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Asymptotic statistical theory of overtraining and cross-validation.
Shun-ichi Amari
Noboru Murata
Klaus-Robert Müller
Michael Finke
Howard Hua Yang
Published in:
IEEE Trans. Neural Networks (1997)
Keyphrases
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cross validation
model selection
support vector
variable selection
cross validated
training set
regression problems
hyperparameters
ls svm
nearest neighbor classifiers
generalization error
error estimates
statistical inference
information criterion
permutation tests
worst case
feature selection
neural network