2016 - arxiv.org
… over the mainstay of the field, Bayesian knowledge tracing or BKT. In this article, we attempt
… of deep learning. To answer the question posed in our title, knowledge tracing may be a do…

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
… It is a task to model students’ mastery level of a knowledge component (KC) based on their
… called deep knowledge tracing (DKT) has been proposed to handle the knowledge tracing

Deep knowledge tracing with side information

Z Wang, X Feng, J Tang, GY Huang, Z Liu - … , Chicago, IL, USA, June 25-29 …, 2019 - Springer
… about student knowledge states and has great potentials to advance knowledge tracing.
Thus, in this paper, we exploit side relations to improve knowledge tracing and design a novel …

Knowledge tracing: A survey

G Abdelrahman, Q Wang, B Nunes - ACM Computing Surveys, 2023 - dl.acm.org
… [125] proposed Extended-Deep Knowledge Tracing that extends DKT by adding auxiliary
student features such as previous knowledge, question answering rates and time spent on …

Do we need to go deep? knowledge tracing with big data

V Mandalapu, J Gong, L Chen - arXiv preprint arXiv:2101.08349, 2021 - arxiv.org
… ) enabled researchers to trace student knowledge in different skills and provide recommendations
for a better learning path. To estimate the student knowledge and further predict their …

[PDF][PDF] Deep knowledge tracing with convolutions

S Yang, M Zhu, J Hou, X Lu - arXiv preprint arXiv:2008.01169, 2020 - researchgate.net
… of existing DL-based knowledge tracing models and introduce some basics pertaining to
3D convolutions. In Section 3 we formally define the knowledge tracing problem. We describe …