Cross-validation under separate sampling: strong bias and how to correct it.

Ulisses M. Braga-Neto Amin Zollanvari Edward R. Dougherty

Published in: Bioinform. (2014)

Keyphrases

cross validation
model selection
support vector
variable selection
hyperparameters
sample size
regularization parameter
cross validated
random sampling
training set
regression problems
generalization error
error estimates
decision trees
support vector machine svm
unseen data
support vector machine
error estimation