Sequential updating of conditional probabilities on directed graphical structures.
David J. SpiegelhalterSteffen L. LauritzenPublished in: Networks (1990)
Keyphrases
- conditional probabilities
- probabilistic inference
- bayesian networks
- probability distribution
- probabilistic model
- belief networks
- bayesian model
- joint distribution
- random variables
- posterior probability
- bayesian belief networks
- class labels
- causal knowledge
- network parameters
- joint probability
- discrete random variables
- independence assumption
- prior probabilities
- graphical models
- probability theory
- probability measures
- feature space
- causal independence
- learning algorithm
- belief nets
- machine learning