Boosting Functional Regression Models


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Documentation for package ‘FDboost’ version 1.0-0

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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
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
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
FDboost Model-based Gradient Boosting for Functional Response
FDboostLSS Model-based Gradient Boosting for Functional GAMLSS
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.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
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