Deconfounded Causal Collaborative Filtering.
Shuyuan XuJuntao TanShelby HeineckeVena Jia LiYongfeng ZhangPublished in: Trans. Recomm. Syst. (2023)
Keyphrases
- collaborative filtering
- recommender systems
- matrix factorization
- causal relationships
- user preferences
- data sparsity
- causal networks
- bayesian networks
- causal relations
- causal theories
- causal reasoning
- causal models
- causal independence
- content based filtering
- causal inference
- deal with information overload
- making recommendations
- probabilistic matrix factorization
- cold start problem
- causal discovery
- personalized recommendation
- recommendation quality
- information filtering
- product recommendation
- causal graph
- user ratings
- causal structure
- recommendation systems
- transfer learning
- causal interactions
- social networks
- data sets