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MAN: Memory-augmented Attentive Networks for Deep Learning-based Knowledge Tracing.

Authors :
LIANGLIANG HE
XIAO LI
PANCHENG WANG
JINTAO TANG
TING WANG
Source :
ACM Transactions on Information Systems. Jan2024, Vol. 42 Issue 1, p1-22. 22p.
Publication Year :
2024

Abstract

The article focuses on improving Knowledge Tracing (KT) in e-learning systems by addressing the Skill Switching Phenomenon (SSP). Topics include the challenges posed by SSP, the limitations of existing deep learning-based methods, and the proposed Memory-augmented Attentive Network (MAN) model to enhance knowledge state prediction.

Details

Language :
English
ISSN :
10468188
Volume :
42
Issue :
1
Database :
Academic Search Index
Journal :
ACM Transactions on Information Systems
Publication Type :
Academic Journal
Accession number :
173170324
Full Text :
https://doi.org/10.1145/3589340