A Transformational Characterization of Markov Equivalence for Directed Acyclic Graphs with Latent Variables.
Jiji ZhangPeter SpirtesPublished in: UAI (2005)
Keyphrases
- latent variables
- directed acyclic graph
- random variables
- markov equivalence classes
- observed variables
- conditional independence
- equivalence class
- probabilistic model
- posterior distribution
- latent variable models
- equivalence classes
- hidden variables
- graphical models
- prior knowledge
- probability distribution
- causal models
- gaussian process
- structural svms
- markov property
- observational data
- undirected graph
- topic models
- approximate inference
- directed graph
- structural learning
- bayesian networks
- probabilistic graphical models
- causal discovery
- factor graphs
- higher order
- structured prediction
- structure learning