From multivariate to functional data analysis: fundamentals, recent developments, and emerging areas
type: Item
instance of: scholarly article
title: From multivariate to functional data analysis: fundamentals, recent developments, and emerging areas
zbMATH Open document ID: 1493.62643
author: Yehua Li
author: Yumou Qiu
author: Yuhang Xu
published in: Journal of Multivariate Analysis
publication date: 2022-01-03T00:00:00Z
Mathematics Subject Classification ID: 62R10
Mathematics Subject Classification ID: 62H25
zbMATH DE Number: 7451337
zbMATH Keywords: functional data analysis
zbMATH Keywords: high-dimensional statistics
zbMATH Keywords: multi-level modeling
zbMATH Keywords: spatial dependence
describes a project that uses: SemiPar
describes a project that uses: glmnet
describes a project that uses: spBayes
describes a project that uses: fda (R)
describes a project that uses: flm
MaRDI profile type: Publication
full work available at URL: j.jmva.2021.104806
OpenAlex ID: W3195215700
cites work: On the Prediction of Stationary Functional Time Series
cites work: Non‐ and semi‐parametric estimation of interaction in inhomogeneous point patterns
cites work: Q4441026
cites work: The function-on-scalar LASSO with applications to longitudinal GWAS
cites work: Spatiotemporal prediction for log-Gaussian Cox processes
cites work: Space-time multi type log Gaussian Cox processes with a view to modelling weeds
cites work: Smoothing Spline Models for the Analysis of Nested and Crossed Samples of Curves
cites work: Statistics for high-dimensional data. Methods, theory and applications.
cites work: Prediction in functional linear regression
cites work: Simultaneous inference for the mean of repeated functional data
cites work: Oracle-Efficient Confidence Envelopes for Covariance Functions in Dense Functional Data
cites work: Estimation in generalized linear models for functional data via penalized likelihood
cites work: Feature screening for time-varying coefficient models with ultrahigh-dimensional longitudinal data
cites work: Generalized Multilevel Functional Regression
cites work: Statistics for Spatial Data
cites work: Principal component analysis for functional data on Riemannian manifolds and spheres
cites work: Derivative Principal Components for Representing the Time Dynamics of Longitudinal and Functional Data
cites work: Asymptotic theory for the principal component analysis of a vector random function: Some applications to statistical inference
cites work: Multilevel functional principal component analysis
cites work: Spatio-temporal point processes, partial likelihood, foot and mouth disease
cites work: Least angle regression. (With discussion)
cites work: Q3125064
cites work: Generalized likelihood ratio statistics and Wilks phenomenon
cites work: Nonstationary multivariate process modeling through spatially varying coregionalization
cites work: Joint models for grid point and response processes in longitudinal and functional data
cites work: Generalized multilevel function‐on‐scalar regression and principal component analysis
cites work: Estimation and testing for spatially indexed curves with application to ionospheric and magnetic field trends
cites work: A simultaneous confidence corridor for varying coefficient regression with sparse functional data
cites work: On Properties of Functional Principal Components Analysis
cites work: Properties of principal component methods for functional and longitudinal data analysis
cites work: Modelling Sparse Generalized Longitudinal Observations with Latent Gaussian Processes
cites work: Asymptotic maximal deviation of M-smoothers
cites work: Q4272837
cites work: Functional canonical analysis for square integrable stochastic processes
cites work: Weakly dependent functional data
cites work: Inference for functional data with applications
cites work: Theoretical Foundations of Functional Data Analysis, with an Introduction to Linear Operators
cites work: Q5701063
cites work: On a Principal Varying Coefficient Model
cites work: What factors drive the price-rent ratio for the housing market? A modified present-value analysis
cites work: Introduction to Functional Data Analysis
cites work: Bayesian Semiparametric Functional Mixed Models for Serially Correlated Functional Data, With Application to Glaucoma Data
cites work: Functional Principal Component Analysis of Spatiotemporal Point Processes With Applications in Disease Surveillance
cites work: On rates of convergence in functional linear regression
cites work: Uniform convergence rates for nonparametric regression and principal component analysis in functional/longitudinal data
cites work: Hierarchical functional data with mixed continuous and binary measurements
cites work: Selecting the Number of Principal Components in Functional Data
cites work: Nonparametric estimation of correlation functions in longitudinal and spatial data, with application to colon carcinogenesis experiments
cites work: Modeling and Regionalization of China’s PM2.5 Using Spatial-Functional Mixture Models
cites work: Feature Selection for Varying Coefficient Models With Ultrahigh-Dimensional Covariates
cites work: Estimating Derivatives for Samples of Sparsely Observed Functions, With Application to Online Auction Dynamics
cites work: The ECME algorithm: A simple extension of EM and ECM with faster monotone convergence
cites work: Kriging for Hilbert-space valued random fields: the operatorial point of view
cites work: Adaptive function-on-scalar regression with a smoothing elastic net
cites work: Log Gaussian Cox Processes
cites work: Q3608237

From multivariate to functional data analysis: fundamentals, recent developments, and emerging areas (cites work)
cites work: Wavelet-based Functional Mixed Models

From multivariate to functional data analysis: fundamentals, recent developments, and emerging areas (cites work)
cites work: Wavelet-Based Nonparametric Modeling of Hierarchical Functions in Colon Carcinogenesis

From multivariate to functional data analysis: fundamentals, recent developments, and emerging areas (cites work)
cites work: Empirical dynamics for longitudinal data

From multivariate to functional data analysis: fundamentals, recent developments, and emerging areas (cites work)
cites work: Cokriging for spatial functional data

From multivariate to functional data analysis: fundamentals, recent developments, and emerging areas (cites work)
cites work: Simultaneous variable selection and smoothing for high-dimensional function-on-scalar regression

From multivariate to functional data analysis: fundamentals, recent developments, and emerging areas (cites work)
cites work: Fréchet regression for random objects with Euclidean predictors

From multivariate to functional data analysis: fundamentals, recent developments, and emerging areas (cites work)
cites work: Functional Graphical Models

From multivariate to functional data analysis: fundamentals, recent developments, and emerging areas (cites work)
cites work: Functional data analysis.

From multivariate to functional data analysis: fundamentals, recent developments, and emerging areas (cites work)
cites work: A functional data analysis approach for genetic association studies

From multivariate to functional data analysis: fundamentals, recent developments, and emerging areas (cites work)
cites work: Q4272617

From multivariate to functional data analysis: fundamentals, recent developments, and emerging areas (cites work)
cites work: Semiparametric Regression

From multivariate to functional data analysis: fundamentals, recent developments, and emerging areas (cites work)
cites work: Multilevel Functional Clustering Analysis

From multivariate to functional data analysis: fundamentals, recent developments, and emerging areas (cites work)
cites work: Multilevel Cross‐Dependent Binary Longitudinal Data

From multivariate to functional data analysis: fundamentals, recent developments, and emerging areas (cites work)
cites work: Canonical correlation analysis for irregularly and sparsely observed functional data

From multivariate to functional data analysis: fundamentals, recent developments, and emerging areas (cites work)
cites work: Structured functional principal component analysis

From multivariate to functional data analysis: fundamentals, recent developments, and emerging areas (cites work)
cites work: Nonlinear and additive principal component analysis for functional data

From multivariate to functional data analysis: fundamentals, recent developments, and emerging areas (cites work)
cites work: Fast methods for spatially correlated multilevel functional data

From multivariate to functional data analysis: fundamentals, recent developments, and emerging areas (cites work)
cites work: Modeling functional data with spatially heterogeneous shape characteristics

From multivariate to functional data analysis: fundamentals, recent developments, and emerging areas (cites work)
cites work: Optimal Penalized Function-on-Function Regression Under a Reproducing Kernel Hilbert Space Framework

From multivariate to functional data analysis: fundamentals, recent developments, and emerging areas (cites work)
cites work: A unified variable selection approach for varying coefficient models

From multivariate to functional data analysis: fundamentals, recent developments, and emerging areas (cites work)
cites work: Q3996207

From multivariate to functional data analysis: fundamentals, recent developments, and emerging areas (cites work)
cites work: Simultaneous confidence band for stationary covariance function of dense functional data

From multivariate to functional data analysis: fundamentals, recent developments, and emerging areas (cites work)
cites work: Unified Empirical Likelihood Ratio Tests for Functional Concurrent Linear Models and the Phase Transition from Sparse to Dense Functional Data

From multivariate to functional data analysis: fundamentals, recent developments, and emerging areas (cites work)
cites work: Partially Linear Functional Additive Models for Multivariate Functional Data

From multivariate to functional data analysis: fundamentals, recent developments, and emerging areas (cites work)
cites work: Nested Hierarchical Functional Data Modeling and Inference for the Analysis of Functional Plant Phenotypes

From multivariate to functional data analysis: fundamentals, recent developments, and emerging areas (cites work)
cites work: Q5004058

From multivariate to functional data analysis: fundamentals, recent developments, and emerging areas (cites work)
cites work: Penalized Spline Models for Functional Principal Component Analysis

From multivariate to functional data analysis: fundamentals, recent developments, and emerging areas (cites work)
cites work: Functional Data Analysis for Sparse Longitudinal Data

From multivariate to functional data analysis: fundamentals, recent developments, and emerging areas (cites work)
cites work: Regularized partially functional quantile regression

From multivariate to functional data analysis: fundamentals, recent developments, and emerging areas (cites work)
cites work: Estimation and Inference for Generalized Geoadditive Models

From multivariate to functional data analysis: fundamentals, recent developments, and emerging areas (cites work)
cites work: Nearly unbiased variable selection under minimax concave penalty

From multivariate to functional data analysis: fundamentals, recent developments, and emerging areas (cites work)
cites work: From sparse to dense functional data and beyond

From multivariate to functional data analysis: fundamentals, recent developments, and emerging areas (cites work)
cites work: Joint modelling of paired sparse functional data using principal components

From multivariate to functional data analysis: fundamentals, recent developments, and emerging areas (cites work)
cites work: Spatially Varying Coefficient Model for Neuroimaging Data With Jump Discontinuities

From multivariate to functional data analysis: fundamentals, recent developments, and emerging areas (cites work)
cites work: Nonlinear functional canonical correlation analysis via distance covariance

From multivariate to functional data analysis: fundamentals, recent developments, and emerging areas (cites work)
cites work: The Adaptive Lasso and Its Oracle Properties

From multivariate to functional data analysis: fundamentals, recent developments, and emerging areas (DOI)
DOI: 10.1016/J.JMVA.2021.104806

From multivariate to functional data analysis: fundamentals, recent developments, and emerging areas (Recommended article)
Recommended article: Recent advances in functional data analysis and high-dimensional statistics
Similarity Score: 0.9068816
Recommender Run: Recommender Run 3

From multivariate to functional data analysis: fundamentals, recent developments, and emerging areas (Recommended article)
Recommended article: Selected statistical methods of data analysis for multivariate functional data
Similarity Score: 0.9005611
Recommender Run: Recommender Run 3

From multivariate to functional data analysis: fundamentals, recent developments, and emerging areas (Recommended article)
Recommended article: Q3411478
Similarity Score: 0.8997154
Recommender Run: Recommender Run 3

From multivariate to functional data analysis: fundamentals, recent developments, and emerging areas (Recommended article)
Recommended article: Q3597475
Similarity Score: 0.8983303
Recommender Run: Recommender Run 3

From multivariate to functional data analysis: fundamentals, recent developments, and emerging areas (Recommended article)
Recommended article: On functional data analysis and related topics
Similarity Score: 0.89463174
Recommender Run: Recommender Run 3

From multivariate to functional data analysis: fundamentals, recent developments, and emerging areas (Recommended article)
Recommended article: Applied functional data analysis. Methods and case studies
Similarity Score: 0.8902372
Recommender Run: Recommender Run 3

From multivariate to functional data analysis: fundamentals, recent developments, and emerging areas (Recommended article)
Recommended article: Multivariate analysis of variance for functional data
Similarity Score: 0.88966745
Recommender Run: Recommender Run 3

From multivariate to functional data analysis: fundamentals, recent developments, and emerging areas (Recommended article)
Recommended article: Q3976265
Similarity Score: 0.8820494
Recommender Run: Recommender Run 3

From multivariate to functional data analysis: fundamentals, recent developments, and emerging areas (Recommended article)
Recommended article: An Introduction to Functional Data Analysis
Similarity Score: 0.8819594
Recommender Run: Recommender Run 3