mvtboost: Tree Boosting for Multivariate Outcomes

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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.

Author
Patrick Miller [aut, cre]
Date of publication
2016-12-05 18:28:47
Maintainer
Patrick Miller <patrick.mil10@gmail.com>
License
GPL (>= 2) | file LICENSE
Version
0.5.0
URLs

View on CRAN

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
\Sexpr[results=rd,stage=build]{tools:::Rd_package_title("mvtboost")}
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

Files in this package

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