refund

Diffusion Tensor Imaging: tract profiles and outcomes

Diffusion Tensor Imaging: more fractional anisotropy profiles and outcomes

Simulated longitudinal data with functional predictor and scalar response, and structural information associated with predictor function

Predict.matrix method for dt basis

mgcv-style constructor for prediction of FPC terms

mgcv-style constructor for prediction of PC-basis functional random effects

mgcv-style constructor for prediction of PEER terms

Predict.matrix method for pi basis

Internal computation function

Construct an FGAM regression term

Construct an FGAM regression term

Additive model with constraints

Bayesian Function-on-scalar regression

Corrected confidence bands using functional principal components

Observed CD4 cell counts

Faster multi-dimensional scaling

Get estimated coefficients from a pffr fit

Simple bootstrap CIs for pffr

Extract coefficient functions from a fitted pfr-object

Construct a function for preprocessing functional predictors

Return call with all possible arguments

Sum computation 1

Sum computation 2

Sum computation 2

Trace computation

Sandwich smoother for matrix data

Construct a function-on-function regression term

Construct a PC-based function-on-function regression term

Plot PC-based function-on-function regression terms

Functional Generalized Additive Models

Function-on-scalar regression

Permutation testing for function-on-scalar regression

Function-on Scalar Regression with variable selection

Two-step function-on-scalar regression

Construct a FPC regression term

Functional principal component analysis with fast covariance estimation

Longitudinal Functional Data Analysis using FPCA

Functional principal components analysis by smoothed covariance

Smoothed FPCA via iterative penalized rank one SVDs.

Functional principal component analysis by a two-stage method

Functional principal component regression

Octane numbers and NIR spectra of gasoline

Get recognized transformation function

Cross-sectional FoSR using a Gibbs sampler and FPCA

Cross-sectional FoSR using a Gibbs sampler and Wishart prior

Multilevel FoSR using a Gibbs sampler and FPCA

Multilevel FoSR using a Gibbs sampler and Wishart prior

Cross-sectional FoSR using GLS

Construct an FLM regression term

Construct a VDFR regression term

Construct an FLM regression term

Leave-one-function-out cross-validation

Longitudinal Functional Models with Structured Penalties

Longitudinal penalized functional regression

Multilevel functional principal components analysis by smoothed covariance

Obtain model matrix for a pffr fit

Cross-sectional FoSR using GLS

Make predictions using pco basis terms

pffr-constructor for functional principal component-based functional random intercepts.

Construct a PEER regression term in a pfr formula

Functional Models with Structured Penalties

Penalized flexible functional regression

Some diagnostics for a fitted pffr model

Penalized function-on-function regression with non-i.i.d. residuals

Simulate example data for pffr

Penalized Functional Regression

Penalized Functional Regression (old version)

Local version of plot.gam

Default plotting of function-on-scalar regression objects

Plot for Function-on Scalar Regression with variable selection

Default plotting for functional principal component regression output

Plotting of estimated regression functions obtained through lpeer()

Plotting of estimated regression functions obtained through peer()

Plot a pffr fit

Plot a pfr object

Prediction for fast bivariate P-spline (fbps)

Prediction from a fitted FGAM model

Prediction from a fitted bayes_fosr model

Prediction for Function-on Scalar Regression with variable selection

Prediction for penalized function-on-function regression

Prediction from a fitted pfr model

Print method for summary of a pffr fit

Pointwise cross-validation for function-on-scalar regression

QQ plots for pffr model residuals

Compute quadrature weights

Random effects constructor for fgam

Internal functions for the refund package

Regression with Functional Data

Obtain residuals and fitted values for a pffr models

Likelihood Ratio Test and Restricted Likelihood Ratio Test for inference of functional predictors

Construct a smooth function-on-function regression term

Domain Transformation basis constructor

Basis constructor for FPC terms

Principal coordinate ridge regression

mgcv-style constructor for PC-basis functional random effects

Basis constructor for PEER terms

Parametric Interaction basis constructor

P-spline constructor with modified 'shrinkage' penalty

SOFA (Sequential Organ Failure Assessment) Data

Summary for a pffr fit

Summary for a pfr fit

Cross-sectional FoSR using Variational Bayes and FPCA

Cross-sectional FoSR using Variational Bayes and Wishart prior

Multilevel FoSR using Variational Bayes and FPCA

Multilevel FoSR using Variational Bayes and Wishart prior

Visualization of FGAM objects

Visualization of PFR objects