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Weak Convergence of the Conditional Set-Indexed Empirical Process for Missing at Random Functional Ergodic Data.
- 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]
- Subjects :
- *EMPIRICAL research
*STOCHASTIC processes
*RANDOM variables
*FUNCTIONAL analysis
Subjects
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