boostmtree: Boosted Multivariate Trees for Longitudinal Data

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Implements Friedman's gradient descent boosting algorithm for longitudinal data using multivariate tree base learners. A time-covariate interaction effect is modeled using penalized B-splines (P-splines) with estimated adaptive smoothing parameter.

Author
Hemant Ishwaran <hemant.ishwaran@gmail.com>, Amol Pande <amoljpande@gmail.com>
Date of publication
2016-04-12 17:01:36
Maintainer
Udaya B. Kogalur <ubk@kogalur.com>
License
GPL (>= 3)
Version
1.1.0
URLs

View on CRAN

Man pages

boostmtree
Boosted multivariate trees for longitudinal data
boostmtree.news
Show the NEWS file
boostmtree_package
Boosted multivariate trees for longitudinal data.
partialPlot
Partial plot analysis
plot.boostmtree
Plot Summary Analysis
predict.boostmtree
Prediction for Boosted multivariate trees for longitudinal...
print.boostmtree
Print Summary Output
simLong
Simulate longitudinal data
spirometry
Spirometry Data

Files in this package

boostmtree
boostmtree/inst
boostmtree/inst/CITATION
boostmtree/inst/NEWS
boostmtree/NAMESPACE
boostmtree/data
boostmtree/data/spirometry.RData
boostmtree/R
boostmtree/R/boostmtree.news.R
boostmtree/R/partialPlot.R
boostmtree/R/print.boostmtree.R
boostmtree/R/generic.predict.boostmtree.R
boostmtree/R/utilities.R
boostmtree/R/boostmtree.R
boostmtree/R/simLong.R
boostmtree/R/predict.boostmtree.R
boostmtree/R/plot.boostmtree.R
boostmtree/R/zzz.R
boostmtree/MD5
boostmtree/DESCRIPTION
boostmtree/man
boostmtree/man/simLong.Rd
boostmtree/man/spirometry.Rd
boostmtree/man/print.boostmtree.Rd
boostmtree/man/boostmtree.Rd
boostmtree/man/predict.boostmtree.Rd
boostmtree/man/plot.boostmtree.Rd
boostmtree/man/partialPlot.Rd
boostmtree/man/boostmtree_package.Rd
boostmtree/man/boostmtree.news.Rd