Quantification of the Impact of Feature Selection on the Variance of Cross-Validation Error Estimation.
Yufei XiaoJianping HuaEdward R. DoughertyPublished in: EURASIP J. Bioinform. Syst. Biol. (2007)
Keyphrases
- error estimation
- cross validation
- model selection
- feature selection
- error estimates
- selection criterion
- generalization error
- hyperparameters
- selected features
- variable selection
- meta learning
- support vector
- leave one out cross validation
- regression problems
- sample size
- cross validated
- machine learning
- text categorization
- regularization parameter
- nearest neighbor classifiers
- gaussian process
- training set
- data mining
- information criterion
- feature set
- classification accuracy
- correlation coefficient
- mutual information
- multi class
- bayesian information criterion
- support vector machine
- similarity measure
- data sets
- multi task
- ls svm
- text classification
- reinforcement learning