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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.packages('caretEnsemble')
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:
devtools::install_github('zachmayer/caretEnsemble@0.0')
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.
These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.
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