A New Characterization of Probabilities in Bayesian Networks
Lenhart K. SchubertPublished in: CoRR (2012)
Keyphrases
- bayesian networks
- conditional probabilities
- probability distribution
- credal networks
- conditional probability tables
- structure learning
- probabilistic inference
- learning bayesian networks
- naive bayes
- posterior probability
- bayesian belief networks
- probabilistic reasoning
- imprecise probabilities
- conditional independence
- approximate inference
- inference in bayesian networks
- parameter learning
- bayesian network inference
- random variables
- markov networks
- social networks
- bayesian network learning
- probabilistic model
- joint probability
- conditional probability distributions
- maximum entropy
- exact inference
- set valued
- diagnostic reasoning
- expert knowledge
- maximum likelihood
- belief networks
- incomplete data
- special case
- hidden variables
- case study
- data sets