Functions for creating ensembles of caret models: caretList() and caretStack(). caretList() is a convenience function for fitting multiple caret::train() models to the same dataset. caretStack() will make linear or non-linear combinations of these models, using a caret::train() model as a meta-model, and caretEnsemble() will make a robust linear combination of models using a GLM.
| Version: | 2.0.1 |
| Depends: | R (≥ 3.2.0) |
| Imports: | methods, pbapply, ggplot2, digest, plyr, lattice, gridExtra, data.table, caret |
| Suggests: | caTools, testthat, lintr, randomForest, glmnet, rpart, kernlab, nnet, e1071, ipred, pROC, knitr, mlbench, MASS, gbm, klaR, rmarkdown |
| Published: | 2019-12-12 |
| Author: | Zachary A. Deane-Mayer [aut, cre], Jared E. Knowles [aut] |
| Maintainer: | Zachary A. Deane-Mayer <zach.mayer at gmail.com> |
| BugReports: | https://github.com/zachmayer/caretEnsemble/issues |
| License: | MIT + file LICENSE |
| URL: | https://github.com/zachmayer/caretEnsemble |
| NeedsCompilation: | no |
| Materials: | README |
| CRAN checks: | caretEnsemble results |
| Reference manual: | caretEnsemble.pdf |
| Vignettes: |
A Brief Introduction to caretEnsemble |
| Package source: | caretEnsemble_2.0.1.tar.gz |
| Windows binaries: | r-devel: caretEnsemble_2.0.1.zip, r-release: caretEnsemble_2.0.1.zip, r-oldrel: caretEnsemble_2.0.1.zip |
| macOS binaries: | r-release: caretEnsemble_2.0.1.tgz, r-oldrel: caretEnsemble_2.0.1.tgz |
| Old sources: | caretEnsemble archive |
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