Cognition-Mode Aware Variational Representation Learning Framework for Knowledge Tracing.
Moyu ZhangXinning ZhuChunhong ZhangFeng PanWenchen QianHui ZhaoPublished in: ICDM (2023)
Keyphrases
- learning systems
- prior knowledge
- knowledge acquisition
- background knowledge
- learning scheme
- representation language
- dynamic bayesian networks
- learning mechanism
- knowledge transfer
- conceptual framework
- learning process
- inference process
- human learning
- distributed cognition
- conceptual model
- learning algorithm
- information processing
- active learning
- multi task
- human experts
- cognitive models
- graphical models
- domain knowledge
- complex domains
- visual representation
- learned knowledge
- latent variable models
- perceptual information
- mental representations
- multiple perspectives
- procedural knowledge
- formal representation
- variational framework
- knowledge level
- organizational learning
- representation scheme
- cognitive processes
- computational model