Compact representation of polymatroid axioms for random variables with conditional independencies.
Satyajit ThakorAlex J. GrantTerence ChanPublished in: ITW (2012)
Keyphrases
- random variables
- conditional independence
- conditional independencies
- bayesian networks
- graphical models
- graphical structure
- probability distribution
- conditional probabilities
- joint distribution
- stochastic optimization problems
- latent variables
- markov property
- compact representations
- objective function
- partial order
- machine learning
- belief propagation
- probability density
- continuous variables
- probabilistic model