Approximate inference of gene regulatory network models from RNA-Seq time series data.
Thomas ThornePublished in: BMC Bioinform. (2018)
Keyphrases
- approximate inference
- dynamic bayesian networks
- undirected graphical models
- gene regulatory networks
- graphical models
- probabilistic model
- message passing
- parameter estimation
- factor graphs
- belief propagation
- structured prediction
- exact inference
- prior knowledge
- probabilistic graphical models
- structure learning
- reverse engineering
- latent variables
- conditional random fields
- probabilistic inference
- em algorithm
- data sets
- bayesian framework
- gene expression data
- statistical models