Improving the imputation of missing data with Markov Blanket discovery.
Yang LiuAnthony C. ConstantinouPublished in: ICLR (2023)
Keyphrases
- missing data
- markov blanket
- causal discovery
- missing values
- multiple imputation
- bayesian networks
- data imputation
- incomplete data
- structure learning
- discovery process
- causal models
- approximate inference
- variable selection
- causal relationships
- feature selection
- imputation methods
- conditional independence
- graphical models
- knowledge discovery
- probabilistic graphical models
- causal graph
- directed acyclic graph
- data sets
- data analysis
- data mining
- databases