Outlier detection and robust estimation in linear regression models with fixed group effects

DOI10.1080/00949655.2013.811669zbMath1453.62572OpenAlexW2069198866MaRDI QIDQ5219520

Isabel Molina, Daniel Peña, B. Pérez

Publication date: 12 March 2020

Published in: Journal of Statistical Computation and Simulation (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1080/00949655.2013.811669

zbMATH Keywords

robust estimationoutlier detectionmasking effectlinear models with fixed effectsprincipal sensitivity components

Mathematics Subject Classification ID

Linear regression; mixed models (62J05) Robustness and adaptive procedures (parametric inference) (62F35)

Related Items (4)

New computational methods for classification problems in the existence of outliers based on conic quadratic optimization ⋮ Assessing trimming methodologies for clustering linear regression data ⋮ Bayesian inference in a multiple contaminated autoregressive model with trend ⋮ Outlier-free merging of homogeneous groups of pre-classified observations under contamination

Uses Software

• robustbase

Cites Work

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• High breakdown-point and high efficiency robust estimates for regression
• M-quantile models with application to poverty mapping
• Reweighted LS estimators converge at the same rate as the initial estimator
• Robust regression with both continuous and binary regressors
• A one-step robust estimator for regression based on the weighted likelihood reweighting scheme
• Robust regression with both continuous and categorical predictors
• A class of robust and fully efficient regression estimators
• Least Median of Squares Regression
• Weighted Likelihood Equations with Bootstrap Root Search
• Computing the Exact Least Median of Squares Estimate and Stability Diagnostics in Multiple Linear Regression
• A Fast Procedure for Outlier Diagnostics in Large Regression Problems
• Robust Statistics
• M-quantile models for small area estimation
• Robust Statistics

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