Bayesian Inference of Genetic Regulatory Networks from Time Series Microarray Data Using Dynamic Bayesian Networks.
Yufei HuangJianyin WangJianqiu ZhangMaribel SanchezYufeng WangPublished in: J. Multim. (2007)
Keyphrases
- bayesian inference
- microarray data
- dynamic bayesian networks
- gene regulatory networks
- gene expression data
- microarray
- particle filtering
- probabilistic model
- biological data
- gene expression
- bayesian networks
- hyperparameters
- particle filter
- prior information
- feature selection
- data sets
- cluster analysis
- structure learning
- high dimensional
- approximate inference
- markov networks
- hidden variables
- biological networks
- graphical models
- state variables
- gaussian process
- parameter estimation
- expectation maximization
- markov random field
- social networks