Relationships between probabilistic Boolean networks and dynamic Bayesian networks as models of gene regulatory networks.
Harri LähdesmäkiSampsa HautaniemiIlya ShmulevichOlli Yli-HarjaPublished in: Signal Process. (2006)
Keyphrases
- gene regulatory networks
- dynamic bayesian networks
- boolean networks
- bayesian networks
- reverse engineering
- network model
- gene expression data
- structure learning
- approximate inference
- biological data
- probabilistic model
- particle filtering
- genetic regulatory networks
- bayesian inference
- state variables
- data sets
- graphical models
- conditional probabilities
- software engineering
- machine learning
- conditional independence
- parameter estimation
- knowledge discovery