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2021 / September Volume 16 No.3
Asymptotic Results of a Recursive Double Kernel Estimator of the Conditional Quantile for Functional Ergodic Data
Published Date
2021 / September
Title
Asymptotic Results of a Recursive Double Kernel Estimator of the Conditional Quantile for Functional Ergodic Data
Author
Imane Bouazza, Fatima Benziadi, Fethi Madani, Toufik Guendouzi
Keyword
Asymptotic normality, Conditional quantile, Recursive estimate, Ergodic data, Functional data, Small ball probability.
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Pagination
217-239
Abstract
The aim of our paper is to investigate the estimation of conditional quantile of a scalar response variable $Y$ given a random variable (rv) $X = x$ taking values in a semimetric space. Hence, the asymptotic normality of the proposed estimator is obtained when the observations are sampled from a functional ergodic process. The result confirms the prospect proposed in Benziadi et al. [3] and as applications, a comparison study based on a finite-sample behavior of the estimator is investigated by simulations as well.
DOI
10.21915/BIMAS.2021302
https://doi.org/10.21915/BIMAS.2021302
AMS Subject
Classification
62G20, 62G08, 62G35, 62E20
Received
2021-07-24
Accepted
2021-09-28
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