Cross-validation in density estimation

Abstract

SUMMARY We examine the cross-validatory method of choosing the window size when estimating a density on a bounded interval. Tt is shown that even if the resulting estimator is consistent it will perform suboptimally for large samples, and should be used cautiously. Alternative techniques, such as that proposed by Silverman (1978a), would be a wiser choice.