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DGEKT: A Dual Graph Ensemble Learning Method for Knowledge Tracing.

Authors :
Cui, Chaoran
Yao, Yumo
Zhang, Chunyun
Ma, Hebo
Ma, Yuling
Ren, Zhaochun
Zhang, Chen
Ko, James
Source :
ACM Transactions on Information Systems; May2024, Vol. 42 Issue 3, p1-24, 24p
Publication Year :
2024

Abstract

The article focuses on introducing a Dual Graph Ensemble Learning method for Knowledge Tracing (DGEKT) to improve knowledge tracing by incorporating heterogeneous exercise-concept associations and interaction transitions. Topics include hypergraph modeling, directed graph modeling, and online knowledge distillation to enhance prediction accuracy and ensemble modeling for better judgment quality in knowledge tracing tasks.

Details

Language :
English
ISSN :
10468188
Volume :
42
Issue :
3
Database :
Complementary Index
Journal :
ACM Transactions on Information Systems
Publication Type :
Academic Journal
Accession number :
177112845
Full Text :
https://doi.org/10.1145/3638350