Superior feature-set ranking for small samples using bolstered error estimation.
Chao SimaUlisses M. Braga-NetoEdward R. DoughertyPublished in: Bioinform. (2005)
Keyphrases
- feature set
- error estimation
- small samples
- model selection
- feature selection
- sample size
- individual features
- cross validation
- support vector machine
- error estimates
- classification accuracy
- feature extraction
- feature vectors
- feature space
- regression model
- generalization error
- random forest
- ranking algorithm
- machine learning
- selected features
- text categorization
- text classification
- kernel function
- accurate models
- texture features
- class labels
- supervised learning
- image processing
- dimensionality reduction
- semi supervised
- regression trees
- link analysis
- genetic programming
- knn
- base classifiers
- classification models
- feature subset