Boosting Functional Regression Models

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Documentation for package ‘FDboost’ version 1.1-2

• DESCRIPTION file.
• User guides, package vignettes and other documentation.
• Package NEWS.

Help Pages

FDboost-package	FDboost: Boosting Functional Regression Models
%A%	Kronecker product or row tensor product of two base-learners with anisotropic penalty
%A0%	Kronecker product or row tensor product of two base-learners with anisotropic penalty
%Xa0%	Kronecker product or row tensor product of two base-learners with anisotropic penalty
%Xc%	Constrained row tensor product
anisotropic_Kronecker	Kronecker product or row tensor product of two base-learners with anisotropic penalty
applyFolds	Cross-Validation and Bootstrapping over Curves
bbsc	Constrained Base-learners for Scalar Covariates
bconcurrent	Base-learners for Functional Covariates
bfpc	Base-learners for Functional Covariates
bhist	Base-learners for Functional Covariates
bhistx	Base-learners for Functional Covariates
birthDistribution	Densities of live births in Germany
bolsc	Constrained Base-learners for Scalar Covariates
bootstrapCI	Function to compute bootstrap confidence intervals
brandomc	Constrained Base-learners for Scalar Covariates
bsignal	Base-learners for Functional Covariates
clr	Clr and inverse clr transformation
coef.FDboost	Coefficients of boosted functional regression model
cvLong	Cross-Validation and Bootstrapping over Curves
cvMa	Cross-Validation and Bootstrapping over Curves
cvrisk.FDboost	Cross-Validation and Bootstrapping over Curves
cvrisk.FDboostLSS	Cross-validation for FDboostLSS
emotion	EEG and EMG recordings in a computerised gambling study
extract.blg	Extract information of a base-learner
factorise	Factorize tensor product model
factorize	Factorize tensor product model
factorize.FDboost	Factorize tensor product model
FDboost	Model-based Gradient Boosting for Functional Response
FDboostLSS	Model-based Gradient Boosting for Functional GAMLSS
FDboost_fac-class	'FDboost_fac' S3 class for factorized FDboost model components
FDboost_package	FDboost: Boosting Functional Regression Models
fitted.FDboost	Fitted values of a boosted functional regression model
fuelSubset	Spectral data of fossil fuels
funMRD	Functional MRD
funMSE	Functional MSE
funplot	Plot functional data with linear interpolation of missing values
funRsquared	Functional R-squared
getArgvals	Generic functions to asses attributes of functional data objects
getArgvals.hmatrix	Extract attributes of hmatrix
getArgvalsLab	Generic functions to asses attributes of functional data objects
getArgvalsLab.hmatrix	Extract attributes of hmatrix
getId	Generic functions to asses attributes of functional data objects
getId.hmatrix	Extract attributes of hmatrix
getIdLab	Generic functions to asses attributes of functional data objects
getIdLab.hmatrix	Extract attributes of hmatrix
getTime	Generic functions to asses attributes of functional data objects
getTime.hmatrix	Extract attributes of hmatrix
getTimeLab	Generic functions to asses attributes of functional data objects
getTimeLab.hmatrix	Extract attributes of hmatrix
getX	Generic functions to asses attributes of functional data objects
getX.hmatrix	Extract attributes of hmatrix
getXLab	Generic functions to asses attributes of functional data objects
getXLab.hmatrix	Extract attributes of hmatrix
hmatrix	A S3 class for univariate functional data on a common grid
integrationWeights	Functions to compute integration weights
integrationWeightsLeft	Functions to compute integration weights
is.hmatrix	Test to class of hmatrix
mstop.validateFDboost	Methods for objects of class validateFDboost
o_control	Function to control estimation of smooth offset
package-FDboost	FDboost: Boosting Functional Regression Models
plot.bootstrapCI	Methods for objects of class bootstrapCI
plot.FDboost	Plot the fit or the coefficients of a boosted functional regression model
plot.FDboost_fac	Prediction and plotting for factorized FDboost model components
plot.validateFDboost	Methods for objects of class validateFDboost
plotPredCoef	Methods for objects of class validateFDboost
plotPredicted	Plot the fit or the coefficients of a boosted functional regression model
plotResiduals	Plot the fit or the coefficients of a boosted functional regression model
predict.FDboost	Prediction for boosted functional regression model
predict.FDboost_fac	Prediction and plotting for factorized FDboost model components
print.bootstrapCI	Methods for objects of class bootstrapCI
print.FDboost	Print and summary of a boosted functional regression model
print.validateFDboost	Methods for objects of class validateFDboost
residuals.FDboost	Residual values of a boosted functional regression model
reweightData	Function to Reweight Data
stabsel.FDboost	Stability Selection
subset_hmatrix	Subsets hmatrix according to an index
summary.FDboost	Print and summary of a boosted functional regression model
truncateTime	Function to truncate time in functional data
update.FDboost	Function to update FDboost objects
validateFDboost	Cross-Validation and Bootstrapping over Curves
viscosity	Viscosity of resin over time
wide2long	Transform id and time of wide format into long format
[.hmatrix	Extract or replace parts of a hmatrix-object
_PACKAGE	FDboost: Boosting Functional Regression Models