Longitudinal penalized functional regression for cognitive outcomes on neuronal tract measurements

No abstract is available for this paper.

• Publication year

  2012

• Venue

  Journal of the Royal Statistical Society, Series C: Applied Statistics

• Publication date

  2012-05-01

• Fields of study

  Medicine, Computer Science

• Identifiers
  DOI 10.1111/j.1467-9876.2011.01031.xPMID 22679339PMCID PMC3366511
• External record

  Open on Semantic Scholar

• Source metadata

  Semantic Scholar, PubMed

• No claims are published for this paper.

• No concepts are published for this paper.

• Functional mixed effects models

  2012cited by this paper
• Penalized functional regression analysis of white-matter tract profiles in multiple sclerosis

  2011cited by this paper
• Penalized Functional Regression

  2011influential reference
• Web-based Supplementary Materials for “ Penalized Gaussian Process Regression and Classification for High-Dimensional Nonlinear Data

  2010cited by this paper
• Bayesian Functional Data Analysis Using WinBUGS.

  2010cited by this paper
• Longitudinal functional principal component analysis.

  2010cited by this paper
• MRI of the corpus callosum in multiple sclerosis: association with disability

  2010cited by this paper
• Generalized Multilevel Functional Regression

  2009cited by this paper
• MULTILEVEL FUNCTIONAL PRINCIPAL COMPONENT ANALYSIS.

  2009cited by this paper
• Smoothing splines estimators for functional linear regression

  2009influential reference
• Functional linear regression that's interpretable

  2009cited by this paper
• Nonparametric Functional Data Analysis: Theory And Practice

  2007cited by this paper
• Functional Principal Component Regression and Functional Partial Least Squares

  2007cited by this paper
• Smoothing splines estimators in functional linear regression with errors-in-variables

  2007cited by this paper
• Properties of principal component methods for functional and longitudinal data analysis

  2006cited by this paper
• Functional Modelling and Classification of Longitudinal Data *

  2005cited by this paper
• Functional linear regression analysis for longitudinal data

  2005cited by this paper
• Nonparametric Regression Analysis of Longitudinal Data

  2005cited by this paper
• Estimation in generalized linear models for functional data via penalized likelihood

  2005influential reference
• Generalized functional linear models

  2005cited by this paper
• Shrinkage Estimation for Functional Principal Component Scores with Application to the Population Kinetics of Plasma Folate

  2003influential reference
• SPLINE ESTIMATORS FOR THE FUNCTIONAL LINEAR MODEL

  2003cited by this paper
• The Effect of Concurvity in Generalized Additive Models Linking Mortality to Ambient Particulate Matter

  2003cited by this paper
• Generalized linear models with functional predictors

  2002cited by this paper
• Selecting the Number of Knots for Penalized Splines

  2002cited by this paper
• Diffusion tensor imaging: Concepts and applications

  2001cited by this paper
• In vivo fiber tractography using DT‐MRI data

  2000cited by this paper
• Generalized Linear Regression on Sampled Signals and Curves: A P-Spline Approach

  1999cited by this paper
• Diffusion magnetic resonance imaging: Its principle and applications

  1999cited by this paper
• Functional linear model

  1999cited by this paper
• Smoothing spline models for the analysis of nested and crossed samples of curves. Commentaries. Authors' reply

  1998cited by this paper
• MR diffusion tensor spectroscopy and imaging.

  1994cited by this paper

• Statistical Opportunities in Neuroimaging

  2026cites this paper
• Functional-SVD for Heterogeneous Trajectories: Case Studies in Health*

  2026cites this paper
• Tutorial on Bayesian Functional Regression Using Stan

  2025cites this paper
• A functional mixed effect model approach to explore regional climate patterns in Bangladesh

  2025cites this paper
• Detection of Unknown Functional Departure in Generalized Functional Regression

  2025cites this paper
• DYNAMIC PREDICTION WITH MULTIVARIATE LONGITUDINAL OUTCOMES AND LONGITUDINAL MAGNETIC RESONANCE IMAGING DATA.

  2025cites this paper
• Some recent developments in functional covariates on time-to-event data: a review

  2025cites this paper
• SpaceANOVA: Spatial Co-occurrence Analysis of Cell Types in Multiplex Imaging Data Using Point Process and Functional ANOVA

  2024cites this paper
• Subtle microstructural alterations in white matter tracts involved in socio-emotional processing after very preterm birth

  2024cites this paper
• Multilevel functional distributional models with application to continuous glucose monitoring in diabetes clinical trials

  2024cites this paper
• Regularized scalar-on-function regression analysis to assess functional association of critical physical activity window with biological age

  2024cites this paper
• Over 30 years of using functional data analysis in human movement. What do we know, and is there more for sports biomechanics to learn?

  2024cites this paper
• Modeling longitudinal skewed functional data.

  2024cites this paper
• Multilevel Longitudinal Functional Principal Component Model

  2024cites this paper
• A Function-on-Function Regression Model for Monitoring the Manufacturing Process Performance with Application in Friction Stir Welding

  2024cites this paper
• Global Tests for Smoothed Functions in Mean Field Variational Additive Models

  2024cites this paper
• Quantile Regression for Longitudinal Functional Data with Application to Feed Intake of Lactating Sows

  2023cites this paper
• Reconciling functional data regression with excess bases

  2023cites this paper
• SpaceANOVA: Spatial co-occurrence analysis of cell types in multiplex imaging data using point process and functional ANOVA

  2023cites this paper
• Deep learning versus conventional methods for missing data imputation: A review and comparative study

  2023cites this paper
• Application of an Intensive Longitudinal Functional Model with Multiple Time Scales in Objectively Measured Children’s Physical Activity

  2023cites this paper
• Robust hypothesis testing in functional linear models

  2023influential citation
• Testing distributional equality for functional random variables

  2023cites this paper
• Longitudinal Associations Between Timing of Physical Activity Accumulation and Health: Application of Functional Data Methods

  2022cites this paper
• Crop Yield Prediction Using Bayesian Spatially Varying Coefficient Models with Functional Predictors

  2022cites this paper
• Model Selection in Variational Mixed Effects Models

  2022influential citation
• Functional mixtures-of-experts

  2022cites this paper
• Interpoint distance-based two-sample tests for functional data

  2022cites this paper
• ESTIMATION FOR EXTREME CONDITIONAL QUANTILES OF FUNCTIONAL QUANTILE REGRESSION.

  2022cites this paper
• Asynchronous functional linear regression models for longitudinal data in reproducing kernel Hilbert space

  2022cites this paper
• Region of interest selection for functional features

  2021cites this paper
• Clinical assessment of W-band spectroscopy for non-invasive detection and monitoring of sustained hyperglycemia.

  2021cites this paper
• Current review and next steps for artificial intelligence in multiple sclerosis risk research

  2021cites this paper
• Extracting scalar measures from functional data with applications to placebo response.

  2021cites this paper
• Continuum centroid classifier for functional data

  2021cites this paper
• Supplementary Materials for “Copula-Based Functional Bayes Classification with Principal Components and Partial Least Squares”

  2021cites this paper
• Generalized partially functional linear model

  2021cites this paper
• Bayesian inference and dynamic prediction of multivariate joint model with functional data: An application to Alzheimer's disease

  2021cites this paper
• Extreme quantile estimation for partial functional linear regression models with heavy‐tailed distributions

  2021cites this paper
• Fast Univariate Inference for Longitudinal Functional Models

  2021cites this paper
• Biological and Functional Biomarkers of Aging: Definition, Characteristics, and How They Can Impact Everyday Cancer Treatment

  2020cites this paper
• Bayesian longitudinal spectral estimation with application to resting-state fMRI data analysis

  2020cites this paper
• Linear mixed-effects model for longitudinal complex data with diversified characteristics

  2020influential citation
• Modeling of cumulative effects of time-varying drug exposures on within-subject changes in a continuous outcome

  2020influential citation
• A robust spatial autoregressive scalar-on-function regression with t-distribution

  2020cites this paper
• Tests of Normality of Functional Data

  2020influential citation
• Estimation and inference in partially functional linear regression with multiple functional covariates

  2020cites this paper
• Bayesian robust estimation of partially functional linear regression models using heavy-tailed distributions

  2020cites this paper
• Evaluating upper limb function after stroke using the free-living accelerometer data

  2020cites this paper
• Trajectories from Distribution-Valued Functional Curves: A Unified Wasserstein Framework

  2020cites this paper
• Differences in functional connectivity distribution after transcranial direct‐current stimulation: A connectivity density point of view

  2020cites this paper
• Regression Analysis of Asynchronous Longitudinal Functional and Scalar Data

  2020cites this paper
• Additive Functional Cox Model

  2020cites this paper
• Bayesian robust estimation of partially functional linear regression models using heavy-tailed distributions

  2020cites this paper
• Index

  2019cites this paper
• Combinatorial Inferences for Networks

  2019cites this paper
• A Bayesian multivariate functional model with spatially varying coefficient approach for modeling hurricane track data

  2019cites this paper
• Statistical Preliminary

  2019cites this paper
• Diffusions on Graphs

  2019cites this paper
• Bibliography

  2019cites this paper
• Sparse Networks

  2019cites this paper
• Brain Network Distances

  2019cites this paper
• Series Expansion of Connectivity Matrices

  2019cites this paper
• Preface

  2019cites this paper
• Network Simulations

  2019cites this paper
• Big Brain Network Data

  2019cites this paper
• Persistent Homology

  2019cites this paper
• Brain Network Analysis

  2019cites this paper
• Model Testing for Generalized Scalar-on-Function Linear Models

  2019cites this paper
• Copula-based functional Bayes classification with principal components and partial least squares

  2019cites this paper
• Dynamic Network Models

  2019cites this paper
• Correlation Networks

  2019cites this paper
• Brain Network Nodes and Edges

  2019cites this paper
• Bayesian Framework for Simultaneous Registration and Estimation of Noisy, Sparse, and Fragmented Functional Data

  2019cites this paper
• A functional mixed model for scalar on function regression with application to a functional MRI study.

  2019cites this paper
• Dynamic predictions in Bayesian functional joint models for longitudinal and time-to-event data: An application to Alzheimer’s disease

  2019cites this paper
• Longitudinal functional nonlinear marginal mixed effect models

  2019cites this paper
• Nonlinear mixed-effects scalar-on-function models and variable selection

  2019cites this paper
• Nonlinear function on function additive model with multiple predictor curves

  2019cites this paper
• Modeling and Prediction of Multiple Correlated Functional Outcomes

  2018cites this paper
• On the estimation of variance parameters in non-standard generalised linear mixed models: application to penalised smoothing

  2018cites this paper
• Bayesian Semiparametric Functional Mixed Models for Serially Correlated Functional Data, With Application to Glaucoma Data

  2018cites this paper
• Function-on-function regression with thousands of predictive curves

  2018cites this paper
• Fast covariance estimation for multivariate sparse functional data

  2018cites this paper
• A Survey of Statistics in the Neurological Sciences with a Focus on Human Neuroimaging

  2018cites this paper
• Culminating Projects 1-2018 Prediction Intervals for Functional Data

  2018cites this paper
• Graph Theory

  2018cites this paper
• Prediction Intervals for Functional Data

  2018cites this paper
• Fusing Mobile Phone Sensing and Brain Imaging to Assess Depression in College Students

  2018cites this paper
• Simultaneous inference for the mean of repeated functional data

  2018cites this paper
• Functional joint model for longitudinal and time‐to‐event data: an application to Alzheimer's disease

  2017cites this paper
• FUNNEL-GSEA: FUNctioNal ELastic-net regression in time-course gene set enrichment analysis

  2017cites this paper
• Methods for Scalar‐on‐Function Regression

  2017cites this paper
• Improving Estimation in Functional Linear Regression With Points of Impact: Insights Into Google AdWords

  2017cites this paper
• Statistica Sinica Preprint No : SS-2016-0055 . R 3 Title Bayesian Generalized Two-way ANOVA Modeling for Functional Data Using INLA

  2017influential citation
• A penalized Cox proportional hazards model with multiple time-varying exposures

  2017cites this paper
• Multivariate functional response regression, with application to fluorescence spectroscopy in a cervical pre-cancer study

  2017cites this paper
• Function-on-Function Linear Regression by Signal Compression

  2017cites this paper
• Econometrics and Statistics

  2017cites this paper
• A geometric approach to confidence regions and bands for functional parameters

  2016influential citation