ROBUST REGRESSION FOR FUNCTIONAL TIME SERIES DATA

M. Attouch, Ali Laksaci, E. O. Saïd
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引用次数: 15

Abstract

We propose a family of robust nonparametric estimators for regression function based on the kernel method. We establish the almost complete convergence rate of these estimators under the α-mixing assumption and on the concentration properties on small balls of the probability measure of the functional regressors. Some applications to physics real data have been made. These results are extensions to dependent data of the results given by Azzedine et al. (2008).
函数时间序列数据的鲁棒回归
提出了一组基于核方法的回归函数鲁棒非参数估计。在α-混合假设和函数回归量的概率测度在小球上的集中性质下,我们建立了这些估计量的几乎完全收敛率。在物理实际数据中也有一些应用。这些结果是对Azzedine等人(2008)给出的结果的相关数据的扩展。
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