VICause: Simultaneous Missing Value Imputation and Causal Discovery with Groups.
Pablo Morales-AlvarezAngus LambSimon WoodheadSimon Peyton JonesMiltiadis AllamanisCheng ZhangPublished in: CoRR (2021)
Keyphrases
- missing values
- causal discovery
- data imputation
- causal models
- missing data
- causal relationships
- incomplete data
- discovery process
- causal structure
- missing data imputation
- directed acyclic graph
- high dimensional data
- imputation methods
- noisy data
- conditional independence
- incomplete data sets
- data matrix
- bayesian networks
- markov blanket
- observational data
- multiple imputation
- belief networks
- reinforcement learning
- decision trees
- decision making
- information retrieval