A Characterization of Markov Equivalence Classes for Directed Acyclic Graphs with Latent Variables
Jiji ZhangPublished in: CoRR (2012)
Keyphrases
- latent variables
- directed acyclic graph
- markov equivalence classes
- random variables
- equivalence class
- equivalence classes
- probabilistic model
- observed variables
- probability distribution
- conditional independence
- graphical models
- posterior distribution
- causal models
- latent variable models
- hidden variables
- gaussian process
- bayesian networks
- prior knowledge
- approximate inference
- observational data
- transitive closure
- structural svms
- conditional probabilities
- causal relationships
- structural learning
- causal discovery
- belief networks
- latent space
- generative model
- directed graph
- knowledge discovery
- structured prediction
- undirected graph
- data sets
- machine learning