Inferring gene regulatory networks based on spline regression and Bayesian group lasso.
Yue FanQinke PengPublished in: SNPD (2016)
Keyphrases
- gene regulatory networks
- group lasso
- regression model
- bayesian inference
- efficient optimization
- regression problems
- reverse engineering
- gene expression data
- network model
- biological data
- model selection
- variable selection
- least squares
- linear regression
- gaussian processes
- hyperparameters
- dynamic bayesian networks
- multiple kernel learning
- contingency tables
- statistical inference
- cross validation
- probabilistic model
- gaussian process
- high dimensional
- maximum likelihood
- structure learning
- bayesian networks
- prior information