Cross-validation is dead. Long live cross-validation! Model validation based on resampling.
Knut BaumannPublished in: J. Cheminformatics (2010)
Keyphrases
- cross validation
- model selection
- model validation
- variable selection
- support vector
- training set
- hyperparameters
- cross validated
- regression problems
- information criterion
- permutation tests
- unseen data
- error estimates
- generalization error
- regularization parameter
- nearest neighbor classifiers
- ls svm
- bayesian inference
- least squares
- nearest neighbor
- feature selection