l2boost: l2boost - Friedman's boosting algorithm for regularized linear regression

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Efficient implementation of Friedman's boosting algorithm with l2-loss function and coordinate direction (design matrix columns) basis functions.

Author
John Ehrlinger [aut, cre], Hemant Ishwaran [aut]
Date of publication
2013-06-03 23:15:58
Maintainer
John Ehrlinger <john.ehrlinger@gmail.com>
License
GPL (>= 2)
Version
1.0

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Man pages

coef.l2boost
Extract model coefficients from an l2boost model object at...
cv.l2boost
K-fold cross-validation using 'l2boost'.
diabetes
Blood and other measurements in diabetics [Hastie and Efron...
elasticNetSim
A blocked correlated data simulation.
fitted.l2boost
Extract the fitted model estimates along the solution path...
l2boost
Generic gradient descent boosting method for linear...
l2boost-package
Efficient implementation of Friedman's boosting algorithm for...
mvnorm.l2boost
multivariate normal data simulations.
plot.l2boost
Plotting for 'l2boost' objects.
predict.l2boost
predict method for l2boost models.
print.l2boost
print method for 'l2boost' and 'cv.l2boost' objects.
residuals.l2boost
Model residuals for the training set of an l2boost model...

Files in this package

l2boost
l2boost/MD5
l2boost/man
l2boost/man/residuals.l2boost.Rd
l2boost/man/print.l2boost.Rd
l2boost/man/predict.l2boost.Rd
l2boost/man/plot.l2boost.Rd
l2boost/man/mvnorm.l2boost.Rd
l2boost/man/l2boost.Rd
l2boost/man/l2boost-package.Rd
l2boost/man/fitted.l2boost.Rd
l2boost/man/elasticNetSim.Rd
l2boost/man/diabetes.Rd
l2boost/man/cv.l2boost.Rd
l2boost/man/coef.l2boost.Rd
l2boost/inst
l2boost/inst/CITATION
l2boost/data
l2boost/data/diabetes.rda
l2boost/README.md
l2boost/R
l2boost/R/which.min.ind.R
l2boost/R/which.max.ind.R
l2boost/R/summary.l2boost.R
l2boost/R/residuals.l2boost.R
l2boost/R/resample.R
l2boost/R/print.summary.l2boost.R
l2boost/R/print.l2boost.R
l2boost/R/predict.l2boost.R
l2boost/R/plot.lines.R
l2boost/R/plot.l2boost.R
l2boost/R/nu.limit.R
l2boost/R/mvnorm.l2boost.R
l2boost/R/mstep.long.R
l2boost/R/l2boost.R
l2boost/R/help.R
l2boost/R/get.lars.solution.R
l2boost/R/get.hybrid.solution.R
l2boost/R/get.discrete.solution.R
l2boost/R/fitted.l2boost.R
l2boost/R/extract.corr.R
l2boost/R/eval.fold.R
l2boost/R/error.bars.R
l2boost/R/elasticNetSim.R
l2boost/R/diabetes.R
l2boost/R/cv.l2boost.R
l2boost/R/coef.l2boost.R
l2boost/R/break.ties.R
l2boost/R/VAR.R
l2boost/NAMESPACE
l2boost/DESCRIPTION