Estimating parameters and hidden variables in non-linear state-space models based on ODEs for biological networks inference.
Minh QuachNicolas BrunelFlorence d'Alché-BucPublished in: Bioinform. (2007)
Keyphrases
- hidden variables
- probabilistic model
- biological networks
- bayesian networks
- state space
- bayesian inference
- parameter estimation
- ordinary differential equations
- em algorithm
- biological systems
- incomplete data
- generative model
- maximum likelihood
- latent variables
- markov networks
- state variables
- posterior distribution
- missing values
- pattern mining
- complex networks
- statistical models
- complex systems
- model selection
- active learning
- prior knowledge