Limit properties of the monotone rearrangement for density and regression function estimation

Details Limit properties of the monotone rearrangement for density and regression function estimation Limit properties of the monotone rearrangement for density and regression function estimation

2007-10-25

arxiv.org/abs/0710.4617v1

Mathematics

Statistics Theory

Scientific paper

The monotone rearrrangement algorithm was introduced by Hardy, Littlewood and P\'olya as a sorting device for functions. Assuming that $x$ is a monotone function and that an estimate $x_n$ of $x$ is given, consider the monotone rearrangement $\hat{x}_n$ of $x_n$. This new estimator is shown to be uniformly consistent. Under suitable assumptions, pointwise limit distribution results for $\hat{x}_n$ are obtained. The framework is general and allows for weakly dependent and long range dependent stationary data. Applications in monotone density and regression function estimation are detailed.

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