Exact Structure Learning of Bayesian Networks by Optimal Path Extension.
Subhadeep KaranJaroslaw ZolaPublished in: CoRR (2016)
Keyphrases
- structure learning
- optimal path
- bayesian networks
- path planning
- learning bayesian networks
- graphical models
- parameter learning
- shortest path
- conditional independence
- markov blanket
- bayesian network classifiers
- probabilistic reasoning
- parameter estimation
- random variables
- dynamic bayesian networks
- continuous variables
- probabilistic inference
- posterior probability
- structure learning algorithm
- probabilistic model
- optimal solution
- exact inference
- markov logic networks
- bayesian network structure
- conditional probabilities
- transfer learning
- maximum likelihood
- incomplete data
- belief propagation
- probability distribution
- probabilistic graphical models
- recommender systems
- bayesian network structures
- machine learning