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Weak Convergence and Efficient Density Estimation at a Point

Weak Convergence and Efficient Density Estimation at a Point

We consider estimators for a multivariate probability density at a point. Efficient choices require knowledge of the density and its second derivatives although these are not known. We use consistent, but not necessarily efficient, estimators for these and use them to replace the unknown values in the choices for an …