Improving Interpretability of Deep Sequential Knowledge Tracing Models with Question-centric Cognitive Representations.
Jiahao ChenZitao LiuShuyan HuangQiongqiong LiuWeiqi LuoPublished in: CoRR (2023)
Keyphrases
- prior knowledge
- knowledge acquisition
- mental representations
- probabilistic model
- complex systems
- internal representations
- knowledge representation
- model selection
- higher level
- computational models
- expert systems
- cognitive models
- visual representations
- formal models
- qualitative models
- knowledge level
- knowledge sharing
- learning systems
- parameter estimation
- information processing
- probability models
- data mining techniques
- knowledge management
- student modeling
- knowledge discovery
- multiple choice questions
- domain knowledge
- decision making