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Error estimators under small samples ï¬Holdout: impractical with small samples ï¬Resubstitution: always low-biased ï¬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!