Estimating Causal Effects with Ancestral Graph Markov Models.
Daniel MalinskyPeter SpirtesPublished in: Probabilistic Graphical Models (2016)
Keyphrases
- markov models
- causal effects
- markov model
- higher order
- maximum entropy
- undirected graph
- structural equation models
- causal relations
- hidden markov models
- graph structure
- directed acyclic graph
- directed graph
- spanning tree
- linear models
- weighted graph
- causal relationships
- special case
- connected components
- random walk
- expectation maximization
- markov chain
- observational data
- least squares