Regression with Functional Data


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Documentation for package ‘refund’ version 0.1-6

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refund-package Regression with Functional Data
amc Additive model with constraints
ccb.fpc Corrected confidence bands using functional principal components
cd4 Observed CD4 cell counts
coef.pffr Get estimated coefficients from a pffr
decomp Internal functions for the refund package
decomp2d Internal functions for the refund package
decomp3d Internal functions for the refund package
DTI Diffusion Tensor Imaging: tract profiles and outcomes
expand.call Return call with all possible arguments
ff Construct a function-on-function regression term
first.last_test Internal functions for the refund package
fitted.pffr Obtain fitted values for a pffr fit
fosr Function-on-scalar regression
fosr.perm Permutation testing for function-on-scalar regression
fosr.perm.fit Permutation testing for function-on-scalar regression
fosr.perm.test Permutation testing for function-on-scalar regression
fpca.sc Functional principal components analysis by smoothed covariance
fpcr Functional principal component regression
fpcr.setup Internal functions for the refund package
gasoline Octane numbers and NIR spectra of gasoline
getShrtlbls Internal functions for the refund package
imwd_test Internal functions for the refund package
list2df Internal functions for the refund package
lofocv Leave-one-function-out cross-validation
lpeer Longitudinal functional models with structured penalties
lpfr Longitudinal penalized functional regression
lw.test Internal functions for the refund package
model.matrix.pffr Obtain model matrix for a pffr fit
Omegas Internal functions for the refund package
osplinepen2d Internal functions for the refund package
pcre pffr-constructor for PC-basis functional random effects
peer Functional models with structured penalties
PEER.Sim1 Simulated longitudinal data with functional predictor and scalar response, and structural information associated with predictor function
pffr Penalized function-on-function regression
pfr Penalized functional regression
plot.fosr Default plotting of function-on-scalar regression objects
plot.fosr.perm Permutation testing for function-on-scalar regression
plot.fpcr Default plotting for functional principal component regression output
plot.lpeer Plotting of estimated regression functions obtained through 'lpeer'()
plot.peer Plotting of estimated regression functions obtained through 'peer()'
plot.pffr Plot a pffr fit
predict.pffr Prediction for penalized function-on-function regression
print.summary.pffr Print method for summary of a pffr fit
pwcv Pointwise cross-validation for function-on-scalar regression
Q Simulated longitudinal data with functional predictor and scalar response, and structural information associated with predictor function
reconstr Internal functions for the refund package
reconstr2d Internal functions for the refund package
reconstr3d Internal functions for the refund package
refund Regression with Functional Data
residuals.pffr Obtain residuals for a pffr fit
safeDeparse Internal functions for the refund package
sff Construct a smooth function-on-function regression term
summary.pffr Summary for a pffr fit
wcr Principal component regression and partial least squares in the wavelet domain
wcr.perm Permutation test for principal component regression and partial least squares in the wavelet domain
wnet Generalized elastic net in the wavelet domain