Longitudinal functional principal component analysis
type: Item
instance of: scholarly article
title: Longitudinal functional principal component analysis
zbMATH Open document ID: 1329.62334
DOI: 10.1214/10-EJS575
author: Sonja Greven
author: Ciprian M. Crainiceanu
author: Brian Caffo
author: Daniel S. Reich
published in: Electronic Journal of Statistics
publication date: 2013-05-27T00:00:00Z
full work available at URL: https://projecteuclid.org/euclid.ejs/1286889183
Mathematics Subject Classification ID: 62J12
Mathematics Subject Classification ID: 62H25
Mathematics Subject Classification ID: 62G05
Mathematics Subject Classification ID: 62P10
zbMATH DE Number: 6166533
zbMATH Keywords: diffusion tensor imaging
zbMATH Keywords: functional data analysis
zbMATH Keywords: Karhunen-Loève expansion
zbMATH Keywords: longitudinal data analysis
zbMATH Keywords: mixed effects model
Wikidata QID: Q35090022
describes a project that uses: R
describes a project that uses: gamair
describes a project that uses: fda (R)
describes a project that uses: SemiPar
MaRDI profile type: Publication
cites work: Smoothing Spline Models for the Analysis of Nested and Crossed Samples of Curves
cites work: Likelihood Ratio Tests in Linear Mixed Models with One Variance Component
cites work: Generalized Multilevel Functional Regression
cites work: Multilevel functional principal component analysis
cites work: Q4792070
cites work: Q3125064
cites work: Nonparametric functional data analysis. Theory and practice.
cites work: Q4315271
cites work: On the behaviour of marginal and conditional AIC in linear mixed models
cites work: Functional Mixed Effects Models
cites work: Functional data analysis in longitudinal settings using smoothing splines
cites work: Modelling Sparse Generalized Longitudinal Observations with Latent Gaussian Processes
cites work: 3D space-varying coefficient models with application to diffusion tensor imaging
cites work: Q5786196
cites work: A Note on Penalized Spline Smoothing With Correlated Errors
cites work: Random-Effects Models for Longitudinal Data
cites work: A note on conditional AIC for linear mixed-effects models
cites work: Nonparametric Function Estimation for Clustered Data When the Predictor is Measured without/with Error
cites work: Q5844362
cites work: Wavelet-based Functional Mixed Models
cites work: Functional Modelling and Classification of Longitudinal Data*
cites work: Time-Varying Functional Regression for Predicting Remaining Lifetime Distributions from Longitudinal Trajectories
cites work: Functional data analysis.
cites work: The theory of least squares when the parameters are stochastic and its application to the analysis of growth curves
cites work: Q5701057
cites work: Q4272617
cites work: Semiparametric Regression
cites work: Nonparametric Regression Analysis of Longitudinal Data
cites work: Conditional Akaike information for mixed-effects models
cites work: Linear mixed models for longitudinal data
cites work: Q3377936
cites work: Nonparametric Regression Methods for Longitudinal Data Analysis
cites work: Penalized Spline Models for Functional Principal Component Analysis
cites work: Functional Data Analysis for Sparse Longitudinal Data
cites work: Shrinkage Estimation for Functional Principal Component Scores with Application to the Population Kinetics of Plasma Folate
description: scientific article; zbMATH DE number 6166533