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2021 / December Volume 16 No.4
Some Characteristics of the Conditional Set-Indexed Empirical Process Involving Functional Ergodic Data
Published Date
2021 / December
Title
Some Characteristics of the Conditional Set-Indexed Empirical Process Involving Functional Ergodic Data
Author
Youssouf Souddi, Fethi Madani, Salim Bouzebda
Keyword
Conditional distribution, Nadaraya-Watson regression estimator, Empirical process, Ergodic, Functional data, Semi-metric space, Covering number, Small ball probability
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Pagination
367-399
Abstract
The purpose of this paper is to establish the invariance principle for the conditional set-indexed empirical process formed by functional ergodic random variables. The limit theorems, discussed in this paper, are key tools for many further developments in functional data analysis involving empirical process techniques. These results are proved under some standard structural conditions on the Vapnik-Chervonenkis classes of functions and some mild conditions on the model.
DOI
10.21915/BIMAS.2021405
https://doi.org/10.21915/BIMAS.2021405
AMS Subject
Classification
62G20, 62G10, 62M15
Received
2021-12-02
Accepted
2021-12-21
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