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On the Grenander estimator at zero

25 February 2009
F. Balabdaoui
H. Jankowski
Marios G. Pavlides
Arseni Seregin
J. Wellner
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Abstract

We establish limit theory for the Grenander estimator of a monotone density near zero. In particular we consider the situation when the true density f0f_0f0​ is unbounded at zero, with different rates of growth to infinity. In the course of our study we develop new switching relations by use of tools from convex analysis. The theory is applied to a problem involving mixtures.

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