SuperLearner: Super Learner Prediction

Implements the super learner prediction method and contains a library of prediction algorithms to be used in the super learner.

AuthorEric Polley [aut, cre], Erin LeDell [aut], Chris Kennedy [aut], Sam Lendle [ctb], Mark van der Laan [aut, ths]
Date of publication2016-12-01 21:12:50
MaintainerEric Polley <polley.eric@mayo.edu>
LicenseGPL-3
Version2.0-21
https://github.com/ecpolley/SuperLearner

View on CRAN

Files in this package

SuperLearner
SuperLearner/inst
SuperLearner/inst/ToDo
SuperLearner/inst/NEWS
SuperLearner/inst/ChangeLog
SuperLearner/inst/doc
SuperLearner/inst/doc/SuperLearnerPresent.pdf
SuperLearner/inst/doc/SuperLearnerPresent.Rnw
SuperLearner/tests
SuperLearner/tests/testthat.R
SuperLearner/tests/testthat
SuperLearner/tests/testthat/testSummaryCVSuperLearner.R
SuperLearner/tests/testthat/testBartMachine.R
SuperLearner/tests/testthat/testRandomForest.R
SuperLearner/tests/testthat/testCreateLearner.R
SuperLearner/tests/testthat/testMethods.R
SuperLearner/tests/testthat/test_cforest.R
SuperLearner/tests/testthat/test_SuperLearner.R
SuperLearner/tests/testthat/testXGBoost.R
SuperLearner/NAMESPACE
SuperLearner/R
SuperLearner/R/CVFolds.R SuperLearner/R/SL.gam.R SuperLearner/R/screen.glmnet.R SuperLearner/R/CV.SuperLearner.R SuperLearner/R/SL.xgboost.R SuperLearner/R/screen.corRank.R SuperLearner/R/SampleSplitSuperLearner.R SuperLearner/R/screen.corP.R SuperLearner/R/SL.leekasso.R SuperLearner/R/SL.svm.R SuperLearner/R/snowSuperLearner.R SuperLearner/R/listWrapper.R SuperLearner/R/summary.CV.SuperLearner.R SuperLearner/R/SL.loess.R SuperLearner/R/internals.R SuperLearner/R/control.R SuperLearner/R/SL.nnet.R SuperLearner/R/SL.rpartPrune.R SuperLearner/R/SL.randomForest.R SuperLearner/R/SL.caret.R SuperLearner/R/SL.logreg.R SuperLearner/R/SL.mean.R SuperLearner/R/SL.glm.R SuperLearner/R/method.R SuperLearner/R/SL.ipredbagg.R SuperLearner/R/SL.nnls.R SuperLearner/R/SuperLearner.R SuperLearner/R/SL.gbm.R SuperLearner/R/predict.SuperLearner.R SuperLearner/R/SL.earth.R SuperLearner/R/print.SuperLearner.R SuperLearner/R/SL.polymars.R SuperLearner/R/SL.step.R SuperLearner/R/screen.template.R SuperLearner/R/SL.template.R SuperLearner/R/plot.CV.SuperLearner.R SuperLearner/R/trimLogit.R SuperLearner/R/screen.SIS.R SuperLearner/R/SL.rpart.R SuperLearner/R/SL.glmnet.R SuperLearner/R/mcSuperLearner.R SuperLearner/R/SL.knn.R SuperLearner/R/SL.ridge.R SuperLearner/R/screen.ttest.R SuperLearner/R/create.Learner.R SuperLearner/R/recombine.R SuperLearner/R/screen.randomForest.R SuperLearner/R/SL.bayesglm.R SuperLearner/R/SuperLearnerNews.R SuperLearner/R/zzz.R SuperLearner/R/SL.cforest.R SuperLearner/R/SL.bartMachine.R
SuperLearner/vignettes
SuperLearner/vignettes/SuperLearnerR.pdf
SuperLearner/vignettes/SuperLearnerPresent.Rnw
SuperLearner/MD5
SuperLearner/build
SuperLearner/build/vignette.rds
SuperLearner/DESCRIPTION
SuperLearner/man
SuperLearner/man/write.method.template.Rd SuperLearner/man/predict.SL.xgboost.Rd SuperLearner/man/write.screen.template.Rd SuperLearner/man/SL.bartMachine.Rd SuperLearner/man/SuperLearner.CV.control.Rd SuperLearner/man/write.SL.template.Rd SuperLearner/man/SampleSplitSuperLearner.Rd SuperLearner/man/listWrappers.Rd SuperLearner/man/predict.superlearner.Rd SuperLearner/man/create.Learner.Rd SuperLearner/man/SuperLearner.Rd SuperLearner/man/plot.CV.SuperLearner.Rd SuperLearner/man/create.SL.xgboost.Rd SuperLearner/man/SuperLearnerNews.Rd SuperLearner/man/CV.SuperLearner.Rd SuperLearner/man/summary.CV.SuperLearner.Rd SuperLearner/man/recombineCVSL.Rd SuperLearner/man/SL.cforest.Rd SuperLearner/man/CVFolds.Rd SuperLearner/man/predict.SL.bartMachine.Rd SuperLearner/man/recombineSL.Rd SuperLearner/man/SuperLearner.control.Rd SuperLearner/man/trimLogit.Rd SuperLearner/man/SL.xgboost.Rd

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