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Local convergency rate of MSE in density estimation using the second-order modulus of smoothness

机译:使用二阶平滑模量的密度估计中的MSE局部收敛速度

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摘要

In this article, the local convergence rate of the mean square error (MSE) corresponding to a delta sequence-based density estimators is investigated by using second-order modulus of continuity type majorants. We look at the rate of convergency of theMSE of estimator for densities belonging to the class of functions which are defined by the secondorder finite differences. The main contribution of this study is to obtain stronger convergence rate of aMSE by relaxing the second-order differentiation condition when compared with the class of density functions defined by the first-order finite differences.
机译:在本文中,通过使用二阶正数的主要系数来研究对应于基于Δ序列的密度估计器的平均误差(MSE)的局部误差(MSE)的局部收敛速度。我们研究属于函数类别的密度的估算器的收敛速度,这些估计是由二阶有限差异定义的函数。该研究的主要贡献是通过在与由一阶有限差异定义的密度函数相比时,通过放松二阶分化条件来获得更强的AMSE收敛速度。

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