mvtboost: Tree Boosting for Multivariate Outcomes
Version 0.5.0

Fits a multivariate model of decision trees for multiple, continuous outcome variables. A model for each outcome variable is fit separately, selecting predictors that explain covariance in the outcomes. Built on top of 'gbm', which fits an ensemble of decision trees to univariate outcomes.

AuthorPatrick Miller [aut, cre]
Date of publication2016-12-05 18:28:47
MaintainerPatrick Miller <patrick.mil10@gmail.com>
LicenseGPL (>= 2) | file LICENSE
Version0.5.0
URL https://github.com/patr1ckm/mvtboost
Package repositoryView on CRAN
InstallationInstall the latest version of this package by entering the following in R:
install.packages("mvtboost")

Getting started

Package overview
README.md
mvtboost example 1: mpg
mvtboost example 2: Well-being

Popular man pages

mvtb: Fitting a Multivariate Tree Boosting Model
mvtb.covex: Estimate the covariance explained matrix
mvtb.nonlin: Detect departures from linearity from a multivariate tree...
mvtboost-package: Tree Boosting for Multivariate Outcomes
mvtb.ri: Computes the relative influence of each predictor for each...
predict.mvtb: Predicted values
wellbeing: Psychological well-being
See all...

All man pages Function index File listing

Man pages

addalpha: Add alpha
colorRampPaletteAlpha: Add alpha and ramps between colors
mvtb: Fitting a Multivariate Tree Boosting Model
mvtb.cluster: Clustering the covariance explained or relative influence...
mvtb.covex: Estimate the covariance explained matrix
mvtb.heat: Clustered heatmap of tables from 'mvtb'
mvtb.nonlin: Detect departures from linearity from a multivariate tree...
mvtboost-package: Tree Boosting for Multivariate Outcomes
mvtb.perspec: Perspective plot for 2 predictors and 1 response.
mvtb.ri: Computes the relative influence of each predictor for each...
mvtb.uncomp: Uncompress a compressed mvtb output object
plot.mvtb: Plots the model implied effect of 1 predictor for one outcome
predict.mvtb: Predicted values
print.mvtb: Simple default printing of the mvtb output object
summary.mvtb: Computes a summary of the multivariate tree boosting model
wellbeing: Psychological well-being

Functions

addalpha Man page Source code
colorRampPaletteAlpha Man page Source code
comp Source code
cor.red Source code
cov.red Source code
detcov Source code
eval.loss Source code
intx.grid Source code
intx.influence Source code
intx.lm Source code
mvtb Man page Source code
mvtb.cluster Man page Source code
mvtb.covex Man page Source code
mvtb.fit Man page Source code
mvtb.heat Man page Source code
mvtb.nonlin Man page Source code
mvtb.perspec Man page Source code
mvtb.r2 Source code
mvtb.ri Man page Source code
mvtb.uncomp Man page Source code
mvtbCV Source code
mvtboost Man page
mvtboost-package Man page
plot.mvtb Man page Source code
plot.pw.perspec Source code
predict.mvtb Man page Source code
print.mvtb Man page Source code
ri.one Source code
summary.mvtb Man page Source code
uls Source code
uncomp Source code
wellbeing Man page

Files

inst
inst/doc
inst/doc/mvtboost_vignette.R
inst/doc/mvtboost_vignette.html
inst/doc/mvtboost_wellbeing.R
inst/doc/mvtboost_vignette.Rmd
inst/doc/mvtboost_wellbeing.Rmd
inst/doc/mvtboost_wellbeing.html
tests
tests/testthat.R
tests/testthat
tests/testthat/Rplots.pdf
tests/testthat/test_plot.R
tests/testthat/raw
tests/testthat/test_params.R
tests/testthat/test_intx.R
tests/testthat/test_summary.R
tests/testthat/test_predict.R
tests/testthat/test_covex.R
tests/testthat/test_cv.R
tests/testthat/test_speed.R
NAMESPACE
NEWS.md
data
data/wellbeing.RData
R
R/mvtb_covex.R
R/mvtb_plots.R
R/mvtb_grid_tune.R
R/mvtboost.R
R/mvtb_summary.R
R/mvtb_nonlin_test.R
vignettes
vignettes/wb_cv5test.Rdata
vignettes/wb_cv5.Rdata
vignettes/mvtboost_vignette.Rmd
vignettes/mvtboost_wellbeing.Rmd
vignettes/wb_nonlin.Rdata
README.md
MD5
build
build/vignette.rds
build/partial.rdb
DESCRIPTION
man
man/mvtb.ri.Rd
man/mvtb.covex.Rd
man/mvtb.perspec.Rd
man/addalpha.Rd
man/plot.mvtb.Rd
man/wellbeing.Rd
man/mvtb.uncomp.Rd
man/mvtb.heat.Rd
man/print.mvtb.Rd
man/mvtb.nonlin.Rd
man/colorRampPaletteAlpha.Rd
man/predict.mvtb.Rd
man/mvtb.Rd
man/summary.mvtb.Rd
man/mvtboost-package.Rd
man/mvtb.cluster.Rd
LICENSE
mvtboost documentation built on May 20, 2017, 3:13 a.m.

Questions? Problems? Suggestions? Tweet to @rdrrHQ or email at ian@mutexlabs.com.

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