Estimating the Causal Impact of Recommendation Systems from Observational Data.
Amit SharmaJake M. HofmanDuncan J. WattsPublished in: CoRR (2015)
Keyphrases
- recommendation systems
- observational data
- causal structure
- causal discovery
- experimental data
- causal bayesian networks
- causal relationships
- directed acyclic graph
- causal inference
- causal models
- causal effects
- collaborative filtering
- bayesian networks
- latent variables
- recommender systems
- sample size
- user preferences
- web search
- collaborative filtering recommendation algorithm
- search engine
- user feedback
- recommendation quality
- social recommendation
- discovery process
- recommendation algorithms