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

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

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.