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Weak Convergence of the Conditional Set-Indexed Empirical Process for Missing at Random Functional Ergodic Data.

Authors :
Bouzebda, Salim
Souddi, Youssouf
Madani, Fethi
Source :
Mathematics (2227-7390). Feb2024, Vol. 12 Issue 3, p448. 22p.
Publication Year :
2024

Abstract

This work examines the asymptotic characteristics of a conditional set-indexed empirical process composed of functional ergodic random variables with missing at random (MAR). This paper's findings enlarge the previous advancements in functional data analysis through the use of empirical process methodologies. These results are shown under specific structural hypotheses regarding entropy and under appealing situations regarding the model. The regression operator's asymptotic (1 − α) -confidence interval is provided for 0 < α < 1 as an application. Additionally, we offer a classification example to demonstrate the practical importance of the methodology. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
22277390
Volume :
12
Issue :
3
Database :
Academic Search Index
Journal :
Mathematics (2227-7390)
Publication Type :
Academic Journal
Accession number :
175370069
Full Text :
https://doi.org/10.3390/math12030448