Out-of-bag estimation of the optimal sample size in bagging.
Gonzalo Martínez-MuñozAlberto SuárezPublished in: Pattern Recognit. (2010)
Keyphrases
- sample size
- variance reduction
- generalization error
- worst case
- model selection
- covariance matrix
- statistical power
- upper bound
- experimental design
- progressive sampling
- small sample size
- random sampling
- vc dimension
- pac learning
- small sample
- number of training samples
- statistical hypothesis testing
- statistical tests
- decision trees
- confidence intervals
- sample complexity
- small samples
- machine learning
- statistical significance
- cross validation
- random sample
- semi supervised