Research on a personalized learning path recommendation system based on cognitive graph with a cognitive graph

A systematic literature review of knowledge graph construction and application in education

“…The author aimed to address the issue of information overload and assist learners in finding relevant resources. Another work focused on developing a personalised learning path recommendation system based on a cognitive graph [ 38 ]. The cognitive graph integrates KG and cognitive reasoning to visualize students' cognitive maps, allowing them to monitor their existing knowledge structures and cognitive states.…”

“… [ 37 ] learning resources and guiding recommendations N/A Hybrid-based Educational content N/A N/A •Lack of discussion on KG construction. •Lack of discussion on the evaluation criteria [ 38 ] Visual representation of learning paths Concept maps Hybrid-based knowledge units N/A Case Study •Challenges related to the accuracy of cognitive reasoning, •Lack of rigorous evaluation metrics. [ 39 ] Adaptive learning experiences for students An improved version of the FP-growth algorithm Schema-based Students' searches within the online learning system N/A Students' satisfaction via surveys •Poor evaluation metrics, •Limited discussion on the collected entities and relationships.…”