Exact structure learning of Bayesian networks by optimal path extension.
Subhadeep KaranJaroslaw ZolaPublished in: IEEE BigData (2016)
Keyphrases
- structure learning
- optimal path
- bayesian networks
- path planning
- learning bayesian networks
- graphical models
- shortest path
- conditional independence
- parameter learning
- bayesian network classifiers
- markov logic networks
- structure learning algorithm
- dynamic bayesian networks
- structure and parameter learning
- probabilistic reasoning
- probability distribution
- bayesian network structures
- parameter estimation
- markov networks
- probabilistic model
- probabilistic inference
- network structure
- bayesian network structure
- optimal solution
- posterior probability
- conditional probabilities
- dynamic environments
- hidden variables
- exact inference
- incomplete data
- transfer learning
- random variables
- least squares