Functional association networks as priors for gene regulatory network inference.
Matthew StudhamAndreas TjärnbergTorbjörn E. M. NordlingSven NelanderErik L. L. SonnhammerPublished in: Bioinform. (2014)
Keyphrases
- gene regulatory networks
- dynamic bayesian networks
- undirected graphical models
- bayesian inference
- metropolis hastings algorithm
- network model
- gene networks
- reverse engineering
- gene expression data
- structure learning
- systems biology
- biological data
- gene regulation
- biological networks
- bayesian networks
- interaction networks
- prior information
- parameter estimation
- graphical models
- probabilistic model
- regulatory networks
- approximate inference
- social networks
- exact inference
- markov chain monte carlo
- databases
- protein interaction networks
- knowledge discovery
- probabilistic inference