On Sample Size and Classification Accuracy: A Performance Comparison.
Margarita SordoQing T. ZengPublished in: ISBMDA (2005)
Keyphrases
- sample size
- classification accuracy
- upper bound
- model selection
- finite sample
- small sample size
- random sampling
- covariance matrix
- worst case
- small sample
- statistical tests
- number of training samples
- training set
- variance reduction
- statistical power
- progressive sampling
- statistical hypothesis testing
- generalization error
- confidence intervals
- feature selection
- experimental design
- pac learning
- random sample
- naive bayes
- support vector
- sample complexity
- vc dimension
- learning algorithm
- statistically significant
- lower bound
- information criterion
- small samples
- feature space