In cross validation should feature selection be applied only on the training data or also on the test set?
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This thread goes into extensive detail. Note that your setting aside of a separate training set might give poor performance unless you have thousands of samples; see the answer from Frank Harrell in that thread. – EdM Jan 04 '17 at 16:21