Is cross-validation better than resubstitution for ranking genes?
Ulisses M. Braga-NetoRonaldo Fumio HashimotoEdward R. DoughertyDanh V. NguyenRaymond J. CarrollPublished in: Bioinform. (2004)
Keyphrases
- cross validation
- model selection
- classification error
- hyperparameters
- support vector
- variable selection
- generalization error
- gene expression
- training set
- cross validated
- error estimates
- leave one out cross validation
- regularization parameter
- unseen data
- information criterion
- least squares
- high dimensional
- radial basis function
- ranking functions
- data sets
- logistic regression
- pairwise
- machine learning