State Space Model with hidden variables for reconstruction of gene regulatory networks.
Xi WuPeng LiNan WangPing GongEdward J. PerkinsYouping DengChaoyang ZhangPublished in: BMC Syst. Biol. (2011)
Keyphrases
- hidden variables
- gene regulatory networks
- state space model
- bayesian inference
- probabilistic model
- bayesian networks
- network model
- reverse engineering
- gene expression data
- em algorithm
- latent variables
- generative model
- kalman filter
- dynamic bayesian networks
- structure learning
- biological data
- image reconstruction
- prior information
- hyperparameters
- missing values
- particle filter
- computer vision
- high dimensional
- dimensionality reduction
- incomplete data
- social networks
- statistical methods
- network structure