Decomposition and Approximation of Loopy Bayesian Networks.
Jianwu DongFeng ChenYanyan HuoHong LiuPublished in: Fundam. Informaticae (2013)
Keyphrases
- bayesian networks
- graphical models
- probabilistic inference
- belief propagation
- credal networks
- efficient computation
- closed form
- structural learning
- approximate inference
- structure learning
- decomposition method
- conditional probabilities
- approximation error
- random variables
- inference in bayesian networks
- diagnostic reasoning
- learning bayesian networks
- probabilistic reasoning
- conditional independence
- markov networks
- approximation algorithms
- bayesian belief networks
- approximation methods
- decomposition methods
- naive bayes
- data sets