Context-Specific Causal Discovery for Categorical Data Using Staged Trees.
Manuele LeonelliGherardo VarandoPublished in: AISTATS (2023)
Keyphrases
- categorical data
- context specific
- causal discovery
- causal models
- causal relationships
- cluster analysis
- numerical data
- discovery process
- parameter free
- bayesian networks
- decision trees
- causal structure
- domain specific
- conditional independence
- qualitative probabilistic networks
- directed acyclic graph
- attribute values
- trade off
- databases
- training set
- feature space
- observational data
- influence diagrams
- clustering method
- unsupervised learning
- causal relations
- distance based outlier detection
- hierarchical latent class models