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Assessing and tuning brain decoders: Cross-validation, caveats, and guidelines.
Gaël Varoquaux
Pradeep Reddy Raamana
Denis A. Engemann
Andrés Hoyos Idrobo
Yannick Schwartz
Bertrand Thirion
Published in:
NeuroImage (2017)
Keyphrases
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cross validation
model selection
hyperparameters
variable selection
support vector
human brain
training set
regression problems
generalization error
cross validated
regularization parameter
error estimates
information criterion
sample size
multi class
unseen data