Additive model with constraints
Faster multi-dimensional scaling
Extract coefficient functions from a fitted pfr-object
Construct an FGAM regression term
Corrected confidence bands using functional principal components
Observed CD4 cell counts
Get estimated coefficients from a pffr fit
Simple bootstrap CIs for pffr
Bayesian Function-on-scalar regression
Construct an FGAM regression term
Sum computation 2
Return call with all possible arguments
Sum computation 1
Sandwich smoother for matrix data
Construct a function-on-function regression term
Trace computation
Sum computation 2
The CONTENT child growth study
Construct a PC-based function-on-function regression term
Construct a function for preprocessing functional predictors
Functional principal component analysis with fast covariance estimation
Plot PC-based function-on-function regression terms
Function-on Scalar Regression with variable selection
Functional Generalized Additive Models
Function-on-scalar regression
Two-step function-on-scalar regression
Longitudinal Functional Data Analysis using FPCA
Construct a FPC regression term
Functional principal components analysis by smoothed covariance
Permutation testing for function-on-scalar regression
Octane numbers and NIR spectra of gasoline
Smoothed FPCA via iterative penalized rank one SVDs.
Multilevel FoSR using a Gibbs sampler and Wishart prior
Multilevel FoSR using a Gibbs sampler and FPCA
Functional principal component analysis by a two-stage method
Cross-sectional FoSR using GLS
Cross-sectional FoSR using a Gibbs sampler and FPCA
Cross-sectional FoSR using a Gibbs sampler and Wishart prior
Functional principal component regression
Get recognized transformation function
Leave-one-function-out cross-validation
Longitudinal Functional Models with Structured Penalties
Construct an FLM regression term
Cross-sectional FoSR using GLS
Obtain model matrix for a pffr fit
Construct a VDFR regression term
Longitudinal penalized functional regression
Multilevel functional principal components analysis with fast covariance estimation
Construct an FLM regression term
Multilevel functional principal components analysis by smoothed covariance
Functional Models with Structured Penalties
Construct a PEER regression term in a pfr
formula
Simulate example data for pffr
pffr-constructor for functional principal component-based functional random intercepts.
Penalized function-on-function regression with non-i.i.d. residuals
Penalized Functional Regression (old version)
Penalized Functional Regression
Penalized flexible functional regression
Make predictions using pco basis terms
Some diagnostics for a fitted pffr model
Plotting of estimated regression functions obtained through lpeer()
Local version of plot.gam
Plotting of estimated regression functions obtained through peer()
Plot for Function-on Scalar Regression with variable selection
Prediction from a fitted FGAM model
Plot a pfr object
Default plotting for functional principal component regression output
Default plotting of function-on-scalar regression objects
Prediction for fast bivariate P -spline (fbps)
Plot a pffr fit
Prediction for Function-on Scalar Regression with variable selection
QQ plots for pffr model residuals
Prediction from a fitted bayes_fosr model
Pointwise cross-validation for function-on-scalar regression
Prediction from a fitted pfr model
Internal functions for the refund package
Print method for summary of a pffr fit
Compute quadrature weights
Prediction for penalized function-on-function regression
Random effects constructor for fgam
Construct a smooth function-on-function regression term
smooth.construct.pi.smooth.spec
Parametric Interaction basis constructor
Likelihood Ratio Test and Restricted Likelihood Ratio Test for inference of
functional predictors
smooth.construct.peer.smooth.spec
Basis constructor for PEER terms
Regression with Functional Data
smooth.construct.pco.smooth.spec
Principal coordinate ridge regression
smooth.construct.pcre.smooth.spec
mgcv-style constructor for PC-basis functional random effects
Obtain residuals and fitted values for a pffr models
smooth.construct.dt.smooth.spec
Domain Transformation basis constructor
smooth.construct.fpc.smooth.spec
Basis constructor for FPC terms
SOFA (Sequential Organ Failure Assessment) Data
Multilevel FoSR using Variational Bayes and FPCA
Cross-sectional FoSR using Variational Bayes and FPCA
Cross-sectional FoSR using Variational Bayes and Wishart prior
Summary for a pffr fit
Summary for a pfr fit
smooth.construct.pss.smooth.spec
P-spline constructor with modified 'shrinkage' penalty
Visualization of FGAM objects
Multilevel FoSR using Variational Bayes and Wishart prior
Visualization of PFR objects
The US weekly all-cause mortality and COVID19-associated deaths in 2020
Diffusion Tensor Imaging: tract profiles and outcomes
Diffusion Tensor Imaging: more fractional anisotropy profiles and outcomes
Internal computation function
Predict.matrix.pcre.random.effect
mgcv-style constructor for prediction of PC-basis functional random effects
Predict.matrix method for dt basis
Predict.matrix method for pi basis
Predict.matrix.peer.smooth
mgcv-style constructor for prediction of PEER terms
Predict.matrix.fpc.smooth
mgcv-style constructor for prediction of FPC terms
Simulated longitudinal data with functional predictor and scalar response,
and structural information associated with predictor function