Title:

The Estimating of the Conditional Density with Application to the Mode Function in Scalar-On-Function Regression Structure: Local Linear Approach with Missing at Random

Group publication title:

Ekonometria = Econometrics

Title in english:

Szacowanie gęstości warunkowej z wykorzystaniem modelu w strukturze regresji skalarnej na funkcji: lokalne podejście liniowe z losowym brakiem

Creator:

Bouabsa, Wahiba

Subject and Keywords:

functional data ; local linear estimation ; conditional mode function ; functional non-parametric Statistics ; dane funkcjonalne ; lokalna estymacja liniowa ; funkcja trybu warunkowego ; funkcjonalna statystyka nieparametryczna

Description:

Econometrics = Ekonometria, 2023, Vol. 27, No. 1, s. 17-32

Abstrakt:

The aim of this research was to study a nonparametric estimator of the density and mode function of a scalar response variable given a functional variable, when the observations are i.i.d. This proposed estimator is given by combining Missing At Random (MAR) with the local linear approach. Finally, a comparison study based on simulated data is also provided to illustrate the finite sample performances and the usefulness of the local linear approach with MAR to the presence of even a small proportion of outliers in the data.

Publisher:

Publishing House of Wroclaw University of Economics and Business

Place of publication:

Wrocław

Date:

2023

Resource Type:

artykuł

Resource Identifier:

doi:10.15611/eada.2023.1.02

Language:

eng

Relation:

Econometrics = Ekonometria, 2023, Vol. 27, No. 1

Rights:

Pewne prawa zastrzeżone na rzecz Autorów i Wydawcy

Access Rights:

Dla wszystkich zgodnie z licencją

License:

CC BY-SA 4.0

Location:

Uniwersytet Ekonomiczny we Wrocławiu