Fast Factorisation of Probabilistic Potentials and its Application to Approximate Inference in Bayesian Networks.
Andrés CanoManuel Gómez-OlmedoCora B. Pérez-ArizaAntonio SalmerónPublished in: Int. J. Uncertain. Fuzziness Knowl. Based Syst. (2012)
Keyphrases
- inference in bayesian networks
- bayesian networks
- variable elimination
- junction tree
- belief networks
- exact inference
- high order
- posterior probability
- probabilistic model
- higher order
- conditional probabilities
- approximate inference
- generative model
- graphical models
- bayesian framework
- random variables
- message passing
- structure learning
- probability distribution