An Integrated Gaussian Graphical Model to evaluate the impact of exposures on metabolic networks.
Jai Woo LeeErika L. MoenTracy PunshonAnne Gatewood HoenDelisha StewartHongzhe LiMargaret R. KaragasJiang GuiPublished in: Comput. Biol. Medicine (2019)
Keyphrases
- graphical models
- metabolic networks
- belief propagation
- probabilistic model
- random variables
- probabilistic graphical models
- probabilistic inference
- approximate inference
- structure learning
- markov networks
- bayesian networks
- metabolic pathways
- conditional random fields
- conditional dependencies
- factor graphs
- biological data
- belief networks
- conditional independence
- pairwise
- ideally suited
- em algorithm
- co occurrence
- text mining
- support vector
- data mining