EduRank: A Collaborative Filtering Approach to Personalization in E-learning.
Avi SegalZiv KatzirKobi GalGuy ShaniBracha ShapiraPublished in: EDM (2014)
Keyphrases
- collaborative filtering
- e learning
- recommender systems
- matrix factorization
- user profiles
- user preferences
- learning objects
- data sparsity
- information filtering
- learning experience
- learning technologies
- distance learning
- higher education
- personalized recommendation
- product recommendation
- user modeling
- multimedia
- adaptive e learning
- learning resources
- distance education
- learning process
- educational hypermedia
- online learning
- cold start
- learning environment
- netflix prize
- effective learning
- probabilistic matrix factorization
- knowledge management
- implicit feedback
- recommendation algorithms
- social software
- user model
- recommendation systems
- personalized learning
- learning activities
- learning management systems
- learner profiles
- demographic information
- collaborative filtering algorithms
- content based filtering
- educational institutions
- cold start problem
- user specific
- user profiling