Structural Causal Models Are (Solvable by) Credal Networks.
Marco ZaffalonAlessandro AntonucciRafael CabañasPublished in: PGM (2020)
Keyphrases
- causal models
- structural model
- credal networks
- independence relations
- directed acyclic graph
- causal discovery
- conditional independence
- causal relationships
- bayesian networks
- causal relations
- structural equation models
- causal reasoning
- set valued
- maximum entropy
- causal structure
- np complete
- np hard
- causal graph
- computational complexity
- special case
- observational data
- markov property
- tractable cases