Towards Characterizing Markov Equivalence Classes for Directed Acyclic Graphs with Latent Variables.
Ayesha R. AliThomas S. RichardsonPeter SpirtesJiji ZhangPublished in: UAI (2005)
Keyphrases
- latent variables
- directed acyclic graph
- markov equivalence classes
- random variables
- equivalence class
- probabilistic model
- equivalence classes
- observed variables
- latent variable models
- graphical models
- posterior distribution
- conditional independence
- probability distribution
- directed graph
- prior knowledge
- transitive closure
- gaussian process
- structural learning
- factor graphs
- causal models
- hidden variables
- probabilistic graphical models
- exact inference
- bayesian networks
- conditional probabilities
- topic models
- undirected graph
- machine learning
- approximate inference
- data sets
- latent space
- generative model
- causal discovery
- hidden markov models
- structural svms