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