Ultra-marginal Feature Importance: Learning from Data with Causal Guarantees.
Joseph JanssenVincent GuanElina RobevaPublished in: AISTATS (2023)
Keyphrases
- data sets
- learning algorithm
- database
- data analysis
- knowledge discovery
- data collection
- learning process
- prior knowledge
- data mining techniques
- learning tasks
- data quality
- causal structure
- learning models
- data structure
- data points
- reinforcement learning
- bayesian networks
- experimental data
- hidden variables
- bayesian methods