Methods for Scalar-on-Function Regression

Wavelet-based scalar-on-function finite mixture regression models

(2016) Adam Ciarleglio et al.   COMPUTATIONAL STATISTICS & DATA ANALYSIS

A Bayesian approach for determining the optimal semi-metric and bandwidth in scalar-on-function quantile regression with unknown error density and dependent functional data

(2016) Han Lin Shang   JOURNAL OF MULTIVARIATE ANALYSIS

Wavelet-domain regression and predictive inference in psychiatric neuroimaging

(2015) Philip T. Reiss et al.   Annals of Applied Statistics

Functional additive regression

(2015) Yingying Fan et al.   ANNALS OF STATISTICS

Nearest neighbor ensembles for functional data with interpretable feature selection

(2015) Karen Fuchs et al.   CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS

Functional Principal Component Regression and Functional Partial Least-squares Regression: An Overview and a Comparative Study

(2015) Manuel Febrero-Bande et al.   INTERNATIONAL STATISTICAL REVIEW

Wavelet-Based Weighted LASSO and Screening Approaches in Functional Linear Regression

(2015) Yihong Zhao et al.   JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS

Penalized contrast estimation in functional linear models with circular data

(2015) E. Brunel et al.   STATISTICS

Functional regression with repeated eigenvalues

(2015) Matthew Reimherr   STATISTICS & PROBABILITY LETTERS

Moments, errors, asymptotic normality and large deviation principle in nonparametric functional regression

(2015) Gery Geenens   STATISTICS & PROBABILITY LETTERS

Functional Regression

(2015) Jeffrey S. Morris   Annual Review of Statistics and Its Application

Penalized contrast estimation in functional linear models with circular data

(2015) E. Brunel et al.   STATISTICS

Bayesian Functional Data Analysis UsingWinBUGS

(2015) Ciprian M. Crainiceanu et al.   Journal of Statistical Software

Statistical Computing in Functional Data Analysis: TheRPackagefda.usc

(2015) Manuel Febrero-Bande et al.   Journal of Statistical Software

Regularized 3D functional regression for brain image data via Haar wavelets

(2014) Xuejing Wang et al.   Annals of Applied Statistics

Overview of object oriented data analysis

(2014) J. Steve Marron et al.   BIOMETRICAL JOURNAL

Functional data classification: a wavelet approach

(2014) Chung Chang et al.   COMPUTATIONAL STATISTICS

A sampling algorithm for bandwidth estimation in a nonparametric regression model with a flexible error density

(2014) Xibin Zhang et al.   COMPUTATIONAL STATISTICS & DATA ANALYSIS

Bayesian bandwidth estimation for a functional nonparametric regression model with mixed types of regressors and unknown error density

(2014) Han Lin Shang   JOURNAL OF NONPARAMETRIC STATISTICS

Restricted likelihood ratio tests for linearity in scalar-on-function regression

(2014) Mathew W. McLean et al.   STATISTICS AND COMPUTING

Estimation in functional regression for general exponential families

(2013) Winston Wei Dou et al.   ANNALS OF STATISTICS

Continuously additive models for nonlinear functional regression

(2013) H.-G. Muller et al.   BIOMETRIKA

Longitudinal scalar-on-functions regression with application to tractography data

(2013) J. Gertheiss et al.   BIOSTATISTICS

Bayesian bandwidth estimation for a semi-functional partial linear regression model with unknown error density

(2013) Han Lin Shang   COMPUTATIONAL STATISTICS

Bayesian bandwidth estimation for a nonparametric functional regression model with unknown error density

(2013) Han Lin Shang   COMPUTATIONAL STATISTICS & DATA ANALYSIS

Model detection for functional polynomial regression

(2013) Tao Zhang et al.   COMPUTATIONAL STATISTICS & DATA ANALYSIS

Estimator selection and combination in scalar-on-function regression

(2013) Jeff Goldsmith et al.   COMPUTATIONAL STATISTICS & DATA ANALYSIS

Ecological Prediction With Nonlinear Multivariate Time-Frequency Functional Data Models

(2013) Wen-Hsi Yang et al.   JOURNAL OF AGRICULTURAL BIOLOGICAL AND ENVIRONMENTAL STATISTICS

A Goodness-of-Fit Test for the Functional Linear Model with Scalar Response

(2013) Eduardo García-Portugués et al.   JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS

A partial overview of the theory of statistics with functional data

(2013) Antonio Cuevas   JOURNAL OF STATISTICAL PLANNING AND INFERENCE

Selecting the Number of Principal Components in Functional Data

(2013) Yehua Li et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Tensor Regression with Applications in Neuroimaging Data Analysis

(2013) Hua Zhou et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Adaptive Global Testing for Functional Linear Models

(2013) Jing Lei   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Regularized matrix regression

(2013) Hua Zhou et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

Structured functional additive regression in reproducing kernel Hilbert spaces

(2013) Hongxiao Zhu et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

Bayesian scalar-on-image regression with application to association between intracranial DTI and cognitive outcomes

(2013) Lei Huang et al.   NEUROIMAGE

Restricted Likelihood Ratio Tests for Functional Effects in the Functional Linear Model

(2013) Bruce J. Swihart et al.   TECHNOMETRICS

Regularized logistic discrimination with basis expansions for the early detection of Alzheimer’s disease based on three-dimensional MRI data

(2013) Yuko Araki et al.   Advances in Data Analysis and Classification

Methodology and theory for partial least squares applied to functional data

(2012) Aurore Delaigle et al.   ANNALS OF STATISTICS

An approach for identifying and predicting economic recessions in real-time using time-frequency functional models

(2012) Scott H. Holan et al.   APPLIED STOCHASTIC MODELS IN BUSINESS AND INDUSTRY

On p-values for smooth components of an extended generalized additive model

(2012) S. N. Wood   BIOMETRIKA

Backscoring in Principal Coordinates Analysis

(2012) Julian J. Faraway   JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS

Wavelet-Based LASSO in Functional Linear Regression

(2012) Yihong Zhao et al.   JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS

Functional Generalized Additive Models

(2012) Mathew W. McLean et al.   JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS

Smooth Scalar-on-Image Regression via Spatial Bayesian Variable Selection

(2012) Jeff Goldsmith et al.   JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS

Functional Causal Mediation Analysis With an Application to Brain Connectivity

(2012) Martin A. Lindquist   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Minimax and Adaptive Prediction for Functional Linear Regression

(2012) T. Tony Cai et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Longitudinal penalized functional regression for cognitive outcomes on neuronal tract measurements

(2012) Jeff Goldsmith et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES C-APPLIED STATISTICS

Penalized spline approaches for functional logit regression

(2012) M. Carmen Aguilera-Morillo et al.   TEST

Generalized additive models for functional data

(2012) Manuel Febrero-Bande et al.   TEST

Functional projection pursuit regression

(2012) F. Ferraty et al.   TEST

Structured penalties for functional linear models—partially empirical eigenvectors for regression

(2012) Timothy W. Randolph et al.   Electronic Journal of Statistics

Single and multiple index functional regression models with nonparametric link

(2011) Dong Chen et al.   ANNALS OF STATISTICS

Penalized Functional Regression

(2011) Jeff Goldsmith et al.   JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS

Sparse estimation in functional linear regression

(2011) Eun Ryung Lee et al.   JOURNAL OF MULTIVARIATE ANALYSIS

Conditional quantile analysis when covariates are functions, with application to growth data

(2011) Kehui Chen et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

Functional regression via variational Bayes

(2011) Jeff Goldsmith et al.   Electronic Journal of Statistics

Fractals with point impact in functional linear regression

(2010) Ian W. McKeague et al.   ANNALS OF STATISTICS

Additive modelling of functional gradients

(2010) H.-G. Muller et al.   BIOMETRIKA

Most-predictive design points for functional data predictors

(2010) F. Ferraty et al.   BIOMETRIKA

Functional quadratic regression

(2010) F. Yao et al.   BIOMETRIKA

Functional mixture regression

(2010) F. Yao et al.   BIOSTATISTICS

Wavelet-based functional linear mixed models: an application to measurement error-corrected distributed lag models

(2010) E. J. Malloy et al.   BIOSTATISTICS

Using basis expansions for estimating functional PLS regression

(2010) Ana M. Aguilera et al.   CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS

Nonparametric functional data estimation applied to ozone data: Prediction and extreme value analysis

(2010) Alejandro Quintela-del-Rı´o et al.   CHEMOSPHERE

Fast Function-on-Scalar Regression with Penalized Basis Expansions

(2010) Philip T. Reiss et al.  

Structural test in regression on functional variables

(2010) Laurent Delsol et al.   JOURNAL OF MULTIVARIATE ANALYSIS

Functional partial linear model

(2010) Heng Lian   JOURNAL OF NONPARAMETRIC STATISTICS

Logistic Regression With Brownian-Like Predictors

(2010) Martin A. Lindquist et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Generalized Multilevel Functional Regression

(2010) Ciprian M. Crainiceanu et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Fast stable restricted maximum likelihood and marginal likelihood estimation of semiparametric generalized linear models

(2010) Simon N. Wood   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

Longitudinal functional principal component analysis

(2010) Sonja Greven et al.   Electronic Journal of Statistics

Multilevel functional principal component analysis

(2009) Chong-Zhi Di et al.   Annals of Applied Statistics

Functional linear regression that’s interpretable

(2009) Gareth M. James et al.   ANNALS OF STATISTICS

Estimation of functional derivatives

(2009) Peter Hall et al.   ANNALS OF STATISTICS

Smoothing splines estimators for functional linear regression

(2009) Christophe Crambes et al.   ANNALS OF STATISTICS

A Bayesian Hierarchical Model for Classification with Selection of Functional Predictors

(2009) Hongxiao Zhu et al.   BIOMETRICS

Modeling Complex Phenotypes: Generalized Linear Models Using Spectrogram Predictors of Animal Communication Signals

(2009) Scott H. Holan et al.   BIOMETRICS

Functional Generalized Linear Models with Images as Predictors

(2009) Philip T. Reiss et al.   BIOMETRICS

Multivariate calibration with single-index signal regression

(2009) Paul H.C. Eilers et al.   CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS

Distance-based local linear regression for functional predictors

(2009) Eva Boj et al.   COMPUTATIONAL STATISTICS & DATA ANALYSIS

k-Nearest Neighbour method in functional nonparametric regression

(2009) Florent Burba et al.   JOURNAL OF NONPARAMETRIC STATISTICS

Bivariate splines for spatial functional regression models

(2009) Serge Guillas et al.   JOURNAL OF NONPARAMETRIC STATISTICS

Locally modelled regression and functional data

(2009) J. Barrientos-Marin et al.   JOURNAL OF NONPARAMETRIC STATISTICS

Partial functional linear regression

(2009) Hyejin Shin   JOURNAL OF STATISTICAL PLANNING AND INFERENCE

Functional Additive Models

(2009) Hans-Georg Müller et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Smoothing parameter selection for a class of semiparametric linear models

(2009) Philip T. Reiss et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

Weighted least squares methods for prediction in the functional data linear model

(2009) Aurore Delaigle et al.   Electronic Journal of Statistics

Additive prediction and boosting for functional data

(2008) Frédéric Ferraty et al.   COMPUTATIONAL STATISTICS & DATA ANALYSIS

Local linear regression for functional predictor and scalar response

(2008) Amparo Baíllo et al.   JOURNAL OF MULTIVARIATE ANALYSIS

Cross-validated estimations in the single-functional index model

(2008) Ahmed Ait-Saïdi et al.   STATISTICS

Nonparametric time series prediction: A semi-functional partial linear modeling

(2007) Germán Aneiros-Pérez et al.   JOURNAL OF MULTIVARIATE ANALYSIS