The Deconfounded Recommender: A Causal Inference Approach to Recommendation.
Yixin WangDawen LiangLaurent CharlinDavid M. BleiPublished in: CoRR (2018)
Keyphrases
- causal inference
- recommender systems
- collaborative filtering
- recommendation systems
- additive noise
- user preferences
- recommendation algorithms
- rare events
- causal models
- abductive reasoning
- nonmonotonic reasoning
- discrete data
- user profiles
- bayesian networks
- prior knowledge
- observational data
- spatial domain
- logic programming
- maximum likelihood
- knowledge representation