Super Learner Prediction


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Documentation for package ‘SuperLearner’ version 2.0-4

Help Pages

All screening algorithms for SuperLearner
coef.CV.SuperLearner Function to get V-fold cross-validated risk estimate for super learner
coef.SuperLearner Super Learner Prediction Function
CV.SuperLearner Function to get V-fold cross-validated risk estimate for super learner
CVFolds Generate list of row numbers for each fold in the cross-validation
listWrappers list all wrapper functions in SuperLearner
mcSuperLearner Super Learner Prediction Function
method.NNloglik Method to estimate the coefficients for the super learner
method.NNLS Method to estimate the coefficients for the super learner
method.NNLS2 Method to estimate the coefficients for the super learner
method.template Method to estimate the coefficients for the super learner
plot.CV.SuperLearner Graphical display of the V-fold CV risk estimates
predict.SL.bart Wrapper functions for prediction algorithms in SuperLearner
predict.SL.bayesglm Wrapper functions for prediction algorithms in SuperLearner
predict.SL.caret Wrapper functions for prediction algorithms in SuperLearner
predict.SL.cforest Wrapper functions for prediction algorithms in SuperLearner
predict.SL.DSA Wrapper functions for prediction algorithms in SuperLearner
predict.SL.earth Wrapper functions for prediction algorithms in SuperLearner
predict.SL.gam Wrapper functions for prediction algorithms in SuperLearner
predict.SL.gbm Wrapper functions for prediction algorithms in SuperLearner
predict.SL.glm Wrapper functions for prediction algorithms in SuperLearner
predict.SL.glmnet Wrapper functions for prediction algorithms in SuperLearner
predict.SL.ipredbagg Wrapper functions for prediction algorithms in SuperLearner
predict.SL.knn Wrapper functions for prediction algorithms in SuperLearner
predict.SL.loess Wrapper functions for prediction algorithms in SuperLearner
predict.SL.logreg Wrapper functions for prediction algorithms in SuperLearner
predict.SL.mean Wrapper functions for prediction algorithms in SuperLearner
predict.SL.nnet Wrapper functions for prediction algorithms in SuperLearner
predict.SL.polymars Wrapper functions for prediction algorithms in SuperLearner
predict.SL.randomForest Wrapper functions for prediction algorithms in SuperLearner
predict.SL.ridge Wrapper functions for prediction algorithms in SuperLearner
predict.SL.rpart Wrapper functions for prediction algorithms in SuperLearner
predict.SL.step Wrapper functions for prediction algorithms in SuperLearner
predict.SL.stepAIC Wrapper functions for prediction algorithms in SuperLearner
predict.SL.svm Wrapper functions for prediction algorithms in SuperLearner
predict.SL.template Wrapper functions for prediction algorithms in SuperLearner
predict.SuperLearner Predict method for SuperLearner object
print.CV.SuperLearner Function to get V-fold cross-validated risk estimate for super learner
print.summary.CV.SuperLearner Summary Function for Cross-Validated Super Learner
print.SuperLearner Super Learner Prediction Function
screen.corP screening algorithms for SuperLearner
screen.corRank screening algorithms for SuperLearner
screen.glmnet screening algorithms for SuperLearner
screen.randomForest screening algorithms for SuperLearner
screen.SIS screening algorithms for SuperLearner
screen.template screening algorithms for SuperLearner
screen.ttest screening algorithms for SuperLearner
SL.bart Wrapper functions for prediction algorithms in SuperLearner
SL.bayesglm Wrapper functions for prediction algorithms in SuperLearner
SL.caret Wrapper functions for prediction algorithms in SuperLearner
SL.caret.rpart Wrapper functions for prediction algorithms in SuperLearner
SL.cforest Wrapper functions for prediction algorithms in SuperLearner
SL.DSA Wrapper functions for prediction algorithms in SuperLearner
SL.earth Wrapper functions for prediction algorithms in SuperLearner
SL.gam Wrapper functions for prediction algorithms in SuperLearner
SL.gbm Wrapper functions for prediction algorithms in SuperLearner
SL.glm Wrapper functions for prediction algorithms in SuperLearner
SL.glm.interaction Wrapper functions for prediction algorithms in SuperLearner
SL.glmnet Wrapper functions for prediction algorithms in SuperLearner
SL.ipredbagg Wrapper functions for prediction algorithms in SuperLearner
SL.knn Wrapper functions for prediction algorithms in SuperLearner
SL.loess Wrapper functions for prediction algorithms in SuperLearner
SL.logreg Wrapper functions for prediction algorithms in SuperLearner
SL.mean Wrapper functions for prediction algorithms in SuperLearner
SL.nnet Wrapper functions for prediction algorithms in SuperLearner
SL.polymars Wrapper functions for prediction algorithms in SuperLearner
SL.randomForest Wrapper functions for prediction algorithms in SuperLearner
SL.ridge Wrapper functions for prediction algorithms in SuperLearner
SL.rpart Wrapper functions for prediction algorithms in SuperLearner
SL.step Wrapper functions for prediction algorithms in SuperLearner
SL.step.forward Wrapper functions for prediction algorithms in SuperLearner
SL.step.interaction Wrapper functions for prediction algorithms in SuperLearner
SL.stepAIC Wrapper functions for prediction algorithms in SuperLearner
SL.svm Wrapper functions for prediction algorithms in SuperLearner
SL.template Wrapper functions for prediction algorithms in SuperLearner
snowSuperLearner Super Learner Prediction Function
summary.CV.SuperLearner Summary Function for Cross-Validated Super Learner
SuperLearner Super Learner Prediction Function
SuperLearner.control Control parameters for the SuperLearner
SuperLearner.CV.control Control parameters for the cross validation steps in 'SuperLearner'
SuperLearnerDocs Show the NEWS file for the SuperLearner package
SuperLearnerNews Show the NEWS file for the SuperLearner package
trimLogit truncated-probabilities logit transformation
write.method.template Method to estimate the coefficients for the super learner
write.screen.template screening algorithms for SuperLearner
write.SL.template Wrapper functions for prediction algorithms in SuperLearner