Rate of uniform consistency for a class of mode regression on functional stationary ergodic data

M Chaouch, N Laïb, D Louani - Statistical Methods & Applications, 2017 - Springer
The aim of this paper is to study the asymptotic properties of a class of kernel conditional
mode estimates whenever functional stationary ergodic data are considered. To be more …

A fast functional locally modeled conditional density and mode for functional time-series

J Demongeot, A Laksaci, F Madani… - Recent advances in …, 2011 - Springer
We study the asymptotic behavior of the nonparametric local linear estimation of the
conditional density of a scalar response variable given a random variable taking values in a …

A Comprehensive Analysis of MSE in Estimating Conditional Hazard Functions: A Local Linear, Single Index Approach for MAR Scenarios

A Belguerna, H Daoudi, K Abdelhak, B Mechab… - Mathematics, 2024 - mdpi.com
In unveiling the non-parametric estimation of the conditional hazard function through the
local linear method, our study yields key insights into the method's behavior. We present …

The effect of correlated errors on the performance of local linear estimation of regression function based on random functional design

K Benhenni, A Hajj Hassan, Y Su - Statistical Papers, 2024 - Springer
This article considers the problem of nonparametric estimation of the regression function r in
a functional regression model Y= r (X)+ ε with a scalar response Y, a functional explanatory …

The k nearest neighbors estimation of the conditional hazard function for functional data

MK Attouch, FZ Belabed - REVSTAT-Statistical Journal, 2014 - revstat.ine.pt
In this paper, we study the nonparametric estimator of the conditional hazard function using
the k nearest neighbors (k-NN) estimation method for a scalar response variable given a …

Quadratic error of the conditional hazard function in the local linear estimation for functional data

T Merouan, B Mechab, I Massim - Afrika Statistika, 2018 - ajol.info
In this paper we investigate the asymptotic mean square error and the rates of convergence
of the estimator based on the local linear method of the conditional hazard function. Under …

[PDF][PDF] The Estimating of the Conditional Density with Application to the Mode Function in Scalar-On-Function Regression Structure: Local Linear Approach with …

W Bouabsa - Econometrics, 2023 - intapi.sciendo.com
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 …

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

W Bouabsa - Ekonometria, 2023 - ceeol.com
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 …

Local linear estimation of a conditional hazard function under random censorship: strong consistency with convergence rates

A Gagui - Studies in Engineering and Exact Sciences, 2024 - ojs.studiespublicacoes.com.br
This paper explores the estimation of a conditional hazard function for a scalar response
variable conditioned on a random predictor within a semi-metric space. Utilizing a local …

[PDF][PDF] UNIFORM CONVERGENCE OF NONPARAMETRIC CONDITIONAL HAZARD FUNCTION IN THE SINGLE FUNCTIONAL INDEX MODELING FOR …

O Omari, T Merouan, B Mechab - Journal of Science and Arts, 2023 - josa.ro
We study the nonparametric local linear estimation of the conditional hazard function of a
scalar response variable given a functional explanatory variable, when the functional data …