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This addresses issue #1028 and part of #1115:
RFE no clones the estimator before changing it, therefore being more strict in the "fit doesn't change parameters" sense. Also other meta-estimators like GridSearch behave this way.
This is unfortunately a slight API breakage as now, after fitting
rfe.estimator
is an unfitted estimator andrfe.estimator_
is a fitted one.The
rfe.estimator
was not documented, though.The other commit makes it possible to use
RFE
andRFECV
in a grid search. As for example linear classifiers basically always need a grid search forC
I think this is an important feature.