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