Simultaneous Structure Identification and Parameter Estimation of Gene Regulatory Networks.
Xinye CaiStephen M. WelchPraveen KoduruSanjoy DasPublished in: IC-AI (2007)
Keyphrases
- parameter estimation
- gene regulatory networks
- least squares
- maximum likelihood
- metropolis hastings algorithm
- markov random field
- structure learning
- em algorithm
- model selection
- parameter estimation algorithm
- statistical models
- reverse engineering
- gene expression data
- expectation maximization
- maximum likelihood estimation
- approximate inference
- probability distribution
- network structure
- machine learning
- dynamic bayesian networks
- object oriented
- pairwise