Longitudinal functional models with structured penalties

DOI10.1177/1471082X15626291OpenAlexW2949643456WikidataQ37705581 ScholiaQ37705581MaRDI QIDQ4971453

Madan G. Kundu, Jaroslaw Harezlak, Timothy W. Randolph

Publication date: 12 October 2020

Published in: Statistical Modelling (Search for Journal in Brave)

Full work available at URL: https://arxiv.org/abs/1211.4763

zbMATH Keywords

longitudinal datageneralized singular value decompositionfunctional data analysisLongPEER estimatestructured penalty

Mathematics Subject Classification ID

Statistics (62-XX)

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Uses Software

• fda (R)
• SemiPar
• refund

Cites Work

• Unnamed Item
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• Prediction in functional linear regression
• Smoothing splines estimators in functional linear regression with errors-in-variables
• Functional data analysis
• That BLUP is a good thing: The estimation of random effects. With comments and a rejoinder by the author
• Smoothed functional principal components analysis by choice of norm
• Structured penalties for functional linear models -- partially empirical eigenvectors for regression
• Longitudinal functional principal component analysis
• Generalized functional linear models
• Smoothing Parameter Selection for a Class of Semiparametric Linear Models
• Wavelet-based Functional Mixed Models
• Regression Analysis for a Functional Response
• Semiparametric Regression
• COMPARISON OF FEATURE SIGNIFICANCE QUANTILE APPROXIMATIONS
• Generalized Linear Models with Functional Predictors
• Functional quadratic regression
• Functional Modelling and Classification of Longitudinal Data*
• Ridge Regression: Biased Estimation for Nonorthogonal Problems