Deep Knowledge Tracing Incorporating a Hypernetwork With Independent Student and Item Networks

Author:

Tsutsumi Emiko1ORCID,Guo Yiming2ORCID,Kinoshita Ryo2ORCID,Ueno Maomi2ORCID

Affiliation:

1. Graduate School of Information Science and Technology, University of Tokyo, Tokyo, Japan

2. Graduate School of Informatics and Engineering, The University of Electro-Communications, Chofu, Japan

Funder

JSPS KAKENHI

JST CREST

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

Computer Science Applications,General Engineering,Education

Reference58 articles.

1. Knowledge tracing: Modeling the acquisition of procedural knowledge

2. Deep-IRT: Make deep learning based knowledge tracing explainable using item response theory;Yeung,2019

3. Dynamic Key-Value Memory Networks for Knowledge Tracing

4. Context-Aware Attentive Knowledge Tracing

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1. Development and Construction of a Learning Platform for Industry Education Integration Mobile APP Based on Deep Learning;Proceedings of the 2024 Guangdong-Hong Kong-Macao Greater Bay Area International Conference on Digital Economy and Artificial Intelligence;2024-01-19

2. Deep-IRT with a Temporal Convolutional Network for Reflecting Students’ Long-Term History of Ability Data;Lecture Notes in Computer Science;2024

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