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