Local linear estimation of a generalized regression function with functional dependent data

DOI10.1080/03610926.2017.1402048OpenAlexW2771833039MaRDI QIDQ5075492

Sara Leulmi, Fatiha Messaci

Publication date: 16 May 2022

Published in: Communications in Statistics - Theory and Methods (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1080/03610926.2017.1402048

zbMATH Keywords

rate of convergencestrong mixingnonparametric estimationfunctional datalocally modeled regression

Mathematics Subject Classification ID

Nonparametric regression and quantile regression (62G08) Asymptotic properties of nonparametric inference (62G20) Functional data analysis (62R10) Nonparametric estimation (62G05)

Related Items (5)

Nonparametric local linear regression estimation for censored data and functional regressors ⋮ Local linear estimation of the conditional quantile for censored data and functional regressors ⋮ Local linear estimation of the conditional mode under left truncation for functional regressors ⋮ Unnamed Item ⋮ Rate of the Almost Sure Convergence of a Generalized Regression Estimate Based on Truncated and Functional Data

Uses Software

• fda (R)

Cites Work

• Unnamed Item
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• Rate of uniform consistency for nonparametric estimates with functional variables
• Applied functional data analysis. Methods and case studies
• On the nonparametric conditional density and mode estimates in the single functional index model with strongly mixing data
• Nonparametric functional data analysis. Theory and practice.
• Erratum of: ‘Non-parametric models for functional data, with application in regression, time-series prediction and curve discrimination’
• Locally modelled regression and functional data
• Nonparametric models for functional data, with application in regression, time series prediction and curve discrimination
• Functional data: local linear estimation of the conditional density and its application

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