bst: Gradient Boosting

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Functional gradient descent algorithm for a variety of convex and non-convex loss functions, for both classical and robust regression and classification problems.

Author
Zhu Wang [aut, cre], Torsten Hothorn [ctb]
Date of publication
2016-09-21 16:05:05
Maintainer
Zhu Wang <zwang@connecticutchildrens.org>
License
GPL (>= 2)
Version
0.3-14

View on CRAN

Man pages

bfunc
Compute upper bound of second derivative of loss
bst
Boosting for Classification and Regression
bst_control
Control Parameters for Boosting
bst-internal
Internal Function
bst-package
Boosting for Classification and Regression
bst.sel
Function to select number of predictors
cv.bst
Cross-Validation for Boosting
cv.mada
Cross-Validation for one-vs-all AdaBoost with multi-class...
cv.mbst
Cross-Validation for Multi-class Boosting
cv.mhingebst
Cross-Validation for Multi-class Hinge Boosting
cv.mhingeova
Cross-Validation for one-vs-all HingeBoost with multi-class...
cv.rbst
Cross-Validation for Truncated Loss Boosting
cv.rmbst
Cross-Validation for Truncated Multi-class Loss Boosting
evalerr
Compute prediction errors
ex1data
Generating Three-class Data with 50 Predictors
mada
Multi-class AdaBoost
mbst
Boosting for Multi-Classification
mhingebst
Boosting for Multi-class Classification
mhingeova
Multi-class HingeBoost
nsel.mhingebst
Find Number of Variables In Multi-class Boosting Iterations
rbst
Robust Boosting for Robust Loss Functions
rbstpath
Robust Boosting Path for Truncated Loss Functions
rmbst
Robust Boosting for Multi-class Robust Loss Functions

Files in this package

bst
bst/TODO
bst/inst
bst/inst/CITATION
bst/inst/extdata
bst/inst/extdata/supplemental_data
bst/inst/extdata/prostate_mz.txt
bst/inst/extdata/CCD.txt
bst/inst/extdata/CAB.txt
bst/inst/extdata/BPH.txt
bst/inst/extdata/control.txt
bst/inst/doc
bst/inst/doc/mcl.pdf
bst/inst/doc/mcl.R
bst/inst/doc/index.html
bst/inst/doc/pros.R
bst/inst/doc/pros.pdf
bst/inst/doc/cancer.Rnw
bst/inst/doc/khan.R
bst/inst/doc/cancer.pdf
bst/inst/doc/static_cancer.pdf.asis
bst/inst/doc/static_khan.pdf.asis
bst/inst/doc/static_cancer.pdf
bst/inst/doc/static_mcl.pdf
bst/inst/doc/static_mcl.pdf.asis
bst/inst/doc/khan.pdf
bst/inst/doc/static_khan.pdf
bst/inst/doc/cancer.R
bst/inst/doc/khan.Rnw
bst/inst/doc/mcl.Rnw
bst/inst/doc/pros.Rnw
bst/NAMESPACE
bst/NEWS
bst/R
bst/R/fpartial.R
bst/R/mada.R
bst/R/rbst.R
bst/R/mhingeova.R
bst/R/mbst.R
bst/R/simdata.R
bst/R/mhingebst.R
bst/R/rmbst.R
bst/R/permute.rows.R
bst/R/balanced.folds.R
bst/R/bst.R
bst/vignettes
bst/vignettes/cancer.Rnw
bst/vignettes/static_cancer.pdf.asis
bst/vignettes/static_khan.pdf.asis
bst/vignettes/static_mcl.pdf.asis
bst/vignettes/bst.bib
bst/vignettes/khan.Rnw
bst/vignettes/mcl.Rnw
bst/vignettes/pros.Rnw
bst/MD5
bst/build
bst/build/vignette.rds
bst/DESCRIPTION
bst/man
bst/man/evalerr.Rd
bst/man/bst-internal.Rd
bst/man/cv.rmbst.Rd
bst/man/bfunc.Rd
bst/man/cv.mhingeova.Rd
bst/man/cv.mada.Rd
bst/man/rbstpath.Rd
bst/man/bst_control.Rd
bst/man/bst.sel.Rd
bst/man/bst.Rd
bst/man/cv.rbst.Rd
bst/man/cv.mbst.Rd
bst/man/nsel.mhingebst.Rd
bst/man/mhingebst.Rd
bst/man/mada.Rd
bst/man/mbst.Rd
bst/man/rbst.Rd
bst/man/ex1data.Rd
bst/man/cv.mhingebst.Rd
bst/man/rmbst.Rd
bst/man/mhingeova.Rd
bst/man/cv.bst.Rd
bst/man/bst-package.Rd
bst/cleanup