Robust nonparametric derivative estimator

DOI10.1080/03610918.2020.1722836zbMath1497.62098OpenAlexW3005402306MaRDI QIDQ5867424

Hamdy F. F. Mahmoud, Byung-Jun Kim, Inyoung Kim

Publication date: 14 September 2022

Published in: Communications in Statistics - Simulation and Computation (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1080/03610918.2020.1722836

zbMATH Keywords

outlierskernel smoothinglocal polynomialsrobust derivative estimationsemi/nonparametric regression models

Mathematics Subject Classification ID

Nonparametric regression and quantile regression (62G08) Density estimation (62G07) Nonparametric robustness (62G35)

Uses Software

• fda (R)
• KernSmooth
• dr
• SiZer

Cites Work

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• Robust nonparametric kernel regression estimator
• Smooth optimum kernel estimators of densities, regression curves and modes
• Estimation for a partial-linear single-index model
• On an asymptotically more efficient estimation of the single-index model
• Nonconcave penalized inverse regression in single-index models with high dimensional predic\-tors
• Sizer analysis for the comparison of regression curves
• Nonparametric regression analysis of longitudinal data
• Semiparametric least squares (SLS) and weighted SLS estimation of single-index models
• Applied functional data analysis. Methods and case studies
• Direct estimation of the index coefficient in a single-index model
• Semiparametric spatial mixed effects single index models
• Sizer for time series: a new approach to the analysis of trends
• Robust estimators of high order derivatives of regression functions
• A new measure of overall potential influence in linear regression
• On Distribution-Weighted Partial Least Squares with Diverging Number of Highly Correlated Predictors
• An Effective Bandwidth Selector for Local Least Squares Regression
• Data-Driven Discontinuity Detection in Derivatives of a Regression Function
• A Flexible and Fast Method for Automatic Smoothing
• Empirical Likelihood Confidence Regions in a Partially Linear Single-Index Model
• ASYMPTOTIC DISTRIBUTIONS FOR TWO ESTIMATORS OF THE SINGLE-INDEX MODEL
• Local Regression and Likelihood
• Confidence Bands in Nonparametric Regression
• SiZer for Exploration of Structures in Curves
• Robust Nonparametric Regression via Sparsity Control With Application to Load Curve Data Cleansing
• Identifiability of single-index models and additive-index models
• Semiparametric single index multi change points model with an application of environmental health study on mortality and temperature

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