Cross-validation and permutations in MVPA: Validity of permutation strategies and power of cross-validation schemes.
Giancarlo ValenteAgustin Lage-CastellanosLars HausfeldFederico De MartinoElia FormisanoPublished in: NeuroImage (2021)
Keyphrases
- cross validation
- model selection
- hyperparameters
- variable selection
- support vector
- cross validated
- regression problems
- training set
- regularization parameter
- generalization error
- unseen data
- information criterion
- nearest neighbor classifiers
- ls svm
- feature vectors
- decision trees
- machine learning
- neural network
- data sets