Evaluation and improvement of the regulatory inference for large co-expression networks with limited sample size.
Wenbin GuoCristiane P. G. CalixtoNikoleta TzioutziouPing LinRobbie WaughJohn W. S. BrownRunxuan ZhangPublished in: BMC Syst. Biol. (2017)
Keyphrases
- sample size
- pac learning
- model selection
- small samples
- small sample size
- random sampling
- small sample
- upper bound
- statistical hypothesis testing
- statistical power
- number of training samples
- statistical tests
- covariance matrix
- worst case
- bayesian networks
- progressive sampling
- confidence intervals
- random sample
- variance reduction
- experimental design
- generalization error
- bayesian inference
- high dimensional
- data mining
- random samples
- evolutionary algorithm
- genetic regulatory networks
- feature extraction