Functional principal component regression
Print method for summary of a pffr fit
Functional principal components analysis by smoothed covariance
Construct a PC-based function-on-function regression term
Additive model with constraints
smooth.construct.pss.smooth.spec
P-spline constructor with modified 'shrinkage' penalty
Pointwise cross-validation for function-on-scalar regression
Construct a function-on-function regression term
Function-on-scalar regression
Obtain fitted values for a pffr fit
Default plotting of function-on-scalar regression objects
Smoothed FPCA via iterative penalized rank one SVDs.
Penalized function-on-function regression with non-i.i.d. residuals
Plot a pffr fit
Simple bootstrap CIs for pffr
Penalized function-on-function regression
Diffusion Tensor Imaging: more fractional anisotropy profiles and outcomes
Get estimated coefficients from a pffr fit
Functional principal component analysis by a two-stage method
Octane numbers and NIR spectra of gasoline
Plot PC-based function-on-function regression terms
Leave-one-function-out cross-validation
Observed CD4 cell counts
Construct an FGAM regression term
Plotting of estimated regression functions obtained through lpeer()
Prediction for penalized functional regression
Predict.matrix.peer.smooth
mgcv-style constructor for prediction of PEER terms
Corrected confidence bands using functional principal components
Penalized functional regression and Longitudinal penalized functional regression
pffr-constructor for functional principal component-based functional random intercepts.
Functional Models with Structured Penalties
Functional Generalized Additive Models
smooth.construct.pcre.smooth.spec
mgcv-style constructor for PC-basis functional random effects
Obtain residuals for a pffr fit
Two-step function-on-scalar regression
Obtain model matrix for a pffr fit
Longitudinal Functional Models with Structured Penalties
Simulated longitudinal data with functional predictor and scalar response,
and structural information associated with predictor function
Generalized elastic net in the wavelet domain
Internal computation function
Cross-sectional FoSR using GLS
Functional principal component analysis with fast covariance estimation
Prediction method for generalized elastic net in the wavelet domain
Diffusion Tensor Imaging: tract profiles and outcomes
Trace computation
Likelihood Ratio Test and Restricted Likelihood Ratio Test for inference of functional predictors
Visualization of FGAM objects
Sandwich smoother for matrix data
Default plotting for wavelet-domain scalar-on-function regression
Prediction from a fitted FGAM model
Simulated longitudinal data with functional predictor and scalar response, and structural information associated with predictor function
Internal functions for the refund package
Principal component regression and partial least squares in the wavelet domain
Return call with all possible arguments
Default plotting for functional principal component regression output
Summary for a pffr fit
Construct an FLM regression term
Longitudinal penalized functional regression
Sum computation 2
Permutation testing for function-on-scalar regression
Regression with Functional Data
Construct a smooth function-on-function regression term
Simulate example data for pffr
Function-on Scalar Regression with variable selection
Multilevel FoSR using Variational Bayes and Wishart prior
Extract coefficient functions from a fitted pfr-object
Prediction for penalized function-on-function regression
Predict.matrix.fpc.smooth
mgcv-style constructor for prediction of FPC terms
Multilevel FoSR using a Gibbs sampler and Wishart prior
Prediction for Function-on Scalar Regression with variable selection
Cross-sectional FoSR using a Gibbs sampler and Wishart prior
Multilevel FoSR using a Gibbs sampler and FPCA
Plot a pfr object
Plotting of estimated regression functions obtained through peer()
Random effects constructor for fgam
Predict.matrix method for dt basis
Cross-sectional FoSR using Variational Bayes and Wishart prior
Bayesian Function-on-scalar regression
Local version of plot.gam
Predict.matrix method for pi basis
smooth.construct.peer.smooth.spec
Basis constructor for PEER terms
Construct an FGAM regression term
Permutation test for wavelet-domain scalar-on-function regression
smooth.construct.pi.smooth.spec
Parametric Interaction basis constructor
Get recognized transformation function
Cross-sectional FoSR using GLS
Construct a FPC regression term
Construct a function for preprocessing functional predictors
Sum computation 1
Predict.matrix.pcre.random.effect
mgcv-style constructor for prediction of PC-basis functional random effects
Visualization of PFR objects
Multilevel FoSR using Variational Bayes and FPCA
Construct a VDFR regression term
Cross-sectional FoSR using Variational Bayes and FPCA
Sum computation 2
Functional Models with Structured Penalties
Cross-sectional FoSR using a Gibbs sampler and FPCA
Construct an FLM regression term
smooth.construct.dt.smooth.spec
Domain Transformation basis constructor
Compute quadrature weights
SOFA (Sequential Organ Failure Assessment) Data
Penalized Functional Regression (old version)
Multilevel functional principal components analysis by smoothed covariance
Plot for Function-on Scalar Regression with variable selection
Summary for a pfr fit
smooth.construct.fpc.smooth.spec
Basis constructor for FPC terms
Longitudinal Functional Data Analysis using FPCA
Prediction for fast bivarate P -spline (fbps)
QQ plots for pffr model residuals
Some diagnostics for a fitted pffr model