FDboost: Boosting Functional Regression Models

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.

AuthorSarah Brockhaus [aut, cre], David Ruegamer [aut], Torsten Hothorn [ctb], with contributions by many others (see inst/CONTRIBUTIONS) [ctb]
Date of publication2016-09-19 08:02:09
MaintainerSarah Brockhaus <Sarah.Brockhaus@stat.uni-muenchen.de>
LicenseGPL-2
Version0.2-1

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

Functions

\%A\% Man page
\%A0\% Man page
anisotropic_Kronecker Man page
applyFolds Man page
bbsc Man page
bconcurrent Man page
bfpc Man page
bhist Man page
bhistx Man page
bolsc Man page
brandomc Man page
bsignal Man page
coef.FDboost Man page
cvLong Man page
cvMa Man page
cvrisk.FDboost Man page
cvrisk.FDboostLSS Man page
extract.blg Man page
FDboost Man page
FDboostLSS Man page
fitted.FDboost Man page
fuelSubset Man page
funMRD Man page
funMSE Man page
funplot Man page
funRsquared Man page
getArgvals Man page
getArgvals.hmatrix Man page
getArgvalsLab Man page
getArgvalsLab.hmatrix Man page
getId Man page
getId.hmatrix Man page
getIdLab Man page
getIdLab.hmatrix Man page
getTime Man page
getTime.hmatrix Man page
getTimeLab Man page
getTimeLab.hmatrix Man page
getX Man page
getX.hmatrix Man page
getXLab Man page
getXLab.hmatrix Man page
hmatrix Man page
[.hmatrix Man page
integrationWeights Man page
integrationWeightsLeft Man page
is.hmatrix Man page
mstop.validateFDboost Man page
o_control Man page
plot.FDboost Man page
plotPredCoef Man page
plotPredicted Man page
plotResiduals Man page
plot.validateFDboost Man page
predict.FDboost Man page
print.FDboost Man page
print.validateFDboost Man page
residuals.FDboost Man page
reweightData Man page
stabsel.FDboost Man page
summary.FDboost Man page
truncateTime Man page
update.FDboost Man page
validateFDboost Man page
viscosity Man page
wide2long Man page
\%Xa0\% Man page
\%Xc\% Man page

Files

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

Questions? Problems? Suggestions? or email at ian@mutexlabs.com.

Please suggest features or report bugs with the GitHub issue tracker.

All documentation is copyright its authors; we didn't write any of that.