Minimal Characterization of Shannon-Type Inequalities Under Functional Dependence and Full Conditional Independence Structures.
Terence ChanSatyajit ThakorAlex J. GrantPublished in: IEEE Trans. Inf. Theory (2019)
Keyphrases
- conditional independence
- axiomatic characterization
- bayesian networks
- random variables
- graphical models
- structure learning
- learning bayesian networks
- causal models
- probability distribution
- probability theory
- gaussian model
- bayesian network structure
- information theory
- sufficient conditions
- structure and parameter learning
- statistical independence
- conditional random fields
- input output
- learning algorithm
- markov chain
- causal discovery
- markov property
- probabilistic model