FDboost: Boosting Functional Regression Models

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Regression models for functional data, i.e., scalar-on-function, function-on-scalar and function-on-function regression models, are fitted by a component-wise gradient boosting algorithm.

Author
Sarah Brockhaus [aut, cre], David Ruegamer [aut], Torsten Hothorn [ctb], with contributions by many others (see inst/CONTRIBUTIONS) [ctb]
Date of publication
2016-09-19 08:02:09
Maintainer
Sarah Brockhaus <Sarah.Brockhaus@stat.uni-muenchen.de>
License
GPL-2
Version
0.2-1

View on R-Forge

Man pages

anisotropic_Kronecker
Kronecker product or row tensor product of two base-learners...
bbsc
Constrained Base-learners for Scalar Covariates
bhistx
Base-learners for Functional Covariates
bsignal
Base-learners for Functional Covariates
coef.FDboost
Coefficients of boosted functional regression model
cvrisk.FDboostLSS
Cross-validation for FDboostLSS
extract.blg
Extract information of a base-learner
FDboost
Model-based Gradient Boosting for Functional Response
FDboostLSS
Model-based Gradient Boosting for Functional GAMLSS
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...
funRsquared
Functional R-squared
getTime
Generic functions to asses attributes of functional data...
getTime.hmatrix
Extract attributes of hmatrix
grapes-Xc-grapes
Constrained row tensor product
hmatrix
A S3 class for univariate functional data on a common grid
integrationWeights
Functions to compute integration weights
is.hmatrix
Test to class of hmatrix
o_control
Function to control estimation of smooth offset
plot.FDboost
Plot the fit or the coefficients of a boosted functional...
plot.validateFDboost
Methods for objects of class validateFDboost
predict.FDboost
Prediction for boosted functional regression model
print.FDboost
Print a boosted functional regression model
residuals.FDboost
Residual values of a boosted functional regression model
reweightData
Function to Reweight Data
stabsel.FDboost
Stability Selection
sub-.hmatrix
Extract or replace parts of a hmatrix-object
summary.FDboost
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

Files in this package

FDboost/DESCRIPTION
FDboost/NAMESPACE
FDboost/R
FDboost/R/FDboost.R
FDboost/R/FDboostLSS.R
FDboost/R/baselearners.R
FDboost/R/baselearnersX.R
FDboost/R/constrainedX.R
FDboost/R/crossvalidation.R
FDboost/R/hmatrix.R
FDboost/R/methods.R
FDboost/R/stabsel.R
FDboost/R/utilityFunctions.R
FDboost/data
FDboost/data/fuelSubset.RData
FDboost/data/viscosity.RData
FDboost/inst
FDboost/inst/CITATION
FDboost/inst/CONTRIBUTIONS
FDboost/inst/NEWS.Rd
FDboost/inst/sim
FDboost/inst/sim/analyze_results.R
FDboost/inst/sim/readme.txt
FDboost/inst/sim/run_FDboost.R
FDboost/inst/sim/run_PlotModels.R
FDboost/inst/sim/run_pffr.R
FDboost/inst/sim/run_time.R
FDboost/inst/sim/simfuns.R
FDboost/inst/simHist
FDboost/inst/simHist/analyze_results.R
FDboost/inst/simHist/boosting4.R
FDboost/inst/simHist/readme.txt
FDboost/inst/simHist/run_FDboost2.R
FDboost/inst/simHist/run_FDboost3.R
FDboost/inst/simHist/run_FDboost4.R
FDboost/inst/simHist/run_PlotModels.R
FDboost/inst/simHist/run_pffr2.R
FDboost/inst/simHist/run_pffr3.R
FDboost/inst/simHist/simUtils.R
FDboost/man
FDboost/man/FDboost.Rd
FDboost/man/FDboostLSS.Rd
FDboost/man/anisotropic_Kronecker.Rd
FDboost/man/bbsc.Rd
FDboost/man/bhistx.Rd
FDboost/man/bsignal.Rd
FDboost/man/coef.FDboost.Rd
FDboost/man/cvrisk.FDboostLSS.Rd
FDboost/man/extract.blg.Rd
FDboost/man/fitted.FDboost.Rd
FDboost/man/fuelSubset.Rd
FDboost/man/funMRD.Rd
FDboost/man/funMSE.Rd
FDboost/man/funRsquared.Rd
FDboost/man/funplot.Rd
FDboost/man/getTime.Rd
FDboost/man/getTime.hmatrix.Rd
FDboost/man/grapes-Xc-grapes.Rd
FDboost/man/hmatrix.Rd
FDboost/man/integrationWeights.Rd
FDboost/man/is.hmatrix.Rd
FDboost/man/o_control.Rd
FDboost/man/plot.FDboost.Rd
FDboost/man/plot.validateFDboost.Rd
FDboost/man/predict.FDboost.Rd
FDboost/man/print.FDboost.Rd
FDboost/man/residuals.FDboost.Rd
FDboost/man/reweightData.Rd
FDboost/man/stabsel.FDboost.Rd
FDboost/man/sub-.hmatrix.Rd
FDboost/man/summary.FDboost.Rd
FDboost/man/truncateTime.Rd
FDboost/man/update.FDboost.Rd
FDboost/man/validateFDboost.Rd
FDboost/man/viscosity.Rd
FDboost/man/wide2long.Rd
FDboost/vignettes
FDboost/vignettes/FLAM_canada.Rnw
FDboost/vignettes/FLAM_fuel.Rnw
FDboost/vignettes/FLAM_viscosity.Rnw