Testing Conditional Independence of Discrete Distributions.
Clément L. CanonneIlias DiakonikolasDaniel M. KaneAlistair StewartPublished in: ITA (2018)
Keyphrases
- conditional independence
- random variables
- probability distribution
- gaussian model
- continuous domains
- bayesian networks
- graphical models
- structure learning
- learning bayesian networks
- continuous variables
- joint distribution
- bayesian network structure
- efficient algorithms to compute
- axiomatic characterization
- directed acyclic graph
- possibility theory
- chain graphs
- probability theory
- causal models
- structure and parameter learning
- conditional independencies
- latent variables
- marginal distributions
- exponential family
- belief networks
- conditional probabilities
- statistical independence
- causal independence
- random walk
- fuzzy logic