MPE Computation in Bayesian Networks Using Mini-Bucket and Probability Trees Approximation.
Andrés CanoManuel Gómez-OlmedoSerafín MoralSerafín Moral-GarcíaPublished in: Int. J. Uncertain. Fuzziness Knowl. Based Syst. (2020)
Keyphrases
- bayesian networks
- mini bucket
- graphical models
- branch and bound
- probability distribution
- conditional probabilities
- search algorithm
- posterior probability
- belief networks
- bayesian network structure
- belief propagation
- probabilistic inference
- variable elimination
- random variables
- conditional independence
- efficient computation
- structure learning
- decision trees
- exact computation
- inference in bayesian networks
- naive bayes
- probabilistic model
- credal networks
- search space
- upper bound
- probabilistic reasoning
- searching in metric spaces
- learning bayesian networks
- approximation algorithms
- closely related
- lower bound
- junction tree
- exact inference
- approximate inference
- optimal solution
- probability theory
- cost function