Inference of gene pathways using mixture Bayesian networks.
Younhee KoChengXiang ZhaiSandra L. Rodriguez-ZasPublished in: BMC Syst. Biol. (2009)
Keyphrases
- bayesian networks
- inference in bayesian networks
- exact inference
- probabilistic inference
- probabilistic reasoning
- biological pathways
- signaling pathways
- structure learning
- dynamic bayesian networks
- multiply sectioned bayesian networks
- probability distribution
- graphical models
- bayesian network inference
- random variables
- conditional independence
- probabilistic model
- parameter learning
- genome scale
- biological entities
- conditional probability distributions
- mixture model
- approximate inference
- microarray
- gene expression
- probabilistic modeling
- credal networks
- gene products
- junction tree
- gene regulatory networks
- naive bayes
- expectation maximization
- text mining
- variable elimination
- interaction networks
- bayesian belief networks
- conditional probabilities
- gene expression data