Closed zachmayer closed 8 years ago
devtools::install_github("zachmayer/caretEnsemble")
update.packages(oldPkgs="caret", ask=FALSE)
sessionInfo()
set.seed(1) dat <- caret::twoClassSim(100) X <- dat[,1:5] y <- dat[["Class"]]
library(caretEnsemble) models <- caretList( X, y, methodList=c('glm', 'rpart'), trControl=trainControl( method="cv", number=5, classProbs=TRUE, savePredictions="final") ) ens <- caretStack(models) print(ens)
>sessionInfo() R version 3.2.3 (2015-12-10) Platform: x86_64-apple-darwin14.5.0 (64-bit) Running under: OS X 10.10.5 (Yosemite) locale: [1] en_US.UTF-8/en_US.UTF-8/en_US.UTF-8/C/en_US.UTF-8/en_US.UTF-8 attached base packages: [1] parallel splines stats graphics grDevices utils datasets methods base other attached packages: [1] rpart_4.1-10 caret_6.0-64 ggplot2_2.0.0 caretEnsemble_2.0.0 Matrix_1.2-3 [6] data.table_1.9.6 gbm_2.1.1 lattice_0.20-33 survival_2.38-3 randomForest_4.6-12 loaded via a namespace (and not attached): [1] Rcpp_0.12.3 compiler_3.2.3 nloptr_1.0.4 plyr_1.8.3 iterators_1.0.8 class_7.3-14 [7] tools_3.2.3 lme4_1.1-10 digest_0.6.9 nlme_3.1-122 gtable_0.1.2 mgcv_1.8-9 [13] foreach_1.4.3 SparseM_1.7 gridExtra_2.0.0 e1071_1.6-7 stringr_1.0.0 MatrixModels_0.4-1 [19] stats4_3.2.3 grid_3.2.3 nnet_7.3-11 pbapply_1.1-3 minqa_1.2.4 reshape2_1.4.1 [25] car_2.1-1 magrittr_1.5 scales_0.3.0 codetools_0.2-14 MASS_7.3-45 pbkrtest_0.4-6 [31] colorspace_1.2-6 quantreg_5.21 stringi_1.0-1 munsell_0.4.3 chron_2.3-47
devtools::install_github("zachmayer/caretEnsemble")
update.packages(oldPkgs="caret", ask=FALSE)
sessionInfo()
Minimal, reproducible example:
Minimal dataset:
Minimal, runnable code:
Session Info: