Research on Dynamic Learning Path Recommendation Based on Social Networks
Sign Up to like & getrecommendations! Published in 2024 at "IEEE Transactions on Consumer Electronics"
DOI: 10.1109/tce.2024.3420772
Abstract: With the improvement of online learning platforms, learners’ demand for learning resource recommendation systems has gradually changed to diversification, diversification, and individuation. How to construct a learning path that can be dynamically adjusted according to… read more here.
Keywords: path recommendation; learning path; social networks; recommendation ... See more keywords
A Personalized Learning Path for French Study in Colleges Based on a Big Data Knowledge Map
Sign Up to like & getrecommendations! Published in 2023 at "Scientific Programming"
DOI: 10.1155/2023/4359133
Abstract: The education industry is gradually improving with the rapid development of information technology. The learners use networks and computers to alter the traditional instructional framework based on educational information technology and achieve personalized learning. This… read more here.
Keywords: personalized learning; big data; learning path; knowledge ... See more keywords
Optimal Hierarchical Learning Path Design With Reinforcement Learning
Sign Up to like & getrecommendations! Published in 2021 at "Applied Psychological Measurement"
DOI: 10.1177/0146621620947171
Abstract: E-learning systems are capable of providing more adaptive and efficient learning experiences for learners than traditional classroom settings. A key component of such systems is the learning policy. The learning policy is an algorithm that… read more here.
Keywords: learning policy; optimal hierarchical; reinforcement learning; model ... See more keywords
Exploring the Effectiveness of Learning Path Recommendation based on Felder-Silverman Learning Style Model: A Learning Analytics Intervention Approach
Sign Up to like & getrecommendations! Published in 2022 at "Journal of Educational Computing Research"
DOI: 10.1177/07356331211057816
Abstract: A fixed learning path for all learners is a major drawback of virtual learning systems. An online learning path recommendation system has the advantage of offering flexibility to select appropriate learning content. Learning Analytics Intervention… read more here.
Keywords: path recommendation; learning path; path; analytics intervention ... See more keywords
A Personalized Learning Path Recommendation Method Incorporating Multi-Algorithm
Sign Up to like & getrecommendations! Published in 2023 at "Applied Sciences"
DOI: 10.3390/app13105946
Abstract: In this era of intelligence, the learning methods of learners have substantially changed. Many learners choose to learn through online education platforms. Although learners may enjoy more high-quality educational resources, when they are faced with… read more here.
Keywords: personalized learning; path recommendation; learning path; knowledge ... See more keywords
Construction of Consistent Fuzzy Competence Spaces and Learning Path Recommendation
Sign Up to like & getrecommendations! Published in 2025 at "Axioms"
DOI: 10.3390/axioms14100768
Abstract: Artificial intelligence is playing an increasingly important role in education. Learning path recommendation is one of the key technologies in artificial intelligence education applications. This paper applies knowledge space theory and fuzzy set theory to… read more here.
Keywords: consistent fuzzy; path recommendation; learning path; competence ... See more keywords
Learning Path Optimization Based on Multi-Attribute Matching and Variable Length Continuous Representation
Sign Up to like & getrecommendations! Published in 2022 at "Symmetry"
DOI: 10.3390/sym14112360
Abstract: Personalized learning path considers matching symmetrical attributes from both learner and learning material. The evolutionary algorithm approach usually forms the learning path generation problem into a problem that optimizes the matching degree of the learner… read more here.
Keywords: representation learning; variable length; learning path; path ... See more keywords