Structured functional principal component analysis
From MaRDI portal
Publication:3465752
DOI10.1111/biom.12236zbMath1393.62099arXiv1304.6783OpenAlexW1893329038WikidataQ35251993 ScholiaQ35251993MaRDI QIDQ3465752
Sonja Greven, Haochang Shou, Vadim Zipunnikov, Ciprian M. Crainiceanu
Publication date: 22 January 2016
Published in: Biometrics (Search for Journal in Brave)
Full work available at URL: https://arxiv.org/abs/1304.6783
functional principal component analysislatent processvariance componentfunctional linear mixed modelmultilevel correlation structure
Nonparametric regression and quantile regression (62G08) Factor analysis and principal components; correspondence analysis (62H25) Applications of statistics to biology and medical sciences; meta analysis (62P10)
Related Items
Fast covariance estimation for high-dimensional functional data ⋮ Two-Dimensional Functional Principal Component Analysis for Image Feature Extraction ⋮ Fast symmetric additive covariance smoothing ⋮ Fast Univariate Inference for Longitudinal Functional Models ⋮ Function-on-function regression for two-dimensional functional data ⋮ Fast Multilevel Functional Principal Component Analysis ⋮ Growth dynamics and heritability for plant high‐throughput phenotyping studies using hierarchical functional data analysis ⋮ A Riemann manifold model framework for longitudinal changes in physical activity patterns ⋮ A general framework for functional regression modelling ⋮ Longitudinal high-dimensional principal components analysis with application to diffusion tensor imaging of multiple sclerosis ⋮ Nested Hierarchical Functional Data Modeling and Inference for the Analysis of Functional Plant Phenotypes ⋮ Functional linear mixed models for irregularly or sparsely sampled data ⋮ From multivariate to functional data analysis: fundamentals, recent developments, and emerging areas ⋮ Bayesian Semiparametric Functional Mixed Models for Serially Correlated Functional Data, With Application to Glaucoma Data ⋮ Multilevel Matrix-Variate Analysis and its Application to Accelerometry-Measured Physical Activity in Clinical Populations
Cites Work
- Multilevel functional principal component analysis
- Movelets: a dictionary of movement
- Longitudinal functional principal component analysis
- Functional data analysis.
- Functional Mixed Effects Models
- Shrinkage Estimation for Functional Principal Component Scores with Application to the Population Kinetics of Plasma Folate
- Wavelet-based Functional Mixed Models
- Smoothing Spline Models for the Analysis of Nested and Crossed Samples of Curves
- Nonparametric Regression Analysis of Longitudinal Data
- Functional data analysis in longitudinal settings using smoothing splines
- Nonparametric Signal Extraction and Measurement Error in the Analysis of Electroencephalographic Activity During Sleep
- Bayesian Hierarchical Spatially Correlated Functional Data Analysis with Application to Colon Carcinogenesis
- Failure mode and effects analysis using intuitionistic fuzzy hybrid weighted Euclidean distance operator
- A General Approach to the Estimation of Variance Components
- Functional Data Analysis for Sparse Longitudinal Data