Abstract
The problem of automatic resolution selection for positive wavelet density estimators is considered. Asymptotic formulae for the integrated mean square error (IMSE) of positive wavelet density estimators are derived under a very mild condition on the density function f. Using the formula for IMSE, an asymptotically optimal empirical resolution selection rule is given. The consistency of the density estimator with estimated resolution is also proved.
Mathematics Subject Classification: