The dual PC algorithm and the role of Gaussianity for structure learning of Bayesian networks.
Enrico GiudiceJack KuipersGiusi MoffaPublished in: Int. J. Approx. Reason. (2023)
Keyphrases
- random variables
- bayesian networks
- structure learning
- graphical models
- conditional independence
- probabilistic model
- bayesian network structure learning
- continuous variables
- structure learning algorithm
- posterior probability
- markov blanket
- bayesian network structure
- markov logic networks
- conditional probabilities
- learning bayesian networks
- learning algorithm
- parameter learning
- expectation maximization
- bayesian network classifiers
- optimal solution
- np hard
- bayesian network structures
- dynamic programming
- pairwise