Evaluation of a decided sample size in machine learning applications.
Daniyal RajputWei-Jen WangChun-Chuan ChenPublished in: BMC Bioinform. (2023)
Keyphrases
- sample size
- machine learning
- model selection
- upper bound
- small sample
- covariance matrix
- pac learning
- random sampling
- confidence intervals
- statistical power
- small sample size
- data mining
- statistical tests
- small samples
- number of training samples
- experimental design
- knowledge acquisition
- worst case
- cross validation
- feature selection
- progressive sampling
- generalization error
- learning problems
- special case
- decision trees
- statistical hypothesis testing