Bayesian parameter estimation for nonlinear modelling of biological pathways.
Omid GhasemiMerry LindseyTianyi YangNguyen T. NguyenYufei HuangYufang JinPublished in: BMC Syst. Biol. (2011)
Keyphrases
- parameter estimation
- biological pathways
- maximum likelihood
- posterior distribution
- bayesian model selection
- model selection
- em algorithm
- statistical models
- least squares
- gene ontology
- markov random field
- random fields
- parameter estimation algorithm
- biological processes
- markov fields
- scientific data
- expectation maximization
- metabolic pathways
- approximate inference
- parameter estimates
- protein protein interactions
- probabilistic model
- bayesian networks