Bandwidth choice for robust nonparametric scale function estimation

DOI10.1016/j.csda.2011.10.002zbMath1243.62050OpenAlexW1987112863MaRDI QIDQ434929

Marcelo Ruiz, Graciela Boente, Ruben H. Zamar

Publication date: 16 July 2012

Published in: Computational Statistics and Data Analysis (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1016/j.csda.2011.10.002

zbMATH Keywords

heteroscedasticitycross-validationnonparametric regressionrobust estimationdata-driven bandwidthlocal \(M\)-estimators

Mathematics Subject Classification ID

Nonparametric regression and quantile regression (62G08) Asymptotic properties of nonparametric inference (62G20) Nonparametric robustness (62G35) Monte Carlo methods (65C05)

Related Items (4)

Bandwidth choice for robust nonparametric scale function estimation ⋮ A two-step estimation of diffusion processes using noisy observations ⋮ Estimation of scale functions to model heteroscedasticity by regularised kernel-based quantile methods ⋮ Special issue on robust analysis of complex data

Uses Software

• robustbase

Cites Work

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• Bandwidth choice for robust nonparametric scale function estimation
• Bandwidth choice for nonparametric regression
• A simple test for the parametric form of the variance function in nonparametric regression
• A test for the parametric form of the variance function in a partial linear regression model
• Robust estimation of error scale in nonparametric regression models
• Bandwidth selection for a class of difference-based variance estimators in the nonparametric regression: a possible approach
• On a robust local estimator for the scale function in heteroscedastic nonparametric regression
• Robust bandwidth selection in semiparametric partly linear regression models: Monte Carlo study and influential analysis
• Estimation of heteroscedasticity in regression analysis
• Robust nonparametric regression with simultaneous scale curve estimation
• Robust plug-in bandwidth estimators in nonparametric regression
• Robust nonparametric regression estimation for dependent observations
• Nonparametric and semiparametric models.
• Cross-validation in nonparametric regression with outliers
• Variance estimation in nonparametric regression via the difference sequence method
• Asymptotically optimal difference-based estimation of variance in nonparametric regression
• Bandwidth selection in robust smoothing
• Robust estimators under semi-parametric partly linear autoregression: Asymptotic behaviour and bandwidth selection
• A robust test for homoscedasticity in nonparametric regression
• Residual variance and residual pattern in nonlinear regression
• Estimating the Variance In Nonparametric Regression—What is a Reasonable Choice?
• Efficient estimation of conditional variance functions in stochastic regression
• The L 1 Method for Robust Nonparametric Regression
• The Fitting of Power Series, Meaning Polynomials, Illustrated on Band-Spectroscopic Data
• Asymptotic distribution of data‐driven smoothers in density and regression estimation under dependence
• Robust Statistics

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