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Transcript
Error estimators under small samples
Holdout: impractical with small samples
Resubstitution: always low-biased
cross-validation: have higher variance
than that of resubstitution or bootstrap.
The variance problem of cross-validation
makes its use questionable for the kinds of
very small samples!