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Asymptotic normality of relative entropy in multivariate density estimation
Journal article   Open access   Peer reviewed

Asymptotic normality of relative entropy in multivariate density estimation

Alain Berlinet and Edward C. van Der Meulen
Annales de l'ISUP, Vol.XXXXI(1-2), pp.3-27
1997

Abstract

We show that the centered and normalized relative entropy error of a consistent histogram based density estimate is asymptotically normal with asymptotic variance less than or equal to 1 for all multivariate densities ∫ winch have a finite relative entropy with respect to a given reference density g and which satisfy a mild condition on the boundary of their support.
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