Boosting Functional Regression Models

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Documentation for package ‘FDboost’ version 0.0-10

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bbsc Constrained Base-learners for Scalar Covariates
bconcurrent Base-learners for Functional Covariates
bhist Base-learners for Functional Covariates
bolsc Constrained Base-learners for Scalar Covariates
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
extract.blg Extract information of a base-learner
FDboost Model-based Gradient Boosting for Functional Response
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
integrationWeights Functions to compute integration weights
integrationWeightsLeft Functions to compute integration weights
mstop.validateFDboost Methods for objects of class validateFDboost
o_control Function to control estimation of smooth offset
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.FDboost Print a boosted functional regression model
print.validateFDboost Methods for objects of class validateFDboost
residuals.FDboost Residual values of a boosted functional regression model
summary.FDboost Summary of a boosted functional regression model
truncateTime Function to truncate time in functional data
validateFDboost Cross-Validation and Bootstrapping over Curves
viscosity Viscosity of resin over time