Logical Compilation of Bayesian Networks with Discrete Variables.
Michael WachterRolf HaenniPublished in: ECSQARU (2007)
Keyphrases
- discrete variables
- bayesian networks
- continuous variables
- exact inference
- markov networks
- structure learning
- linear gaussian
- approximate inference
- mixed integer
- graphical models
- probability distribution
- probabilistic model
- probabilistic inference
- hidden variables
- random variables
- conditional independence
- dynamic systems
- binary variables
- posterior probability
- valid inequalities
- penalty function
- conditional probabilities
- incomplete data
- maximum likelihood
- structured prediction
- genetic algorithm
- variational methods
- maximum margin
- dynamic bayesian networks
- higher order
- approximation algorithms
- convex hull
- first order logic