caretEnsemble

by zachmayer

zachmayer / caretEnsemble

caret models all the way down :turtle:

211 Stars 75 Forks Last release: 11 months ago (2.0.1) Other 507 Commits 4 Releases

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caretEnsemble: (Read the vignette!)

Framework for fitting multiple caret models using the same re-sampling strategy as well as creating ensembles of such models. Use

caretList
to fit multiple models, and then use
caretEnsemble
to combine them greedily, or
caretStack
to combine them using a caret model.

caretEnsemble was inspired by medley, which in turn was inspired by Caruana et. al.'s (2004) paper Ensemble Selection from Libraries of Models.

Install the stable version from CRAN:

install.packages('caretEnsemble')

Install the dev version from github:

devtools::install_github('zachmayer/caretEnsemble')

There are also tagged versions of caretEnsemble on github you can install via devtools. For example, to install the original draft of the API:

{R}
devtools::install_github('zachmayer/[email protected]')

Code of Conduct:

Please note that this project is released with a Contributor Code of Conduct. By participating in this project you agree to abide by its terms.

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