Local linear estimation of conditional cumulative distribution function in the functional data: Uniform consistency with convergence rates
Kybernetika, Tome 57 (2021) no. 5, pp. 819-839
Voir la notice de l'article provenant de la source Czech Digital Mathematics Library
In this paper, we investigate the problem of the conditional cumulative of a scalar response variable given a random variable taking values in a semi-metric space. The uniform almost complete consistency of this estimate is stated under some conditions. Moreover, as an application, we use the obtained results to derive some asymptotic properties for the local linear estimator of the conditional quantile.
DOI :
10.14736/kyb-2021-5-0819
Classification :
62G08, 62G20
Keywords: functional data; local linear estimator; conditional cumulative; conditional quantile; nonparametric regression; small balls probability
Keywords: functional data; local linear estimator; conditional cumulative; conditional quantile; nonparametric regression; small balls probability
@article{10_14736_kyb_2021_5_0819,
author = {Hebchi, Chaima and Chouaf, Abdelhak},
title = {Local linear estimation of conditional cumulative distribution function in the functional data: {Uniform} consistency with convergence rates},
journal = {Kybernetika},
pages = {819--839},
publisher = {mathdoc},
volume = {57},
number = {5},
year = {2021},
doi = {10.14736/kyb-2021-5-0819},
mrnumber = {4363239},
zbl = {07478642},
language = {en},
url = {http://geodesic.mathdoc.fr/articles/10.14736/kyb-2021-5-0819/}
}
TY - JOUR AU - Hebchi, Chaima AU - Chouaf, Abdelhak TI - Local linear estimation of conditional cumulative distribution function in the functional data: Uniform consistency with convergence rates JO - Kybernetika PY - 2021 SP - 819 EP - 839 VL - 57 IS - 5 PB - mathdoc UR - http://geodesic.mathdoc.fr/articles/10.14736/kyb-2021-5-0819/ DO - 10.14736/kyb-2021-5-0819 LA - en ID - 10_14736_kyb_2021_5_0819 ER -
%0 Journal Article %A Hebchi, Chaima %A Chouaf, Abdelhak %T Local linear estimation of conditional cumulative distribution function in the functional data: Uniform consistency with convergence rates %J Kybernetika %D 2021 %P 819-839 %V 57 %N 5 %I mathdoc %U http://geodesic.mathdoc.fr/articles/10.14736/kyb-2021-5-0819/ %R 10.14736/kyb-2021-5-0819 %G en %F 10_14736_kyb_2021_5_0819
Hebchi, Chaima; Chouaf, Abdelhak. Local linear estimation of conditional cumulative distribution function in the functional data: Uniform consistency with convergence rates. Kybernetika, Tome 57 (2021) no. 5, pp. 819-839. doi: 10.14736/kyb-2021-5-0819
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