Counting and Sampling from Markov Equivalent DAGs Using Clique Trees.
AmirEmad GhassamiSaber SalehkaleybarNegar KiyavashKun ZhangPublished in: AAAI (2019)
Keyphrases
- directed acyclic graph
- equivalence class
- markov property
- markov equivalence classes
- decision trees
- conditional independence
- equivalence classes
- sampling strategies
- random sampling
- tree structures
- random variables
- tree structure
- sampling algorithm
- semi markov
- sampling strategy
- monte carlo
- markov chain
- sampling methods
- markov model
- tree construction
- sample size
- belief networks
- approximation methods
- parameter space
- tree models
- tree nodes
- state space