Modal Regression Estimation by Local Linear Approach in High-Dimensional Data Case

Modal Regression Estimation by Local Linear Approach in High-Dimensional Data Case

This paper introduces a new nonparametric estimator for detecting the conditional mode in the functional input variable setting. The estimator integrates a local linear approach with an <inline-formula><math xmlns="http://www.w3.org/1998/Math/MathML" display="inline">...

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Bibliographic Details
Main Authors: Fatimah A. Almulhim, Mohammed B. Alamari, Ali Laksaci, Zoulikha Kaid
Format: Article
Language:English
Published: MDPI AG 2025-07-01
Series:Axioms
Subjects:
functional statistics
conditional mode
smoothing approach
<i>L</i><sup>1</sup> method
spectrometry processing
robust estimator
Online Access:https://www.mdpi.com/2075-1680/14/7/537
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