Robust multipe imputation with GAM

DOI10.1007/s11222-024-10429-1zbMATH Open1541.62022MaRDI QIDQ6570351

Matthias Templ

Publication date: 10 July 2024

Published in: Statistics and Computing (Search for Journal in Brave)

zbMATH Keywords

multiple imputationrobust estimationmissing valuesgeneralized additive modelsrobust bootstrap

Mathematics Subject Classification ID

Computational methods for problems pertaining to statistics (62-08) Robustness and adaptive procedures (parametric inference) (62F35) Sampling theory, sample surveys (62D05)

Cites Work

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• Multiple Imputation of Predictor Variables Using Generalized Additive Models
• Fast and robust bootstrap
• BACON: blocked adaptive computationally efficient outlier nominators.
• Maximum likelihood multiple imputation: faster imputations and consistent standard errors without posterior draws
• Multivariate outlier detection in applied data analysis: global, local, compositional and cellwise outliers
• Statistical Analysis of Financial Data in S-Plus
• Minimizing GCV/GML Scores with Multiple Smoothing Parameters via the Newton Method
• Outlier Robust Finite Population Estimation
• Bootstrap for Imputed Survey Data
• Thin Plate Regression Splines
• The Fitting of Power Series, Meaning Polynomials, Illustrated on Band-Spectroscopic Data
• Evaluation of robust outlier detection methods for zero-inflated complex data
• Generalized Additive Models for Location, Scale and Shape

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