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