Effects of sample size on robustness and prediction accuracy of a prognostic gene signature.
Seon-Young KimPublished in: BMC Bioinform. (2009)
Keyphrases
- prediction accuracy
- sample size
- model selection
- predictive accuracy
- small sample size
- random sampling
- ensemble methods
- statistical power
- improve the prediction accuracy
- predictive power
- upper bound
- pac learning
- experimental design
- covariance matrix
- progressive sampling
- small sample
- variance reduction
- generalization error
- statistical tests
- microarray
- statistical hypothesis testing
- worst case
- small samples
- data streams
- gene expression data
- gene expression
- higher order
- data structure
- web page prediction