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Spatially adaptive density estimation by localised Haar projections

Florian GachRichard NicklVladimir Spokoiny — 2013

Annales de l'I.H.P. Probabilités et statistiques

Given a random sample from some unknown density f 0 : [ 0 , ) we devise Haar wavelet estimators for f 0 with variable resolution levels constructed from localised test procedures (as in Lepski, Mammen and Spokoiny ( (1997) 927–947)). We show that these estimators satisfy an oracle inequality that adapts to heterogeneous smoothness of f 0 , simultaneously for every point x in a fixed interval, in sup-norm loss. The thresholding constants involved in the test procedures can be chosen in practice under...

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