gbm: Generalized Boosted Regression Models

An implementation of extensions to Freund and Schapire's AdaBoost algorithm and Friedman's gradient boosting machine. Includes regression methods for least squares, absolute loss, t-distribution loss, quantile regression, logistic, multinomial logistic, Poisson, Cox proportional hazards partial likelihood, AdaBoost exponential loss, Huberized hinge loss, and Learning to Rank measures (LambdaMart).

AuthorGreg Ridgeway <gregridgeway@gmail.com> with contributions from others
Date of publication2017-03-21 06:48:03 UTC
MaintainerORPHANED
LicenseGPL (>= 2) | file LICENSE
Version2.1.3
http://code.google.com/p/gradientboostedmodels/

View on CRAN

Functions

basehaz.gbm Man page
calibrate.plot Man page
checkID Man page
checkMissing Man page
checkOffset Man page
checkWeights Man page
gbm Man page
gbmCluster Man page
gbm.conc Man page
gbmCrossVal Man page
gbmCrossValErr Man page
gbmCrossValModelBuild Man page
gbmCrossValPredictions Man page
gbmDoFold Man page
gbm.fit Man page
gbm.loss Man page
gbm.more Man page
gbm.object Man page
gbm-package Man page
gbm.perf Man page
gbm.roc.area Man page
getCVgroup Man page
getStratify Man page
getVarNames Man page
guessDist Man page
interact.gbm Man page
ir.measure.auc Man page
ir.measure.conc Man page
ir.measure.map Man page
ir.measure.mrr Man page
ir.measure.ndcg Man page
perf.pairwise Man page
permutation.test.gbm Man page
plot.gbm Man page
predict.gbm Man page
pretty.gbm.tree Man page
print.gbm Man page
quantile.rug Man page
reconstructGBMdata Man page
relative.influence Man page
show.gbm Man page
shrink.gbm Man page
shrink.gbm.pred Man page
summary.gbm Man page
test.gbm Man page
test.relative.influence Man page
validate.gbm Man page

Files

gbm
gbm/inst
gbm/inst/doc
gbm/inst/doc/oobperf2.eps
gbm/inst/doc/index.html
gbm/inst/doc/oobperf2.pdf
gbm/inst/doc/srcltx.sty
gbm/inst/doc/shrinkageplot.R
gbm/inst/doc/gbm.tex
gbm/inst/doc/gbm.Sweave
gbm/inst/doc/shrinkage-v-iterations.eps
gbm/inst/doc/gbm.pdf
gbm/inst/doc/shrinkage-v-iterations.pdf
gbm/src
gbm/src/locationm.h
gbm/src/locationm.cpp
gbm/src/gbm_engine.h
gbm/src/laplace.h
gbm/src/tree.cpp
gbm/src/gbm_engine.cpp
gbm/src/gaussian.h
gbm/src/pairwise.h
gbm/src/adaboost.h
gbm/src/pairwise.cpp
gbm/src/distribution.cpp
gbm/src/node_continuous.cpp
gbm/src/node.h
gbm/src/node_nonterminal.h
gbm/src/node_factory.cpp
gbm/src/node_search.cpp
gbm/src/node.cpp
gbm/src/bernoulli.cpp
gbm/src/quantile.cpp
gbm/src/huberized.h
gbm/src/node_search.h
gbm/src/bac
gbm/src/bac/gaussian.cpp
gbm/src/tree.h
gbm/src/poisson.cpp
gbm/src/multinomial.h
gbm/src/adaboost.cpp
gbm/src/node_categorical.h
gbm/src/node_factory.h
gbm/src/gbm.cpp
gbm/src/node_continuous.h
gbm/src/coxph.cpp
gbm/src/dataset.h
gbm/src/dataset.cpp
gbm/src/node_categorical.cpp
gbm/src/coxph.h
gbm/src/laplace.cpp
gbm/src/node_terminal.h
gbm/src/node_nonterminal.cpp
gbm/src/init.c
gbm/src/node_terminal.cpp
gbm/src/gbmentry.cpp
gbm/src/tdist.h
gbm/src/poisson.h
gbm/src/gbm.h
gbm/src/bernoulli.h
gbm/src/gaussian.cpp
gbm/src/huberized.cpp
gbm/src/multinomial.cpp
gbm/src/quantile.h
gbm/src/distribution.h
gbm/src/tdist.cpp
gbm/src/matrix.h
gbm/src/buildinfo.h
gbm/NAMESPACE
gbm/demo
gbm/demo/bernoulli.R
gbm/demo/gaussian.R
gbm/demo/pairwise.R
gbm/demo/robustReg.R
gbm/demo/multinomial.R
gbm/demo/printExamples.R
gbm/demo/OOB-reps.R
gbm/demo/00Index
gbm/demo/coxph.R
gbm/R
gbm/R/gbmDoFold.R gbm/R/gbmCluster.R gbm/R/gbm.perf.R gbm/R/interact.gbm.R gbm/R/getStratify.R gbm/R/shrink.gbm.R gbm/R/calibrate.plot.R gbm/R/getCVgroup.R gbm/R/gbm.loss.R gbm/R/pretty.gbm.tree.R gbm/R/test.gbm.R gbm/R/print.gbm.R gbm/R/plot.gbm.R gbm/R/predict.gbm.R gbm/R/gbm.R gbm/R/permutation.test.gbm.R gbm/R/gbm.fit.R gbm/R/checks.R gbm/R/basehaz.gbm.R gbm/R/reconstructGBMdata.R gbm/R/relative.influence.R gbm/R/gbm.more.R gbm/R/shrink.gbm.pred.R gbm/R/ir.measures.R gbm/R/gbmCrossVal.R gbm/R/guessDist.R
gbm/MD5
gbm/DESCRIPTION
gbm/man
gbm/man/summary.gbm.Rd gbm/man/predict.gbm.Rd gbm/man/shrink.gbm.pred.Rd gbm/man/shrink.gbm.Rd gbm/man/plot.gbm.Rd gbm/man/print.gbm.Rd gbm/man/gbm.object.Rd gbm/man/validate.Rd gbm/man/gbmCrossVal.Rd gbm/man/pretty.gbm.tree.Rd gbm/man/relative.influence.Rd gbm/man/gbm.perf.Rd gbm/man/calibrate.plot.Rd gbm/man/quantile.rug.Rd gbm/man/reconstructGBMdata.Rd gbm/man/gbm.roc.area.Rd gbm/man/interact.gbm.Rd gbm/man/gbm.Rd gbm/man/gbm-internal.Rd gbm/man/basehaz.gbm.Rd gbm/man/gbm-package.Rd
gbm/.Rinstignore
gbm/LICENSE
gbm/CHANGES

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