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