XKT: Towards Explainable Knowledge Tracing Model With Cognitive Learning Theories for Questions of Multiple Knowledge Concepts

Keyphrases

• Knowledge Concept 100%
• Multiple Knowledge 100%
• Cognitive Learning Theory 100%
• Knowledge Tracing 100%
• Explainable Knowledge 100%
• Trace Model 100%
• Multidimensional Item Response Theory 80%
• Processing Network 60%
• Neural Predictor 60%
• Exercise Performance 40%
• Educational Applications 40%
• Memory Processing 40%
• Feature Embedding 40%
• Student Performance 20%
• Deep Learning Methods 20%
• Ablation Study 20%
• Existing Knowledge 20%
• Concept Base 20%
• Predicting the Future 20%
• Rich Semantics 20%
• Semantic Representation 20%
• Knowledge Distribution 20%
• Selective Perception 20%
• Network Components 20%
• Tracing Method 20%
• Knowledge Memory 20%
• Perception Ability 20%
• Parameter Representation 20%
• Explainable Prediction 20%
• Long-term Knowledge 20%
• Learners' Response 20%
• Distribution Information 20%
• Factor Representation 20%
• Student Performance Prediction 20%
• Psychometric Parameters 20%

Computer Science

• Response Theory 100%
• Interpretability 50%
• Network Component 25%
• Deep Learning 25%
• Semantic Representation 25%
• Distribution Information 25%