Robust estimators in semi-functional partial linear regression models

DOI10.1016/j.jmva.2016.10.005zbMath1352.62070OpenAlexW2548493309MaRDI QIDQ730425

Alejandra Vahnovan, Graciela Boente

Publication date: 28 December 2016

Published in: Journal of Multivariate Analysis (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1016/j.jmva.2016.10.005

zbMATH Keywords

robust estimationpartial linear modelsfunctional datakernel smoothers

Mathematics Subject Classification ID

Nonparametric regression and quantile regression (62G08) Asymptotic properties of nonparametric inference (62G20) Nonparametric robustness (62G35)

Related Items (11)

Robust depth-based estimation of the functional autoregressive model ⋮ Robust estimation for semi-functional linear regression models ⋮ The trimmed mean in non-parametric regression function estimation ⋮ On dimension reduction models for functional data ⋮ Nonparametric modelling for functional data: selected survey and tracks for future ⋮ Tests for the linear hypothesis in semi-functional partial linear regression models ⋮ Goodness-of-fit test for partial functional linear model with errors in scalar covariates ⋮ Unnamed Item ⋮ Estimation and inference in semi-functional partially linear measurement error models ⋮ Optimal model averaging estimator for semi-functional partially linear models ⋮ Recent advances in functional data analysis and high-dimensional statistics

Uses Software

• fda (R)
• robustbase

Cites Work

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• An introduction to recent advances in high/infinite dimensional statistics
• Adaptive estimation in the functional nonparametric regression model
• A partial overview of the theory of statistics with functional data
• Inference for functional data with applications
• Single and multiple index functional regression models with nonparametric link
• Automatic estimation procedure in partial linear model with functional data
• A partitioned single functional index model
• Robust estimation of error scale in nonparametric regression models
• On robust nonparametric regression estimation for a functional regressor
• Local smoothing regression with functional data
• Estimating some characteristics of the conditional distribution in nonparametric functional models
• Robust bandwidth selection in semiparametric partly linear regression models: Monte Carlo study and influential analysis
• An adjusted boxplot for skewed distributions
• Rate of uniform consistency for nonparametric estimates with functional variables
• Robust plug-in bandwidth estimators in nonparametric regression
• Modèle à indice fonctionnel simple. (Single functional index model)
• The functional nonparametric model and applications to spectrometric data
• Robust estimators in semiparametric partly linear regression models.
• Applied functional data analysis. Methods and case studies
• Bayesian bandwidth estimation for a nonparametric functional regression model with unknown error density
• Robust testing for superiority between two regression curves
• Robust nonparametric regression estimation for dependent observations
• Testing linearity in semi-parametric functional data analysis
• Bayesian bandwidth estimation for a semi-functional partial linear regression model with unknown error density
• Partial functional linear regression
• Strong convergence of robust equivariant nonparametric functional regression estimators
• Cross-validation in nonparametric regression with outliers
• Functional projection pursuit regression
• Nonparametric time series prediction: A semi-functional partial linear modeling
• Functional data analysis.
• Semi-functional partial linear regression
• Nonparametric functional data analysis. Theory and practice.
• Nonparametric regression for functional data: automatic smoothing parameter selection
• Bayesian bandwidth estimation for a functional nonparametric regression model with mixed types of regressors and unknown error density
• Least Median of Squares Regression
• Cross-validated estimations in the single-functional index model
• Bandwidth selection in robust smoothing
• Robust Tests in Semiparametric Partly Linear Models
• Error variance estimation in semi-functional partially linear regression models
• Robust estimators under semi-parametric partly linear autoregression: Asymptotic behaviour and bandwidth selection
• Root-N-Consistent Semiparametric Regression
• The L 1 Method for Robust Nonparametric Regression
• Estimation in a semiparametric model for longitudinal data with unspecified dependence structure
• Testing in partial linear regression models with dependent errors
• Second Order Approximation in the Partially Linear Regression Model
• Two‐Stage Functional Mixed Models for Evaluating the Effect of Longitudinal Covariate Profiles on a Scalar Outcome
• Robust Statistics
• Robust Estimators in Partly Linear Regression Models on Riemannian Manifolds

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