Longitudinal functional principal component analysis
From MaRDI portal
Publication:1952091
DOI10.1214/10-EJS575zbMath1329.62334WikidataQ35090022 ScholiaQ35090022MaRDI QIDQ1952091
Ciprian M. Crainiceanu, Sonja Greven, Daniel S. Reich, Brian S. Caffo
Publication date: 27 May 2013
Published in: Electronic Journal of Statistics (Search for Journal in Brave)
Full work available at URL: https://projecteuclid.org/euclid.ejs/1286889183
functional data analysislongitudinal data analysisdiffusion tensor imagingKarhunen-Loève expansionmixed effects model
Factor analysis and principal components; correspondence analysis (62H25) Applications of statistics to biology and medical sciences; meta analysis (62P10) Nonparametric estimation (62G05) Generalized linear models (logistic models) (62J12)
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- Random-Effects Models for Longitudinal Data
- Multilevel functional principal component analysis
- 3D space-varying coefficient models with application to diffusion tensor imaging
- Longitudinal functional principal component analysis
- Functional data analysis.
- Nonparametric functional data analysis. Theory and practice.
- On the behaviour of marginal and conditional AIC in linear mixed models
- Generalized Multilevel Functional Regression
- Functional Mixed Effects Models
- Shrinkage Estimation for Functional Principal Component Scores with Application to the Population Kinetics of Plasma Folate
- A note on conditional AIC for linear mixed-effects models
- Time-Varying Functional Regression for Predicting Remaining Lifetime Distributions from Longitudinal Trajectories
- Wavelet-based Functional Mixed Models
- Modelling Sparse Generalized Longitudinal Observations with Latent Gaussian Processes
- A Note on Penalized Spline Smoothing With Correlated Errors
- Semiparametric Regression
- Smoothing Spline Models for the Analysis of Nested and Crossed Samples of Curves
- Nonparametric Regression Analysis of Longitudinal Data
- Nonparametric Function Estimation for Clustered Data When the Predictor is Measured without/with Error
- Likelihood Ratio Tests in Linear Mixed Models with One Variance Component
- Functional data analysis in longitudinal settings using smoothing splines
- Penalized Spline Models for Functional Principal Component Analysis
- Functional Modelling and Classification of Longitudinal Data*
- Conditional Akaike information for mixed-effects models
- Nonparametric Regression Methods for Longitudinal Data Analysis
- The theory of least squares when the parameters are stochastic and its application to the analysis of growth curves
- Functional Data Analysis for Sparse Longitudinal Data
- Linear mixed models for longitudinal data
